id sid tid token lemma pos cord-132843-ilxt4b6g 1 1 key key NN cord-132843-ilxt4b6g 1 2 : : : cord-132843-ilxt4b6g 2 1 cord-132843-ilxt4b6 cord-132843-ilxt4b6 NNP cord-132843-ilxt4b6g 2 2 g g NN cord-132843-ilxt4b6g 2 3 authors author NNS cord-132843-ilxt4b6g 2 4 : : : cord-132843-ilxt4b6g 2 5 Zhao Zhao NNP cord-132843-ilxt4b6g 2 6 , , , cord-132843-ilxt4b6g 3 1 Liang Liang NNP cord-132843-ilxt4b6g 3 2 title title NN cord-132843-ilxt4b6g 3 3 : : : cord-132843-ilxt4b6g 4 1 Event Event NNP cord-132843-ilxt4b6g 4 2 Prediction Prediction NNP cord-132843-ilxt4b6g 4 3 in in IN cord-132843-ilxt4b6g 4 4 the the DT cord-132843-ilxt4b6g 4 5 Big Big NNP cord-132843-ilxt4b6g 4 6 Data data NN cord-132843-ilxt4b6g 4 7 Era era NN cord-132843-ilxt4b6g 4 8 : : : cord-132843-ilxt4b6g 5 1 A a DT cord-132843-ilxt4b6g 5 2 Systematic Systematic NNP cord-132843-ilxt4b6g 5 3 Survey Survey NNP cord-132843-ilxt4b6g 5 4 date date NN cord-132843-ilxt4b6g 5 5 : : : cord-132843-ilxt4b6g 5 6 2020 2020 CD cord-132843-ilxt4b6g 5 7 - - HYPH cord-132843-ilxt4b6g 5 8 07 07 CD cord-132843-ilxt4b6g 5 9 - - HYPH cord-132843-ilxt4b6g 5 10 19 19 CD cord-132843-ilxt4b6g 5 11 journal journal NN cord-132843-ilxt4b6g 5 12 : : : cord-132843-ilxt4b6g 6 1 nan nan NNP cord-132843-ilxt4b6g 6 2 DOI DOI NNP cord-132843-ilxt4b6g 6 3 : : : cord-132843-ilxt4b6g 6 4 nan nan NNP cord-132843-ilxt4b6g 6 5 sha sha NNP cord-132843-ilxt4b6g 6 6 : : : cord-132843-ilxt4b6g 7 1 3ca50610e34cc8273bc946514afcfc99a0752a1c 3ca50610e34cc8273bc946514afcfc99a0752a1c LS cord-132843-ilxt4b6g 7 2 doc_id doc_id CD cord-132843-ilxt4b6g 7 3 : : : cord-132843-ilxt4b6g 7 4 132843 132843 CD cord-132843-ilxt4b6g 7 5 cord_uid cord_uid NNS cord-132843-ilxt4b6g 7 6 : : : cord-132843-ilxt4b6g 8 1 ilxt4b6 ilxt4b6 NN cord-132843-ilxt4b6g 8 2 g g NN cord-132843-ilxt4b6g 8 3 Events event NNS cord-132843-ilxt4b6g 8 4 are be VBP cord-132843-ilxt4b6g 8 5 occurrences occurrence NNS cord-132843-ilxt4b6g 8 6 in in IN cord-132843-ilxt4b6g 8 7 specific specific JJ cord-132843-ilxt4b6g 8 8 locations location NNS cord-132843-ilxt4b6g 8 9 , , , cord-132843-ilxt4b6g 8 10 time time NN cord-132843-ilxt4b6g 8 11 , , , cord-132843-ilxt4b6g 8 12 and and CC cord-132843-ilxt4b6g 8 13 semantics semantic NNS cord-132843-ilxt4b6g 8 14 that that WDT cord-132843-ilxt4b6g 8 15 nontrivially nontrivially RB cord-132843-ilxt4b6g 8 16 impact impact NN cord-132843-ilxt4b6g 8 17 either either CC cord-132843-ilxt4b6g 8 18 our -PRON- PRP$ cord-132843-ilxt4b6g 8 19 society society NN cord-132843-ilxt4b6g 8 20 or or CC cord-132843-ilxt4b6g 8 21 the the DT cord-132843-ilxt4b6g 8 22 nature nature NN cord-132843-ilxt4b6g 8 23 , , , cord-132843-ilxt4b6g 8 24 such such JJ cord-132843-ilxt4b6g 8 25 as as IN cord-132843-ilxt4b6g 8 26 civil civil JJ cord-132843-ilxt4b6g 8 27 unrest unrest NN cord-132843-ilxt4b6g 8 28 , , , cord-132843-ilxt4b6g 8 29 system system NN cord-132843-ilxt4b6g 8 30 failures failure NNS cord-132843-ilxt4b6g 8 31 , , , cord-132843-ilxt4b6g 8 32 and and CC cord-132843-ilxt4b6g 8 33 epidemics epidemic NNS cord-132843-ilxt4b6g 8 34 . . . cord-132843-ilxt4b6g 9 1 It -PRON- PRP cord-132843-ilxt4b6g 9 2 is be VBZ cord-132843-ilxt4b6g 9 3 highly highly RB cord-132843-ilxt4b6g 9 4 desirable desirable JJ cord-132843-ilxt4b6g 9 5 to to TO cord-132843-ilxt4b6g 9 6 be be VB cord-132843-ilxt4b6g 9 7 able able JJ cord-132843-ilxt4b6g 9 8 to to TO cord-132843-ilxt4b6g 9 9 anticipate anticipate VB cord-132843-ilxt4b6g 9 10 the the DT cord-132843-ilxt4b6g 9 11 occurrence occurrence NN cord-132843-ilxt4b6g 9 12 of of IN cord-132843-ilxt4b6g 9 13 such such JJ cord-132843-ilxt4b6g 9 14 events event NNS cord-132843-ilxt4b6g 9 15 in in IN cord-132843-ilxt4b6g 9 16 advance advance NN cord-132843-ilxt4b6g 9 17 in in IN cord-132843-ilxt4b6g 9 18 order order NN cord-132843-ilxt4b6g 9 19 to to TO cord-132843-ilxt4b6g 9 20 reduce reduce VB cord-132843-ilxt4b6g 9 21 the the DT cord-132843-ilxt4b6g 9 22 potential potential JJ cord-132843-ilxt4b6g 9 23 social social JJ cord-132843-ilxt4b6g 9 24 upheaval upheaval NN cord-132843-ilxt4b6g 9 25 and and CC cord-132843-ilxt4b6g 9 26 damage damage NN cord-132843-ilxt4b6g 9 27 caused cause VBN cord-132843-ilxt4b6g 9 28 . . . cord-132843-ilxt4b6g 10 1 Event event NN cord-132843-ilxt4b6g 10 2 prediction prediction NN cord-132843-ilxt4b6g 10 3 , , , cord-132843-ilxt4b6g 10 4 which which WDT cord-132843-ilxt4b6g 10 5 has have VBZ cord-132843-ilxt4b6g 10 6 traditionally traditionally RB cord-132843-ilxt4b6g 10 7 been be VBN cord-132843-ilxt4b6g 10 8 prohibitively prohibitively RB cord-132843-ilxt4b6g 10 9 challenging challenging JJ cord-132843-ilxt4b6g 10 10 , , , cord-132843-ilxt4b6g 10 11 is be VBZ cord-132843-ilxt4b6g 10 12 now now RB cord-132843-ilxt4b6g 10 13 becoming become VBG cord-132843-ilxt4b6g 10 14 a a DT cord-132843-ilxt4b6g 10 15 viable viable JJ cord-132843-ilxt4b6g 10 16 option option NN cord-132843-ilxt4b6g 10 17 in in IN cord-132843-ilxt4b6g 10 18 the the DT cord-132843-ilxt4b6g 10 19 big big JJ cord-132843-ilxt4b6g 10 20 data datum NNS cord-132843-ilxt4b6g 10 21 era era NN cord-132843-ilxt4b6g 10 22 and and CC cord-132843-ilxt4b6g 10 23 is be VBZ cord-132843-ilxt4b6g 10 24 thus thus RB cord-132843-ilxt4b6g 10 25 experiencing experience VBG cord-132843-ilxt4b6g 10 26 rapid rapid JJ cord-132843-ilxt4b6g 10 27 growth growth NN cord-132843-ilxt4b6g 10 28 . . . cord-132843-ilxt4b6g 11 1 There there EX cord-132843-ilxt4b6g 11 2 is be VBZ cord-132843-ilxt4b6g 11 3 a a DT cord-132843-ilxt4b6g 11 4 large large JJ cord-132843-ilxt4b6g 11 5 amount amount NN cord-132843-ilxt4b6g 11 6 of of IN cord-132843-ilxt4b6g 11 7 existing exist VBG cord-132843-ilxt4b6g 11 8 work work NN cord-132843-ilxt4b6g 11 9 that that WDT cord-132843-ilxt4b6g 11 10 focuses focus VBZ cord-132843-ilxt4b6g 11 11 on on IN cord-132843-ilxt4b6g 11 12 addressing address VBG cord-132843-ilxt4b6g 11 13 the the DT cord-132843-ilxt4b6g 11 14 challenges challenge NNS cord-132843-ilxt4b6g 11 15 involved involve VBN cord-132843-ilxt4b6g 11 16 , , , cord-132843-ilxt4b6g 11 17 including include VBG cord-132843-ilxt4b6g 11 18 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 11 19 multi multi JJ cord-132843-ilxt4b6g 11 20 - - JJ cord-132843-ilxt4b6g 11 21 faceted faceted JJ cord-132843-ilxt4b6g 11 22 outputs output NNS cord-132843-ilxt4b6g 11 23 , , , cord-132843-ilxt4b6g 11 24 complex complex JJ cord-132843-ilxt4b6g 11 25 dependencies dependency NNS cord-132843-ilxt4b6g 11 26 , , , cord-132843-ilxt4b6g 11 27 and and CC cord-132843-ilxt4b6g 11 28 streaming stream VBG cord-132843-ilxt4b6g 11 29 data datum NNS cord-132843-ilxt4b6g 11 30 feeds feed NNS cord-132843-ilxt4b6g 11 31 . . . cord-132843-ilxt4b6g 12 1 Most Most JJS cord-132843-ilxt4b6g 12 2 existing exist VBG cord-132843-ilxt4b6g 12 3 event event NN cord-132843-ilxt4b6g 12 4 prediction prediction NN cord-132843-ilxt4b6g 12 5 methods method NNS cord-132843-ilxt4b6g 12 6 were be VBD cord-132843-ilxt4b6g 12 7 initially initially RB cord-132843-ilxt4b6g 12 8 designed design VBN cord-132843-ilxt4b6g 12 9 to to TO cord-132843-ilxt4b6g 12 10 deal deal VB cord-132843-ilxt4b6g 12 11 with with IN cord-132843-ilxt4b6g 12 12 specific specific JJ cord-132843-ilxt4b6g 12 13 application application NN cord-132843-ilxt4b6g 12 14 domains domain NNS cord-132843-ilxt4b6g 12 15 , , , cord-132843-ilxt4b6g 12 16 though though IN cord-132843-ilxt4b6g 12 17 the the DT cord-132843-ilxt4b6g 12 18 techniques technique NNS cord-132843-ilxt4b6g 12 19 and and CC cord-132843-ilxt4b6g 12 20 evaluation evaluation NN cord-132843-ilxt4b6g 12 21 procedures procedure NNS cord-132843-ilxt4b6g 12 22 utilized utilize VBN cord-132843-ilxt4b6g 12 23 are be VBP cord-132843-ilxt4b6g 12 24 usually usually RB cord-132843-ilxt4b6g 12 25 generalizable generalizable JJ cord-132843-ilxt4b6g 12 26 across across IN cord-132843-ilxt4b6g 12 27 different different JJ cord-132843-ilxt4b6g 12 28 domains domain NNS cord-132843-ilxt4b6g 12 29 . . . cord-132843-ilxt4b6g 13 1 However however RB cord-132843-ilxt4b6g 13 2 , , , cord-132843-ilxt4b6g 13 3 it -PRON- PRP cord-132843-ilxt4b6g 13 4 is be VBZ cord-132843-ilxt4b6g 13 5 imperative imperative JJ cord-132843-ilxt4b6g 13 6 yet yet CC cord-132843-ilxt4b6g 13 7 difficult difficult JJ cord-132843-ilxt4b6g 13 8 to to TO cord-132843-ilxt4b6g 13 9 cross cross VB cord-132843-ilxt4b6g 13 10 - - NN cord-132843-ilxt4b6g 13 11 reference reference VB cord-132843-ilxt4b6g 13 12 the the DT cord-132843-ilxt4b6g 13 13 techniques technique NNS cord-132843-ilxt4b6g 13 14 across across IN cord-132843-ilxt4b6g 13 15 different different JJ cord-132843-ilxt4b6g 13 16 domains domain NNS cord-132843-ilxt4b6g 13 17 , , , cord-132843-ilxt4b6g 13 18 given give VBN cord-132843-ilxt4b6g 13 19 the the DT cord-132843-ilxt4b6g 13 20 absence absence NN cord-132843-ilxt4b6g 13 21 of of IN cord-132843-ilxt4b6g 13 22 a a DT cord-132843-ilxt4b6g 13 23 comprehensive comprehensive JJ cord-132843-ilxt4b6g 13 24 literature literature NN cord-132843-ilxt4b6g 13 25 survey survey NN cord-132843-ilxt4b6g 13 26 for for IN cord-132843-ilxt4b6g 13 27 event event NN cord-132843-ilxt4b6g 13 28 prediction prediction NN cord-132843-ilxt4b6g 13 29 . . . cord-132843-ilxt4b6g 14 1 This this DT cord-132843-ilxt4b6g 14 2 paper paper NN cord-132843-ilxt4b6g 14 3 aims aim VBZ cord-132843-ilxt4b6g 14 4 to to TO cord-132843-ilxt4b6g 14 5 provide provide VB cord-132843-ilxt4b6g 14 6 a a DT cord-132843-ilxt4b6g 14 7 systematic systematic JJ cord-132843-ilxt4b6g 14 8 and and CC cord-132843-ilxt4b6g 14 9 comprehensive comprehensive JJ cord-132843-ilxt4b6g 14 10 survey survey NN cord-132843-ilxt4b6g 14 11 of of IN cord-132843-ilxt4b6g 14 12 the the DT cord-132843-ilxt4b6g 14 13 technologies technology NNS cord-132843-ilxt4b6g 14 14 , , , cord-132843-ilxt4b6g 14 15 applications application NNS cord-132843-ilxt4b6g 14 16 , , , cord-132843-ilxt4b6g 14 17 and and CC cord-132843-ilxt4b6g 14 18 evaluations evaluation NNS cord-132843-ilxt4b6g 14 19 of of IN cord-132843-ilxt4b6g 14 20 event event NN cord-132843-ilxt4b6g 14 21 prediction prediction NN cord-132843-ilxt4b6g 14 22 in in IN cord-132843-ilxt4b6g 14 23 the the DT cord-132843-ilxt4b6g 14 24 big big JJ cord-132843-ilxt4b6g 14 25 data datum NNS cord-132843-ilxt4b6g 14 26 era era NN cord-132843-ilxt4b6g 14 27 . . . cord-132843-ilxt4b6g 15 1 First first RB cord-132843-ilxt4b6g 15 2 , , , cord-132843-ilxt4b6g 15 3 systematic systematic JJ cord-132843-ilxt4b6g 15 4 categorization categorization NN cord-132843-ilxt4b6g 15 5 and and CC cord-132843-ilxt4b6g 15 6 summary summary NN cord-132843-ilxt4b6g 15 7 of of IN cord-132843-ilxt4b6g 15 8 existing existing JJ cord-132843-ilxt4b6g 15 9 techniques technique NNS cord-132843-ilxt4b6g 15 10 are be VBP cord-132843-ilxt4b6g 15 11 presented present VBN cord-132843-ilxt4b6g 15 12 , , , cord-132843-ilxt4b6g 15 13 which which WDT cord-132843-ilxt4b6g 15 14 facilitate facilitate VBP cord-132843-ilxt4b6g 15 15 domain domain NN cord-132843-ilxt4b6g 15 16 experts expert NNS cord-132843-ilxt4b6g 15 17 ' ' POS cord-132843-ilxt4b6g 15 18 searches search NNS cord-132843-ilxt4b6g 15 19 for for IN cord-132843-ilxt4b6g 15 20 suitable suitable JJ cord-132843-ilxt4b6g 15 21 techniques technique NNS cord-132843-ilxt4b6g 15 22 and and CC cord-132843-ilxt4b6g 15 23 help help VB cord-132843-ilxt4b6g 15 24 model model VB cord-132843-ilxt4b6g 15 25 developers developer NNS cord-132843-ilxt4b6g 15 26 consolidate consolidate VB cord-132843-ilxt4b6g 15 27 their -PRON- PRP$ cord-132843-ilxt4b6g 15 28 research research NN cord-132843-ilxt4b6g 15 29 at at IN cord-132843-ilxt4b6g 15 30 the the DT cord-132843-ilxt4b6g 15 31 frontiers frontier NNS cord-132843-ilxt4b6g 15 32 . . . cord-132843-ilxt4b6g 16 1 Then then RB cord-132843-ilxt4b6g 16 2 , , , cord-132843-ilxt4b6g 16 3 comprehensive comprehensive JJ cord-132843-ilxt4b6g 16 4 categorization categorization NN cord-132843-ilxt4b6g 16 5 and and CC cord-132843-ilxt4b6g 16 6 summary summary NN cord-132843-ilxt4b6g 16 7 of of IN cord-132843-ilxt4b6g 16 8 major major JJ cord-132843-ilxt4b6g 16 9 application application NN cord-132843-ilxt4b6g 16 10 domains domain NNS cord-132843-ilxt4b6g 16 11 are be VBP cord-132843-ilxt4b6g 16 12 provided provide VBN cord-132843-ilxt4b6g 16 13 . . . cord-132843-ilxt4b6g 17 1 Evaluation evaluation NN cord-132843-ilxt4b6g 17 2 metrics metric NNS cord-132843-ilxt4b6g 17 3 and and CC cord-132843-ilxt4b6g 17 4 procedures procedure NNS cord-132843-ilxt4b6g 17 5 are be VBP cord-132843-ilxt4b6g 17 6 summarized summarize VBN cord-132843-ilxt4b6g 17 7 and and CC cord-132843-ilxt4b6g 17 8 standardized standardize VBN cord-132843-ilxt4b6g 17 9 to to TO cord-132843-ilxt4b6g 17 10 unify unify VB cord-132843-ilxt4b6g 17 11 the the DT cord-132843-ilxt4b6g 17 12 understanding understanding NN cord-132843-ilxt4b6g 17 13 of of IN cord-132843-ilxt4b6g 17 14 model model NN cord-132843-ilxt4b6g 17 15 performance performance NN cord-132843-ilxt4b6g 17 16 among among IN cord-132843-ilxt4b6g 17 17 stakeholders stakeholder NNS cord-132843-ilxt4b6g 17 18 , , , cord-132843-ilxt4b6g 17 19 model model NN cord-132843-ilxt4b6g 17 20 developers developer NNS cord-132843-ilxt4b6g 17 21 , , , cord-132843-ilxt4b6g 17 22 and and CC cord-132843-ilxt4b6g 17 23 domain domain NN cord-132843-ilxt4b6g 17 24 experts expert NNS cord-132843-ilxt4b6g 17 25 in in IN cord-132843-ilxt4b6g 17 26 various various JJ cord-132843-ilxt4b6g 17 27 application application NN cord-132843-ilxt4b6g 17 28 domains domain NNS cord-132843-ilxt4b6g 17 29 . . . cord-132843-ilxt4b6g 18 1 Finally finally RB cord-132843-ilxt4b6g 18 2 , , , cord-132843-ilxt4b6g 18 3 open open JJ cord-132843-ilxt4b6g 18 4 problems problem NNS cord-132843-ilxt4b6g 18 5 and and CC cord-132843-ilxt4b6g 18 6 future future JJ cord-132843-ilxt4b6g 18 7 directions direction NNS cord-132843-ilxt4b6g 18 8 for for IN cord-132843-ilxt4b6g 18 9 this this DT cord-132843-ilxt4b6g 18 10 promising promising JJ cord-132843-ilxt4b6g 18 11 and and CC cord-132843-ilxt4b6g 18 12 important important JJ cord-132843-ilxt4b6g 18 13 domain domain NN cord-132843-ilxt4b6g 18 14 are be VBP cord-132843-ilxt4b6g 18 15 elucidated elucidate VBN cord-132843-ilxt4b6g 18 16 and and CC cord-132843-ilxt4b6g 18 17 discussed discuss VBN cord-132843-ilxt4b6g 18 18 . . . cord-132843-ilxt4b6g 19 1 and and CC cord-132843-ilxt4b6g 19 2 is be VBZ cord-132843-ilxt4b6g 19 3 the the DT cord-132843-ilxt4b6g 19 4 focus focus NN cord-132843-ilxt4b6g 19 5 of of IN cord-132843-ilxt4b6g 19 6 this this DT cord-132843-ilxt4b6g 19 7 survey survey NN cord-132843-ilxt4b6g 19 8 . . . cord-132843-ilxt4b6g 20 1 Accurate accurate JJ cord-132843-ilxt4b6g 20 2 anticipation anticipation NN cord-132843-ilxt4b6g 20 3 of of IN cord-132843-ilxt4b6g 20 4 future future JJ cord-132843-ilxt4b6g 20 5 events event NNS cord-132843-ilxt4b6g 20 6 enables enable VBZ cord-132843-ilxt4b6g 20 7 one one PRP cord-132843-ilxt4b6g 20 8 to to TO cord-132843-ilxt4b6g 20 9 maximize maximize VB cord-132843-ilxt4b6g 20 10 the the DT cord-132843-ilxt4b6g 20 11 benefits benefit NNS cord-132843-ilxt4b6g 20 12 and and CC cord-132843-ilxt4b6g 20 13 minimize minimize VB cord-132843-ilxt4b6g 20 14 the the DT cord-132843-ilxt4b6g 20 15 losses loss NNS cord-132843-ilxt4b6g 20 16 associated associate VBN cord-132843-ilxt4b6g 20 17 with with IN cord-132843-ilxt4b6g 20 18 some some DT cord-132843-ilxt4b6g 20 19 event event NN cord-132843-ilxt4b6g 20 20 in in IN cord-132843-ilxt4b6g 20 21 the the DT cord-132843-ilxt4b6g 20 22 future future NN cord-132843-ilxt4b6g 20 23 , , , cord-132843-ilxt4b6g 20 24 bringing bring VBG cord-132843-ilxt4b6g 20 25 huge huge JJ cord-132843-ilxt4b6g 20 26 benefits benefit NNS cord-132843-ilxt4b6g 20 27 for for IN cord-132843-ilxt4b6g 20 28 both both DT cord-132843-ilxt4b6g 20 29 society society NN cord-132843-ilxt4b6g 20 30 as as IN cord-132843-ilxt4b6g 20 31 a a DT cord-132843-ilxt4b6g 20 32 whole whole JJ cord-132843-ilxt4b6g 20 33 and and CC cord-132843-ilxt4b6g 20 34 individual individual JJ cord-132843-ilxt4b6g 20 35 members member NNS cord-132843-ilxt4b6g 20 36 of of IN cord-132843-ilxt4b6g 20 37 society society NN cord-132843-ilxt4b6g 20 38 in in IN cord-132843-ilxt4b6g 20 39 key key JJ cord-132843-ilxt4b6g 20 40 domains domain NNS cord-132843-ilxt4b6g 20 41 such such JJ cord-132843-ilxt4b6g 20 42 as as IN cord-132843-ilxt4b6g 20 43 disease disease NN cord-132843-ilxt4b6g 20 44 prevention prevention NN cord-132843-ilxt4b6g 20 45 [ [ -LRB- cord-132843-ilxt4b6g 20 46 167 167 CD cord-132843-ilxt4b6g 20 47 ] ] -RRB- cord-132843-ilxt4b6g 20 48 , , , cord-132843-ilxt4b6g 20 49 disaster disaster NN cord-132843-ilxt4b6g 20 50 management management NN cord-132843-ilxt4b6g 20 51 [ [ -LRB- cord-132843-ilxt4b6g 20 52 140 140 CD cord-132843-ilxt4b6g 20 53 ] ] -RRB- cord-132843-ilxt4b6g 20 54 , , , cord-132843-ilxt4b6g 20 55 business business NN cord-132843-ilxt4b6g 20 56 intelligence intelligence NN cord-132843-ilxt4b6g 20 57 [ [ -LRB- cord-132843-ilxt4b6g 20 58 226 226 CD cord-132843-ilxt4b6g 20 59 ] ] -RRB- cord-132843-ilxt4b6g 20 60 , , , cord-132843-ilxt4b6g 20 61 and and CC cord-132843-ilxt4b6g 20 62 economics economics NN cord-132843-ilxt4b6g 20 63 stability stability NN cord-132843-ilxt4b6g 20 64 [ [ -LRB- cord-132843-ilxt4b6g 20 65 24 24 CD cord-132843-ilxt4b6g 20 66 ] ] -RRB- cord-132843-ilxt4b6g 20 67 . . . cord-132843-ilxt4b6g 21 1 " " `` cord-132843-ilxt4b6g 21 2 Prediction prediction NN cord-132843-ilxt4b6g 21 3 is be VBZ cord-132843-ilxt4b6g 21 4 very very RB cord-132843-ilxt4b6g 21 5 difficult difficult JJ cord-132843-ilxt4b6g 21 6 , , , cord-132843-ilxt4b6g 21 7 especially especially RB cord-132843-ilxt4b6g 21 8 if if IN cord-132843-ilxt4b6g 21 9 it -PRON- PRP cord-132843-ilxt4b6g 21 10 's be VBZ cord-132843-ilxt4b6g 21 11 about about IN cord-132843-ilxt4b6g 21 12 the the DT cord-132843-ilxt4b6g 21 13 future future NN cord-132843-ilxt4b6g 21 14 . . . cord-132843-ilxt4b6g 21 15 " " '' cord-132843-ilxt4b6g 22 1 -Niels -Niels : cord-132843-ilxt4b6g 22 2 Bohr Bohr NNP cord-132843-ilxt4b6g 22 3 , , , cord-132843-ilxt4b6g 22 4 1970 1970 CD cord-132843-ilxt4b6g 22 5 Event event NN cord-132843-ilxt4b6g 22 6 prediction prediction NN cord-132843-ilxt4b6g 22 7 has have VBZ cord-132843-ilxt4b6g 22 8 traditionally traditionally RB cord-132843-ilxt4b6g 22 9 been be VBN cord-132843-ilxt4b6g 22 10 prohibitively prohibitively RB cord-132843-ilxt4b6g 22 11 challenging challenge VBG cord-132843-ilxt4b6g 22 12 across across IN cord-132843-ilxt4b6g 22 13 different different JJ cord-132843-ilxt4b6g 22 14 domains domain NNS cord-132843-ilxt4b6g 22 15 , , , cord-132843-ilxt4b6g 22 16 due due IN cord-132843-ilxt4b6g 22 17 to to IN cord-132843-ilxt4b6g 22 18 the the DT cord-132843-ilxt4b6g 22 19 lack lack NN cord-132843-ilxt4b6g 22 20 or or CC cord-132843-ilxt4b6g 22 21 incompleteness incompleteness NN cord-132843-ilxt4b6g 22 22 of of IN cord-132843-ilxt4b6g 22 23 our -PRON- PRP$ cord-132843-ilxt4b6g 22 24 knowledge knowledge NN cord-132843-ilxt4b6g 22 25 regarding regard VBG cord-132843-ilxt4b6g 22 26 the the DT cord-132843-ilxt4b6g 22 27 true true JJ cord-132843-ilxt4b6g 22 28 causes cause NNS cord-132843-ilxt4b6g 22 29 and and CC cord-132843-ilxt4b6g 22 30 mechanisms mechanism NNS cord-132843-ilxt4b6g 22 31 driving drive VBG cord-132843-ilxt4b6g 22 32 event event NN cord-132843-ilxt4b6g 22 33 occurrences occurrence NNS cord-132843-ilxt4b6g 22 34 in in IN cord-132843-ilxt4b6g 22 35 most most JJS cord-132843-ilxt4b6g 22 36 domains domain NNS cord-132843-ilxt4b6g 22 37 . . . cord-132843-ilxt4b6g 23 1 With with IN cord-132843-ilxt4b6g 23 2 the the DT cord-132843-ilxt4b6g 23 3 advent advent NN cord-132843-ilxt4b6g 23 4 of of IN cord-132843-ilxt4b6g 23 5 the the DT cord-132843-ilxt4b6g 23 6 big big JJ cord-132843-ilxt4b6g 23 7 data datum NNS cord-132843-ilxt4b6g 23 8 era era NN cord-132843-ilxt4b6g 23 9 , , , cord-132843-ilxt4b6g 23 10 however however RB cord-132843-ilxt4b6g 23 11 , , , cord-132843-ilxt4b6g 23 12 we -PRON- PRP cord-132843-ilxt4b6g 23 13 now now RB cord-132843-ilxt4b6g 23 14 enjoy enjoy VBP cord-132843-ilxt4b6g 23 15 unprecedented unprecedented JJ cord-132843-ilxt4b6g 23 16 opportunities opportunity NNS cord-132843-ilxt4b6g 23 17 that that WDT cord-132843-ilxt4b6g 23 18 open open VBP cord-132843-ilxt4b6g 23 19 up up RP cord-132843-ilxt4b6g 23 20 many many JJ cord-132843-ilxt4b6g 23 21 alternative alternative JJ cord-132843-ilxt4b6g 23 22 approaches approach NNS cord-132843-ilxt4b6g 23 23 for for IN cord-132843-ilxt4b6g 23 24 dealing deal VBG cord-132843-ilxt4b6g 23 25 with with IN cord-132843-ilxt4b6g 23 26 event event NN cord-132843-ilxt4b6g 23 27 prediction prediction NN cord-132843-ilxt4b6g 23 28 problems problem NNS cord-132843-ilxt4b6g 23 29 , , , cord-132843-ilxt4b6g 23 30 sidestepping sidestep VBG cord-132843-ilxt4b6g 23 31 the the DT cord-132843-ilxt4b6g 23 32 need need NN cord-132843-ilxt4b6g 23 33 to to TO cord-132843-ilxt4b6g 23 34 develop develop VB cord-132843-ilxt4b6g 23 35 a a DT cord-132843-ilxt4b6g 23 36 complete complete JJ cord-132843-ilxt4b6g 23 37 understanding understanding NN cord-132843-ilxt4b6g 23 38 of of IN cord-132843-ilxt4b6g 23 39 the the DT cord-132843-ilxt4b6g 23 40 underlying underlie VBG cord-132843-ilxt4b6g 23 41 mechanisms mechanism NNS cord-132843-ilxt4b6g 23 42 of of IN cord-132843-ilxt4b6g 23 43 event event NN cord-132843-ilxt4b6g 23 44 occurrence occurrence NN cord-132843-ilxt4b6g 23 45 . . . cord-132843-ilxt4b6g 24 1 Based base VBN cord-132843-ilxt4b6g 24 2 on on IN cord-132843-ilxt4b6g 24 3 large large JJ cord-132843-ilxt4b6g 24 4 amounts amount NNS cord-132843-ilxt4b6g 24 5 of of IN cord-132843-ilxt4b6g 24 6 data datum NNS cord-132843-ilxt4b6g 24 7 on on IN cord-132843-ilxt4b6g 24 8 historical historical JJ cord-132843-ilxt4b6g 24 9 events event NNS cord-132843-ilxt4b6g 24 10 and and CC cord-132843-ilxt4b6g 24 11 their -PRON- PRP$ cord-132843-ilxt4b6g 24 12 potential potential JJ cord-132843-ilxt4b6g 24 13 precursors precursor NNS cord-132843-ilxt4b6g 24 14 , , , cord-132843-ilxt4b6g 24 15 event event NN cord-132843-ilxt4b6g 24 16 prediction prediction NN cord-132843-ilxt4b6g 24 17 methods method NNS cord-132843-ilxt4b6g 24 18 typically typically RB cord-132843-ilxt4b6g 24 19 strive strive VBP cord-132843-ilxt4b6g 24 20 to to TO cord-132843-ilxt4b6g 24 21 apply apply VB cord-132843-ilxt4b6g 24 22 predictive predictive JJ cord-132843-ilxt4b6g 24 23 mapping mapping NN cord-132843-ilxt4b6g 24 24 to to TO cord-132843-ilxt4b6g 24 25 build build VB cord-132843-ilxt4b6g 24 26 on on IN cord-132843-ilxt4b6g 24 27 these these DT cord-132843-ilxt4b6g 24 28 observations observation NNS cord-132843-ilxt4b6g 24 29 to to TO cord-132843-ilxt4b6g 24 30 predict predict VB cord-132843-ilxt4b6g 24 31 future future JJ cord-132843-ilxt4b6g 24 32 events event NNS cord-132843-ilxt4b6g 24 33 , , , cord-132843-ilxt4b6g 24 34 utilizing utilize VBG cord-132843-ilxt4b6g 24 35 predictive predictive JJ cord-132843-ilxt4b6g 24 36 analysis analysis NN cord-132843-ilxt4b6g 24 37 techniques technique NNS cord-132843-ilxt4b6g 24 38 from from IN cord-132843-ilxt4b6g 24 39 domains domain NNS cord-132843-ilxt4b6g 24 40 such such JJ cord-132843-ilxt4b6g 24 41 as as IN cord-132843-ilxt4b6g 24 42 machine machine NN cord-132843-ilxt4b6g 24 43 learning learning NN cord-132843-ilxt4b6g 24 44 , , , cord-132843-ilxt4b6g 24 45 data datum NNS cord-132843-ilxt4b6g 24 46 mining mining NN cord-132843-ilxt4b6g 24 47 , , , cord-132843-ilxt4b6g 24 48 pattern pattern NN cord-132843-ilxt4b6g 24 49 recognition recognition NN cord-132843-ilxt4b6g 24 50 , , , cord-132843-ilxt4b6g 24 51 statistics statistic NNS cord-132843-ilxt4b6g 24 52 , , , cord-132843-ilxt4b6g 24 53 and and CC cord-132843-ilxt4b6g 24 54 other other JJ cord-132843-ilxt4b6g 24 55 computational computational JJ cord-132843-ilxt4b6g 24 56 models model NNS cord-132843-ilxt4b6g 24 57 [ [ -LRB- cord-132843-ilxt4b6g 24 58 16 16 CD cord-132843-ilxt4b6g 24 59 , , , cord-132843-ilxt4b6g 24 60 26 26 CD cord-132843-ilxt4b6g 24 61 , , , cord-132843-ilxt4b6g 24 62 92 92 CD cord-132843-ilxt4b6g 24 63 ] ] -RRB- cord-132843-ilxt4b6g 24 64 . . . cord-132843-ilxt4b6g 25 1 Event event NN cord-132843-ilxt4b6g 25 2 prediction prediction NN cord-132843-ilxt4b6g 25 3 is be VBZ cord-132843-ilxt4b6g 25 4 currently currently RB cord-132843-ilxt4b6g 25 5 experiencing experience VBG cord-132843-ilxt4b6g 25 6 extremely extremely RB cord-132843-ilxt4b6g 25 7 rapid rapid JJ cord-132843-ilxt4b6g 25 8 growth growth NN cord-132843-ilxt4b6g 25 9 , , , cord-132843-ilxt4b6g 25 10 thanks thank NNS cord-132843-ilxt4b6g 25 11 to to IN cord-132843-ilxt4b6g 25 12 advances advance NNS cord-132843-ilxt4b6g 25 13 in in IN cord-132843-ilxt4b6g 25 14 sensing sensing NN cord-132843-ilxt4b6g 25 15 techniques technique NNS cord-132843-ilxt4b6g 25 16 ( ( -LRB- cord-132843-ilxt4b6g 25 17 physical physical JJ cord-132843-ilxt4b6g 25 18 sensors sensor NNS cord-132843-ilxt4b6g 25 19 and and CC cord-132843-ilxt4b6g 25 20 social social JJ cord-132843-ilxt4b6g 25 21 sensors sensor NNS cord-132843-ilxt4b6g 25 22 ) ) -RRB- cord-132843-ilxt4b6g 25 23 , , , cord-132843-ilxt4b6g 25 24 prediction prediction NN cord-132843-ilxt4b6g 25 25 techniques technique NNS cord-132843-ilxt4b6g 25 26 ( ( -LRB- cord-132843-ilxt4b6g 25 27 Artificial Artificial NNP cord-132843-ilxt4b6g 25 28 Intelligence Intelligence NNP cord-132843-ilxt4b6g 25 29 , , , cord-132843-ilxt4b6g 25 30 especially especially RB cord-132843-ilxt4b6g 25 31 Machine machine NN cord-132843-ilxt4b6g 25 32 Learning Learning NNP cord-132843-ilxt4b6g 25 33 ) ) -RRB- cord-132843-ilxt4b6g 25 34 , , , cord-132843-ilxt4b6g 25 35 and and CC cord-132843-ilxt4b6g 25 36 high high JJ cord-132843-ilxt4b6g 25 37 performance performance NN cord-132843-ilxt4b6g 25 38 computing computing NN cord-132843-ilxt4b6g 25 39 hardware hardware NN cord-132843-ilxt4b6g 25 40 [ [ -LRB- cord-132843-ilxt4b6g 25 41 78 78 CD cord-132843-ilxt4b6g 25 42 ] ] -RRB- cord-132843-ilxt4b6g 25 43 . . . cord-132843-ilxt4b6g 26 1 Event event NN cord-132843-ilxt4b6g 26 2 prediction prediction NN cord-132843-ilxt4b6g 26 3 in in IN cord-132843-ilxt4b6g 26 4 big big JJ cord-132843-ilxt4b6g 26 5 data data NN cord-132843-ilxt4b6g 26 6 is be VBZ cord-132843-ilxt4b6g 26 7 a a DT cord-132843-ilxt4b6g 26 8 difficult difficult JJ cord-132843-ilxt4b6g 26 9 problem problem NN cord-132843-ilxt4b6g 26 10 that that WDT cord-132843-ilxt4b6g 26 11 requires require VBZ cord-132843-ilxt4b6g 26 12 the the DT cord-132843-ilxt4b6g 26 13 invention invention NN cord-132843-ilxt4b6g 26 14 and and CC cord-132843-ilxt4b6g 26 15 integration integration NN cord-132843-ilxt4b6g 26 16 of of IN cord-132843-ilxt4b6g 26 17 related related JJ cord-132843-ilxt4b6g 26 18 techniques technique NNS cord-132843-ilxt4b6g 26 19 to to TO cord-132843-ilxt4b6g 26 20 address address VB cord-132843-ilxt4b6g 26 21 the the DT cord-132843-ilxt4b6g 26 22 serious serious JJ cord-132843-ilxt4b6g 26 23 challenges challenge NNS cord-132843-ilxt4b6g 26 24 caused cause VBN cord-132843-ilxt4b6g 26 25 by by IN cord-132843-ilxt4b6g 26 26 its -PRON- PRP$ cord-132843-ilxt4b6g 26 27 unique unique JJ cord-132843-ilxt4b6g 26 28 characteristics characteristic NNS cord-132843-ilxt4b6g 26 29 , , , cord-132843-ilxt4b6g 26 30 including include VBG cord-132843-ilxt4b6g 26 31 : : : cord-132843-ilxt4b6g 26 32 1 1 LS cord-132843-ilxt4b6g 26 33 ) ) -RRB- cord-132843-ilxt4b6g 26 34 Heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 26 35 multi multi JJ cord-132843-ilxt4b6g 26 36 - - JJ cord-132843-ilxt4b6g 26 37 output output JJ cord-132843-ilxt4b6g 26 38 predictions prediction NNS cord-132843-ilxt4b6g 26 39 . . . cord-132843-ilxt4b6g 27 1 Event event NN cord-132843-ilxt4b6g 27 2 prediction prediction NN cord-132843-ilxt4b6g 27 3 methods method NNS cord-132843-ilxt4b6g 27 4 usually usually RB cord-132843-ilxt4b6g 27 5 need need VBP cord-132843-ilxt4b6g 27 6 to to TO cord-132843-ilxt4b6g 27 7 predict predict VB cord-132843-ilxt4b6g 27 8 multiple multiple JJ cord-132843-ilxt4b6g 27 9 facets facet NNS cord-132843-ilxt4b6g 27 10 of of IN cord-132843-ilxt4b6g 27 11 events event NNS cord-132843-ilxt4b6g 27 12 including include VBG cord-132843-ilxt4b6g 27 13 their -PRON- PRP$ cord-132843-ilxt4b6g 27 14 time time NN cord-132843-ilxt4b6g 27 15 , , , cord-132843-ilxt4b6g 27 16 location location NN cord-132843-ilxt4b6g 27 17 , , , cord-132843-ilxt4b6g 27 18 topic topic NN cord-132843-ilxt4b6g 27 19 , , , cord-132843-ilxt4b6g 27 20 intensity intensity NN cord-132843-ilxt4b6g 27 21 , , , cord-132843-ilxt4b6g 27 22 and and CC cord-132843-ilxt4b6g 27 23 duration duration NN cord-132843-ilxt4b6g 27 24 , , , cord-132843-ilxt4b6g 27 25 each each DT cord-132843-ilxt4b6g 27 26 of of IN cord-132843-ilxt4b6g 27 27 which which WDT cord-132843-ilxt4b6g 27 28 may may MD cord-132843-ilxt4b6g 27 29 utilize utilize VB cord-132843-ilxt4b6g 27 30 a a DT cord-132843-ilxt4b6g 27 31 different different JJ cord-132843-ilxt4b6g 27 32 data data NN cord-132843-ilxt4b6g 27 33 structure structure NN cord-132843-ilxt4b6g 27 34 [ [ -LRB- cord-132843-ilxt4b6g 27 35 171 171 CD cord-132843-ilxt4b6g 27 36 ] ] -RRB- cord-132843-ilxt4b6g 27 37 . . . cord-132843-ilxt4b6g 28 1 This this DT cord-132843-ilxt4b6g 28 2 creates create VBZ cord-132843-ilxt4b6g 28 3 unique unique JJ cord-132843-ilxt4b6g 28 4 challenges challenge NNS cord-132843-ilxt4b6g 28 5 , , , cord-132843-ilxt4b6g 28 6 including include VBG cord-132843-ilxt4b6g 28 7 how how WRB cord-132843-ilxt4b6g 28 8 to to TO cord-132843-ilxt4b6g 28 9 jointly jointly RB cord-132843-ilxt4b6g 28 10 predict predict VB cord-132843-ilxt4b6g 28 11 these these DT cord-132843-ilxt4b6g 28 12 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 28 13 yet yet CC cord-132843-ilxt4b6g 28 14 correlated correlate VBN cord-132843-ilxt4b6g 28 15 facets facet NNS cord-132843-ilxt4b6g 28 16 of of IN cord-132843-ilxt4b6g 28 17 outputs output NNS cord-132843-ilxt4b6g 28 18 . . . cord-132843-ilxt4b6g 29 1 Due due IN cord-132843-ilxt4b6g 29 2 to to IN cord-132843-ilxt4b6g 29 3 the the DT cord-132843-ilxt4b6g 29 4 rich rich JJ cord-132843-ilxt4b6g 29 5 information information NN cord-132843-ilxt4b6g 29 6 in in IN cord-132843-ilxt4b6g 29 7 the the DT cord-132843-ilxt4b6g 29 8 outputs output NNS cord-132843-ilxt4b6g 29 9 , , , cord-132843-ilxt4b6g 29 10 label label NN cord-132843-ilxt4b6g 29 11 preparation preparation NN cord-132843-ilxt4b6g 29 12 is be VBZ cord-132843-ilxt4b6g 29 13 usually usually RB cord-132843-ilxt4b6g 29 14 a a DT cord-132843-ilxt4b6g 29 15 highly highly RB cord-132843-ilxt4b6g 29 16 labor labor NN cord-132843-ilxt4b6g 29 17 - - HYPH cord-132843-ilxt4b6g 29 18 intensive intensive JJ cord-132843-ilxt4b6g 29 19 task task NN cord-132843-ilxt4b6g 29 20 performed perform VBN cord-132843-ilxt4b6g 29 21 by by IN cord-132843-ilxt4b6g 29 22 human human JJ cord-132843-ilxt4b6g 29 23 annotators annotator NNS cord-132843-ilxt4b6g 29 24 , , , cord-132843-ilxt4b6g 29 25 with with IN cord-132843-ilxt4b6g 29 26 automatic automatic JJ cord-132843-ilxt4b6g 29 27 methods method NNS cord-132843-ilxt4b6g 29 28 introducing introduce VBG cord-132843-ilxt4b6g 29 29 numerous numerous JJ cord-132843-ilxt4b6g 29 30 errors error NNS cord-132843-ilxt4b6g 29 31 in in IN cord-132843-ilxt4b6g 29 32 items item NNS cord-132843-ilxt4b6g 29 33 such such JJ cord-132843-ilxt4b6g 29 34 as as IN cord-132843-ilxt4b6g 29 35 event event NN cord-132843-ilxt4b6g 29 36 coding coding NN cord-132843-ilxt4b6g 29 37 . . . cord-132843-ilxt4b6g 30 1 So so RB cord-132843-ilxt4b6g 30 2 , , , cord-132843-ilxt4b6g 30 3 how how WRB cord-132843-ilxt4b6g 30 4 can can MD cord-132843-ilxt4b6g 30 5 we -PRON- PRP cord-132843-ilxt4b6g 30 6 improve improve VB cord-132843-ilxt4b6g 30 7 the the DT cord-132843-ilxt4b6g 30 8 label label NN cord-132843-ilxt4b6g 30 9 quality quality NN cord-132843-ilxt4b6g 30 10 as as RB cord-132843-ilxt4b6g 30 11 well well RB cord-132843-ilxt4b6g 30 12 as as IN cord-132843-ilxt4b6g 30 13 the the DT cord-132843-ilxt4b6g 30 14 model model NN cord-132843-ilxt4b6g 30 15 robustness robustness NN cord-132843-ilxt4b6g 30 16 under under IN cord-132843-ilxt4b6g 30 17 corrupted corrupted JJ cord-132843-ilxt4b6g 30 18 labels label NNS cord-132843-ilxt4b6g 30 19 ? ? . cord-132843-ilxt4b6g 31 1 The the DT cord-132843-ilxt4b6g 31 2 multi multi JJ cord-132843-ilxt4b6g 31 3 - - JJ cord-132843-ilxt4b6g 31 4 faceted faceted JJ cord-132843-ilxt4b6g 31 5 nature nature NN cord-132843-ilxt4b6g 31 6 of of IN cord-132843-ilxt4b6g 31 7 events event NNS cord-132843-ilxt4b6g 31 8 make make VBP cord-132843-ilxt4b6g 31 9 event event NN cord-132843-ilxt4b6g 31 10 prediction prediction NN cord-132843-ilxt4b6g 31 11 a a DT cord-132843-ilxt4b6g 31 12 multi multi JJ cord-132843-ilxt4b6g 31 13 - - JJ cord-132843-ilxt4b6g 31 14 objective objective JJ cord-132843-ilxt4b6g 31 15 problem problem NN cord-132843-ilxt4b6g 31 16 , , , cord-132843-ilxt4b6g 31 17 which which WDT cord-132843-ilxt4b6g 31 18 raises raise VBZ cord-132843-ilxt4b6g 31 19 the the DT cord-132843-ilxt4b6g 31 20 question question NN cord-132843-ilxt4b6g 31 21 of of IN cord-132843-ilxt4b6g 31 22 how how WRB cord-132843-ilxt4b6g 31 23 to to TO cord-132843-ilxt4b6g 31 24 properly properly RB cord-132843-ilxt4b6g 31 25 unify unify VB cord-132843-ilxt4b6g 31 26 the the DT cord-132843-ilxt4b6g 31 27 prediction prediction NN cord-132843-ilxt4b6g 31 28 performance performance NN cord-132843-ilxt4b6g 31 29 on on IN cord-132843-ilxt4b6g 31 30 different different JJ cord-132843-ilxt4b6g 31 31 facets facet NNS cord-132843-ilxt4b6g 31 32 . . . cord-132843-ilxt4b6g 32 1 It -PRON- PRP cord-132843-ilxt4b6g 32 2 is be VBZ cord-132843-ilxt4b6g 32 3 also also RB cord-132843-ilxt4b6g 32 4 challenging challenge VBG cord-132843-ilxt4b6g 32 5 to to TO cord-132843-ilxt4b6g 32 6 verify verify VB cord-132843-ilxt4b6g 32 7 whether whether IN cord-132843-ilxt4b6g 32 8 a a DT cord-132843-ilxt4b6g 32 9 predicted predict VBN cord-132843-ilxt4b6g 32 10 event event NN cord-132843-ilxt4b6g 32 11 " " `` cord-132843-ilxt4b6g 32 12 matches match VBZ cord-132843-ilxt4b6g 32 13 " " '' cord-132843-ilxt4b6g 32 14 a a DT cord-132843-ilxt4b6g 32 15 real real JJ cord-132843-ilxt4b6g 32 16 event event NN cord-132843-ilxt4b6g 32 17 , , , cord-132843-ilxt4b6g 32 18 given give VBN cord-132843-ilxt4b6g 32 19 that that IN cord-132843-ilxt4b6g 32 20 the the DT cord-132843-ilxt4b6g 32 21 various various JJ cord-132843-ilxt4b6g 32 22 facets facet NNS cord-132843-ilxt4b6g 32 23 are be VBP cord-132843-ilxt4b6g 32 24 seldom seldom RB cord-132843-ilxt4b6g 32 25 , , , cord-132843-ilxt4b6g 32 26 if if IN cord-132843-ilxt4b6g 32 27 ever ever RB cord-132843-ilxt4b6g 32 28 , , , cord-132843-ilxt4b6g 32 29 100 100 CD cord-132843-ilxt4b6g 32 30 % % NN cord-132843-ilxt4b6g 32 31 accurately accurately RB cord-132843-ilxt4b6g 32 32 predicted predict VBN cord-132843-ilxt4b6g 32 33 . . . cord-132843-ilxt4b6g 33 1 So so RB cord-132843-ilxt4b6g 33 2 , , , cord-132843-ilxt4b6g 33 3 how how WRB cord-132843-ilxt4b6g 33 4 can can MD cord-132843-ilxt4b6g 33 5 we -PRON- PRP cord-132843-ilxt4b6g 33 6 set set VB cord-132843-ilxt4b6g 33 7 up up RP cord-132843-ilxt4b6g 33 8 the the DT cord-132843-ilxt4b6g 33 9 criteria criterion NNS cord-132843-ilxt4b6g 33 10 needed need VBN cord-132843-ilxt4b6g 33 11 to to TO cord-132843-ilxt4b6g 33 12 discriminate discriminate VB cord-132843-ilxt4b6g 33 13 between between IN cord-132843-ilxt4b6g 33 14 a a DT cord-132843-ilxt4b6g 33 15 correct correct JJ cord-132843-ilxt4b6g 33 16 prediction prediction NN cord-132843-ilxt4b6g 33 17 ( ( -LRB- cord-132843-ilxt4b6g 33 18 " " `` cord-132843-ilxt4b6g 33 19 true true JJ cord-132843-ilxt4b6g 33 20 positive positive JJ cord-132843-ilxt4b6g 33 21 " " '' cord-132843-ilxt4b6g 33 22 ) ) -RRB- cord-132843-ilxt4b6g 33 23 and and CC cord-132843-ilxt4b6g 33 24 a a DT cord-132843-ilxt4b6g 33 25 wrong wrong JJ cord-132843-ilxt4b6g 33 26 one one NN cord-132843-ilxt4b6g 33 27 ( ( -LRB- cord-132843-ilxt4b6g 33 28 " " `` cord-132843-ilxt4b6g 33 29 false false JJ cord-132843-ilxt4b6g 33 30 positive positive JJ cord-132843-ilxt4b6g 33 31 " " '' cord-132843-ilxt4b6g 33 32 ) ) -RRB- cord-132843-ilxt4b6g 33 33 ? ? . cord-132843-ilxt4b6g 34 1 2 2 LS cord-132843-ilxt4b6g 34 2 ) ) -RRB- cord-132843-ilxt4b6g 35 1 Complex complex JJ cord-132843-ilxt4b6g 35 2 dependencies dependency NNS cord-132843-ilxt4b6g 35 3 among among IN cord-132843-ilxt4b6g 35 4 the the DT cord-132843-ilxt4b6g 35 5 prediction prediction NN cord-132843-ilxt4b6g 35 6 outputs output NNS cord-132843-ilxt4b6g 35 7 . . . cord-132843-ilxt4b6g 36 1 Beyond beyond IN cord-132843-ilxt4b6g 36 2 conventional conventional JJ cord-132843-ilxt4b6g 36 3 isolated isolate VBN cord-132843-ilxt4b6g 36 4 tasks task NNS cord-132843-ilxt4b6g 36 5 in in IN cord-132843-ilxt4b6g 36 6 machine machine NN cord-132843-ilxt4b6g 36 7 learning learning NN cord-132843-ilxt4b6g 36 8 and and CC cord-132843-ilxt4b6g 36 9 predictive predictive JJ cord-132843-ilxt4b6g 36 10 analysis analysis NN cord-132843-ilxt4b6g 36 11 , , , cord-132843-ilxt4b6g 36 12 in in IN cord-132843-ilxt4b6g 36 13 event event NN cord-132843-ilxt4b6g 36 14 prediction prediction NN cord-132843-ilxt4b6g 36 15 the the DT cord-132843-ilxt4b6g 36 16 predicted predict VBN cord-132843-ilxt4b6g 36 17 events event NNS cord-132843-ilxt4b6g 36 18 can can MD cord-132843-ilxt4b6g 36 19 correlate correlate VB cord-132843-ilxt4b6g 36 20 to to TO cord-132843-ilxt4b6g 36 21 and and CC cord-132843-ilxt4b6g 36 22 influence influence VB cord-132843-ilxt4b6g 36 23 each each DT cord-132843-ilxt4b6g 36 24 other other JJ cord-132843-ilxt4b6g 36 25 [ [ -LRB- cord-132843-ilxt4b6g 36 26 142 142 CD cord-132843-ilxt4b6g 36 27 ] ] -RRB- cord-132843-ilxt4b6g 36 28 . . . cord-132843-ilxt4b6g 37 1 For for IN cord-132843-ilxt4b6g 37 2 example example NN cord-132843-ilxt4b6g 37 3 , , , cord-132843-ilxt4b6g 37 4 an an DT cord-132843-ilxt4b6g 37 5 ongoing ongoing JJ cord-132843-ilxt4b6g 37 6 traffic traffic NN cord-132843-ilxt4b6g 37 7 incident incident NN cord-132843-ilxt4b6g 37 8 event event NN cord-132843-ilxt4b6g 37 9 could could MD cord-132843-ilxt4b6g 37 10 cause cause VB cord-132843-ilxt4b6g 37 11 congestion congestion NN cord-132843-ilxt4b6g 37 12 on on IN cord-132843-ilxt4b6g 37 13 the the DT cord-132843-ilxt4b6g 37 14 current current JJ cord-132843-ilxt4b6g 37 15 road road NN cord-132843-ilxt4b6g 37 16 segment segment NN cord-132843-ilxt4b6g 37 17 in in IN cord-132843-ilxt4b6g 37 18 the the DT cord-132843-ilxt4b6g 37 19 first first JJ cord-132843-ilxt4b6g 37 20 5 5 CD cord-132843-ilxt4b6g 37 21 minutes minute NNS cord-132843-ilxt4b6g 37 22 but but CC cord-132843-ilxt4b6g 37 23 then then RB cord-132843-ilxt4b6g 37 24 lead lead VBP cord-132843-ilxt4b6g 37 25 to to IN cord-132843-ilxt4b6g 37 26 congestion congestion NN cord-132843-ilxt4b6g 37 27 on on IN cord-132843-ilxt4b6g 37 28 other other JJ cord-132843-ilxt4b6g 37 29 contiguous contiguous JJ cord-132843-ilxt4b6g 37 30 road road NN cord-132843-ilxt4b6g 37 31 segments segment NNS cord-132843-ilxt4b6g 37 32 10 10 CD cord-132843-ilxt4b6g 37 33 minutes minute NNS cord-132843-ilxt4b6g 37 34 later later RB cord-132843-ilxt4b6g 37 35 . . . cord-132843-ilxt4b6g 38 1 Global global JJ cord-132843-ilxt4b6g 38 2 climate climate NN cord-132843-ilxt4b6g 38 3 data datum NNS cord-132843-ilxt4b6g 38 4 might may MD cord-132843-ilxt4b6g 38 5 indicate indicate VB cord-132843-ilxt4b6g 38 6 a a DT cord-132843-ilxt4b6g 38 7 drought drought NN cord-132843-ilxt4b6g 38 8 in in IN cord-132843-ilxt4b6g 38 9 one one CD cord-132843-ilxt4b6g 38 10 location location NN cord-132843-ilxt4b6g 38 11 , , , cord-132843-ilxt4b6g 38 12 which which WDT cord-132843-ilxt4b6g 38 13 could could MD cord-132843-ilxt4b6g 38 14 then then RB cord-132843-ilxt4b6g 38 15 cause cause VB cord-132843-ilxt4b6g 38 16 famine famine NN cord-132843-ilxt4b6g 38 17 in in IN cord-132843-ilxt4b6g 38 18 the the DT cord-132843-ilxt4b6g 38 19 area area NN cord-132843-ilxt4b6g 38 20 and and CC cord-132843-ilxt4b6g 38 21 lead lead VB cord-132843-ilxt4b6g 38 22 to to IN cord-132843-ilxt4b6g 38 23 a a DT cord-132843-ilxt4b6g 38 24 mass mass JJ cord-132843-ilxt4b6g 38 25 exodus exodus NN cord-132843-ilxt4b6g 38 26 of of IN cord-132843-ilxt4b6g 38 27 refugees refugee NNS cord-132843-ilxt4b6g 38 28 moving move VBG cord-132843-ilxt4b6g 38 29 to to IN cord-132843-ilxt4b6g 38 30 another another DT cord-132843-ilxt4b6g 38 31 location location NN cord-132843-ilxt4b6g 38 32 . . . cord-132843-ilxt4b6g 39 1 So so CC cord-132843-ilxt4b6g 39 2 , , , cord-132843-ilxt4b6g 39 3 how how WRB cord-132843-ilxt4b6g 39 4 should should MD cord-132843-ilxt4b6g 39 5 we -PRON- PRP cord-132843-ilxt4b6g 39 6 consider consider VB cord-132843-ilxt4b6g 39 7 the the DT cord-132843-ilxt4b6g 39 8 correlations correlation NNS cord-132843-ilxt4b6g 39 9 among among IN cord-132843-ilxt4b6g 39 10 future future JJ cord-132843-ilxt4b6g 39 11 events event NNS cord-132843-ilxt4b6g 39 12 ? ? . cord-132843-ilxt4b6g 40 1 3 3 LS cord-132843-ilxt4b6g 40 2 ) ) -RRB- cord-132843-ilxt4b6g 40 3 Real real JJ cord-132843-ilxt4b6g 40 4 - - HYPH cord-132843-ilxt4b6g 40 5 time time NN cord-132843-ilxt4b6g 40 6 stream stream NN cord-132843-ilxt4b6g 40 7 of of IN cord-132843-ilxt4b6g 40 8 prediction prediction NN cord-132843-ilxt4b6g 40 9 tasks task NNS cord-132843-ilxt4b6g 40 10 . . . cord-132843-ilxt4b6g 41 1 Event event NN cord-132843-ilxt4b6g 41 2 prediction prediction NN cord-132843-ilxt4b6g 41 3 usually usually RB cord-132843-ilxt4b6g 41 4 requires require VBZ cord-132843-ilxt4b6g 41 5 continuous continuous JJ cord-132843-ilxt4b6g 41 6 monitoring monitoring NN cord-132843-ilxt4b6g 41 7 of of IN cord-132843-ilxt4b6g 41 8 the the DT cord-132843-ilxt4b6g 41 9 observed observed JJ cord-132843-ilxt4b6g 41 10 input input NN cord-132843-ilxt4b6g 41 11 data datum NNS cord-132843-ilxt4b6g 41 12 in in IN cord-132843-ilxt4b6g 41 13 order order NN cord-132843-ilxt4b6g 41 14 to to TO cord-132843-ilxt4b6g 41 15 trigger trigger VB cord-132843-ilxt4b6g 41 16 timely timely JJ cord-132843-ilxt4b6g 41 17 alerts alert NNS cord-132843-ilxt4b6g 41 18 of of IN cord-132843-ilxt4b6g 41 19 future future JJ cord-132843-ilxt4b6g 41 20 potential potential JJ cord-132843-ilxt4b6g 41 21 events event NNS cord-132843-ilxt4b6g 41 22 [ [ -LRB- cord-132843-ilxt4b6g 41 23 182 182 CD cord-132843-ilxt4b6g 41 24 ] ] -RRB- cord-132843-ilxt4b6g 41 25 . . . cord-132843-ilxt4b6g 42 1 However however RB cord-132843-ilxt4b6g 42 2 , , , cord-132843-ilxt4b6g 42 3 during during IN cord-132843-ilxt4b6g 42 4 this this DT cord-132843-ilxt4b6g 42 5 process process NN cord-132843-ilxt4b6g 42 6 the the DT cord-132843-ilxt4b6g 42 7 trained trained JJ cord-132843-ilxt4b6g 42 8 prediction prediction NN cord-132843-ilxt4b6g 42 9 model model NN cord-132843-ilxt4b6g 42 10 gradually gradually RB cord-132843-ilxt4b6g 42 11 becomes become VBZ cord-132843-ilxt4b6g 42 12 outdated outdated JJ cord-132843-ilxt4b6g 42 13 , , , cord-132843-ilxt4b6g 42 14 as as IN cord-132843-ilxt4b6g 42 15 real real JJ cord-132843-ilxt4b6g 42 16 world world NN cord-132843-ilxt4b6g 42 17 events event NNS cord-132843-ilxt4b6g 42 18 continually continually RB cord-132843-ilxt4b6g 42 19 change change VBP cord-132843-ilxt4b6g 42 20 dynamically dynamically RB cord-132843-ilxt4b6g 42 21 , , , cord-132843-ilxt4b6g 42 22 concepts concept NNS cord-132843-ilxt4b6g 42 23 are be VBP cord-132843-ilxt4b6g 42 24 fluid fluid JJ cord-132843-ilxt4b6g 42 25 and and CC cord-132843-ilxt4b6g 42 26 distribution distribution NN cord-132843-ilxt4b6g 42 27 drifts drift NNS cord-132843-ilxt4b6g 42 28 are be VBP cord-132843-ilxt4b6g 42 29 inevitable inevitable JJ cord-132843-ilxt4b6g 42 30 . . . cord-132843-ilxt4b6g 43 1 For for IN cord-132843-ilxt4b6g 43 2 example example NN cord-132843-ilxt4b6g 43 3 , , , cord-132843-ilxt4b6g 43 4 in in IN cord-132843-ilxt4b6g 43 5 September September NNP cord-132843-ilxt4b6g 43 6 2008 2008 CD cord-132843-ilxt4b6g 43 7 21 21 CD cord-132843-ilxt4b6g 43 8 % % NN cord-132843-ilxt4b6g 43 9 of of IN cord-132843-ilxt4b6g 43 10 the the DT cord-132843-ilxt4b6g 43 11 United United NNP cord-132843-ilxt4b6g 43 12 States States NNP cord-132843-ilxt4b6g 43 13 population population NN cord-132843-ilxt4b6g 43 14 were be VBD cord-132843-ilxt4b6g 43 15 social social JJ cord-132843-ilxt4b6g 43 16 media medium NNS cord-132843-ilxt4b6g 43 17 users user NNS cord-132843-ilxt4b6g 43 18 , , , cord-132843-ilxt4b6g 43 19 including include VBG cord-132843-ilxt4b6g 43 20 2 2 CD cord-132843-ilxt4b6g 43 21 % % NN cord-132843-ilxt4b6g 43 22 of of IN cord-132843-ilxt4b6g 43 23 those those DT cord-132843-ilxt4b6g 43 24 over over IN cord-132843-ilxt4b6g 43 25 65 65 CD cord-132843-ilxt4b6g 43 26 . . . cord-132843-ilxt4b6g 44 1 However however RB cord-132843-ilxt4b6g 44 2 , , , cord-132843-ilxt4b6g 44 3 by by IN cord-132843-ilxt4b6g 44 4 May May NNP cord-132843-ilxt4b6g 44 5 2018 2018 CD cord-132843-ilxt4b6g 44 6 , , , cord-132843-ilxt4b6g 44 7 72 72 CD cord-132843-ilxt4b6g 44 8 % % NN cord-132843-ilxt4b6g 44 9 of of IN cord-132843-ilxt4b6g 44 10 the the DT cord-132843-ilxt4b6g 44 11 United United NNP cord-132843-ilxt4b6g 44 12 States States NNP cord-132843-ilxt4b6g 44 13 population population NN cord-132843-ilxt4b6g 44 14 were be VBD cord-132843-ilxt4b6g 44 15 social social JJ cord-132843-ilxt4b6g 44 16 media medium NNS cord-132843-ilxt4b6g 44 17 users user NNS cord-132843-ilxt4b6g 44 18 , , , cord-132843-ilxt4b6g 44 19 including include VBG cord-132843-ilxt4b6g 44 20 40 40 CD cord-132843-ilxt4b6g 44 21 % % NN cord-132843-ilxt4b6g 44 22 of of IN cord-132843-ilxt4b6g 44 23 those those DT cord-132843-ilxt4b6g 44 24 over over IN cord-132843-ilxt4b6g 44 25 [ [ -LRB- cord-132843-ilxt4b6g 44 26 37 37 CD cord-132843-ilxt4b6g 44 27 ] ] -RRB- cord-132843-ilxt4b6g 44 28 . . . cord-132843-ilxt4b6g 45 1 Not not RB cord-132843-ilxt4b6g 45 2 only only RB cord-132843-ilxt4b6g 45 3 the the DT cord-132843-ilxt4b6g 45 4 data data NN cord-132843-ilxt4b6g 45 5 distribution distribution NN cord-132843-ilxt4b6g 45 6 , , , cord-132843-ilxt4b6g 45 7 but but CC cord-132843-ilxt4b6g 45 8 also also RB cord-132843-ilxt4b6g 45 9 the the DT cord-132843-ilxt4b6g 45 10 number number NN cord-132843-ilxt4b6g 45 11 of of IN cord-132843-ilxt4b6g 45 12 features feature NNS cord-132843-ilxt4b6g 45 13 and and CC cord-132843-ilxt4b6g 45 14 input input NN cord-132843-ilxt4b6g 45 15 data datum NNS cord-132843-ilxt4b6g 45 16 sources source NNS cord-132843-ilxt4b6g 45 17 can can MD cord-132843-ilxt4b6g 45 18 also also RB cord-132843-ilxt4b6g 45 19 vary vary VB cord-132843-ilxt4b6g 45 20 in in IN cord-132843-ilxt4b6g 45 21 real real JJ cord-132843-ilxt4b6g 45 22 time time NN cord-132843-ilxt4b6g 45 23 . . . cord-132843-ilxt4b6g 46 1 Hence hence RB cord-132843-ilxt4b6g 46 2 , , , cord-132843-ilxt4b6g 46 3 it -PRON- PRP cord-132843-ilxt4b6g 46 4 is be VBZ cord-132843-ilxt4b6g 46 5 imperative imperative JJ cord-132843-ilxt4b6g 46 6 to to TO cord-132843-ilxt4b6g 46 7 periodically periodically RB cord-132843-ilxt4b6g 46 8 upgrade upgrade VB cord-132843-ilxt4b6g 46 9 the the DT cord-132843-ilxt4b6g 46 10 models model NNS cord-132843-ilxt4b6g 46 11 , , , cord-132843-ilxt4b6g 46 12 which which WDT cord-132843-ilxt4b6g 46 13 raises raise VBZ cord-132843-ilxt4b6g 46 14 further further JJ cord-132843-ilxt4b6g 46 15 questions question NNS cord-132843-ilxt4b6g 46 16 concerning concern VBG cord-132843-ilxt4b6g 46 17 how how WRB cord-132843-ilxt4b6g 46 18 to to TO cord-132843-ilxt4b6g 46 19 train train VB cord-132843-ilxt4b6g 46 20 models model NNS cord-132843-ilxt4b6g 46 21 based base VBN cord-132843-ilxt4b6g 46 22 on on IN cord-132843-ilxt4b6g 46 23 non non JJ cord-132843-ilxt4b6g 46 24 - - JJ cord-132843-ilxt4b6g 46 25 stationary stationary JJ cord-132843-ilxt4b6g 46 26 distributions distribution NNS cord-132843-ilxt4b6g 46 27 , , , cord-132843-ilxt4b6g 46 28 while while IN cord-132843-ilxt4b6g 46 29 balancing balance VBG cord-132843-ilxt4b6g 46 30 the the DT cord-132843-ilxt4b6g 46 31 cost cost NN cord-132843-ilxt4b6g 46 32 ( ( -LRB- cord-132843-ilxt4b6g 46 33 such such JJ cord-132843-ilxt4b6g 46 34 as as IN cord-132843-ilxt4b6g 46 35 computation computation NN cord-132843-ilxt4b6g 46 36 cost cost NN cord-132843-ilxt4b6g 46 37 and and CC cord-132843-ilxt4b6g 46 38 data data NN cord-132843-ilxt4b6g 46 39 annotation annotation NN cord-132843-ilxt4b6g 46 40 cost cost NN cord-132843-ilxt4b6g 46 41 ) ) -RRB- cord-132843-ilxt4b6g 46 42 and and CC cord-132843-ilxt4b6g 46 43 timeliness timeliness NN cord-132843-ilxt4b6g 46 44 ? ? . cord-132843-ilxt4b6g 47 1 In in IN cord-132843-ilxt4b6g 47 2 addition addition NN cord-132843-ilxt4b6g 47 3 , , , cord-132843-ilxt4b6g 47 4 event event NN cord-132843-ilxt4b6g 47 5 prediction prediction NN cord-132843-ilxt4b6g 47 6 involves involve VBZ cord-132843-ilxt4b6g 47 7 many many JJ cord-132843-ilxt4b6g 47 8 other other JJ cord-132843-ilxt4b6g 47 9 common common JJ cord-132843-ilxt4b6g 47 10 yet yet CC cord-132843-ilxt4b6g 47 11 open open JJ cord-132843-ilxt4b6g 47 12 challenges challenge NNS cord-132843-ilxt4b6g 47 13 , , , cord-132843-ilxt4b6g 47 14 such such JJ cord-132843-ilxt4b6g 47 15 as as IN cord-132843-ilxt4b6g 47 16 imbalanced imbalanced JJ cord-132843-ilxt4b6g 47 17 data datum NNS cord-132843-ilxt4b6g 47 18 ( ( -LRB- cord-132843-ilxt4b6g 47 19 for for IN cord-132843-ilxt4b6g 47 20 example example NN cord-132843-ilxt4b6g 47 21 data datum NNS cord-132843-ilxt4b6g 47 22 that that WDT cord-132843-ilxt4b6g 47 23 lacks lack VBZ cord-132843-ilxt4b6g 47 24 positive positive JJ cord-132843-ilxt4b6g 47 25 labels label NNS cord-132843-ilxt4b6g 47 26 in in IN cord-132843-ilxt4b6g 47 27 rare rare JJ cord-132843-ilxt4b6g 47 28 event event NN cord-132843-ilxt4b6g 47 29 prediction prediction NN cord-132843-ilxt4b6g 47 30 ) ) -RRB- cord-132843-ilxt4b6g 47 31 [ [ -LRB- cord-132843-ilxt4b6g 47 32 206 206 CD cord-132843-ilxt4b6g 47 33 ] ] -RRB- cord-132843-ilxt4b6g 47 34 , , , cord-132843-ilxt4b6g 47 35 data datum NNS cord-132843-ilxt4b6g 47 36 corruption corruption NN cord-132843-ilxt4b6g 47 37 in in IN cord-132843-ilxt4b6g 47 38 inputs input NNS cord-132843-ilxt4b6g 47 39 [ [ -LRB- cord-132843-ilxt4b6g 47 40 248 248 CD cord-132843-ilxt4b6g 47 41 ] ] -RRB- cord-132843-ilxt4b6g 47 42 , , , cord-132843-ilxt4b6g 47 43 the the DT cord-132843-ilxt4b6g 47 44 uncertainty uncertainty NN cord-132843-ilxt4b6g 47 45 of of IN cord-132843-ilxt4b6g 47 46 predictions prediction NNS cord-132843-ilxt4b6g 47 47 [ [ -LRB- cord-132843-ilxt4b6g 47 48 25 25 CD cord-132843-ilxt4b6g 47 49 ] ] -RRB- cord-132843-ilxt4b6g 47 50 , , , cord-132843-ilxt4b6g 47 51 longer long JJR cord-132843-ilxt4b6g 47 52 - - HYPH cord-132843-ilxt4b6g 47 53 term term NN cord-132843-ilxt4b6g 47 54 predictions prediction NNS cord-132843-ilxt4b6g 47 55 ( ( -LRB- cord-132843-ilxt4b6g 47 56 including include VBG cord-132843-ilxt4b6g 47 57 how how WRB cord-132843-ilxt4b6g 47 58 to to TO cord-132843-ilxt4b6g 47 59 trade trade VB cord-132843-ilxt4b6g 47 60 - - HYPH cord-132843-ilxt4b6g 47 61 off off RP cord-132843-ilxt4b6g 47 62 prediction prediction NN cord-132843-ilxt4b6g 47 63 accuracy accuracy NN cord-132843-ilxt4b6g 47 64 and and CC cord-132843-ilxt4b6g 47 65 lead lead JJ cord-132843-ilxt4b6g 47 66 time time NN cord-132843-ilxt4b6g 47 67 ) ) -RRB- cord-132843-ilxt4b6g 47 68 [ [ -LRB- cord-132843-ilxt4b6g 47 69 27 27 CD cord-132843-ilxt4b6g 47 70 ] ] -RRB- cord-132843-ilxt4b6g 47 71 , , , cord-132843-ilxt4b6g 47 72 trade trade NN cord-132843-ilxt4b6g 47 73 - - HYPH cord-132843-ilxt4b6g 47 74 offs off NNS cord-132843-ilxt4b6g 47 75 between between IN cord-132843-ilxt4b6g 47 76 precision precision NN cord-132843-ilxt4b6g 47 77 and and CC cord-132843-ilxt4b6g 47 78 recall recall VBP cord-132843-ilxt4b6g 47 79 [ [ -LRB- cord-132843-ilxt4b6g 47 80 171 171 CD cord-132843-ilxt4b6g 47 81 ] ] -RRB- cord-132843-ilxt4b6g 47 82 , , , cord-132843-ilxt4b6g 47 83 and and CC cord-132843-ilxt4b6g 47 84 how how WRB cord-132843-ilxt4b6g 47 85 to to TO cord-132843-ilxt4b6g 47 86 deal deal VB cord-132843-ilxt4b6g 47 87 with with IN cord-132843-ilxt4b6g 47 88 high high JJ cord-132843-ilxt4b6g 47 89 - - HYPH cord-132843-ilxt4b6g 47 90 dimensionality dimensionality NN cord-132843-ilxt4b6g 47 91 [ [ -LRB- cord-132843-ilxt4b6g 47 92 247 247 CD cord-132843-ilxt4b6g 47 93 ] ] -RRB- cord-132843-ilxt4b6g 47 94 and and CC cord-132843-ilxt4b6g 47 95 sparse sparse JJ cord-132843-ilxt4b6g 47 96 data datum NNS cord-132843-ilxt4b6g 47 97 involving involve VBG cord-132843-ilxt4b6g 47 98 many many JJ cord-132843-ilxt4b6g 47 99 unrelated unrelated JJ cord-132843-ilxt4b6g 47 100 features feature NNS cord-132843-ilxt4b6g 47 101 [ [ -LRB- cord-132843-ilxt4b6g 47 102 208 208 CD cord-132843-ilxt4b6g 47 103 ] ] -RRB- cord-132843-ilxt4b6g 47 104 . . . cord-132843-ilxt4b6g 48 1 Event event NN cord-132843-ilxt4b6g 48 2 prediction prediction NN cord-132843-ilxt4b6g 48 3 problems problem NNS cord-132843-ilxt4b6g 48 4 provide provide VBP cord-132843-ilxt4b6g 48 5 unique unique JJ cord-132843-ilxt4b6g 48 6 testbeds testbed NNS cord-132843-ilxt4b6g 48 7 for for IN cord-132843-ilxt4b6g 48 8 jointly jointly RB cord-132843-ilxt4b6g 48 9 handling handle VBG cord-132843-ilxt4b6g 48 10 such such JJ cord-132843-ilxt4b6g 48 11 challenges challenge NNS cord-132843-ilxt4b6g 48 12 . . . cord-132843-ilxt4b6g 49 1 In in IN cord-132843-ilxt4b6g 49 2 recent recent JJ cord-132843-ilxt4b6g 49 3 years year NNS cord-132843-ilxt4b6g 49 4 , , , cord-132843-ilxt4b6g 49 5 a a DT cord-132843-ilxt4b6g 49 6 considerable considerable JJ cord-132843-ilxt4b6g 49 7 amount amount NN cord-132843-ilxt4b6g 49 8 of of IN cord-132843-ilxt4b6g 49 9 research research NN cord-132843-ilxt4b6g 49 10 has have VBZ cord-132843-ilxt4b6g 49 11 been be VBN cord-132843-ilxt4b6g 49 12 devoted devote VBN cord-132843-ilxt4b6g 49 13 to to IN cord-132843-ilxt4b6g 49 14 event event NN cord-132843-ilxt4b6g 49 15 prediction prediction NN cord-132843-ilxt4b6g 49 16 technique technique NN cord-132843-ilxt4b6g 49 17 development development NN cord-132843-ilxt4b6g 49 18 and and CC cord-132843-ilxt4b6g 49 19 applications application NNS cord-132843-ilxt4b6g 49 20 , , , cord-132843-ilxt4b6g 49 21 in in IN cord-132843-ilxt4b6g 49 22 order order NN cord-132843-ilxt4b6g 49 23 to to TO cord-132843-ilxt4b6g 49 24 address address VB cord-132843-ilxt4b6g 49 25 the the DT cord-132843-ilxt4b6g 49 26 aforementioned aforementioned JJ cord-132843-ilxt4b6g 49 27 challenges challenge NNS cord-132843-ilxt4b6g 49 28 [ [ -LRB- cord-132843-ilxt4b6g 49 29 157 157 CD cord-132843-ilxt4b6g 49 30 ] ] -RRB- cord-132843-ilxt4b6g 49 31 . . . cord-132843-ilxt4b6g 50 1 Recently recently RB cord-132843-ilxt4b6g 50 2 , , , cord-132843-ilxt4b6g 50 3 there there EX cord-132843-ilxt4b6g 50 4 has have VBZ cord-132843-ilxt4b6g 50 5 been be VBN cord-132843-ilxt4b6g 50 6 a a DT cord-132843-ilxt4b6g 50 7 surge surge NN cord-132843-ilxt4b6g 50 8 of of IN cord-132843-ilxt4b6g 50 9 research research NN cord-132843-ilxt4b6g 50 10 that that WDT cord-132843-ilxt4b6g 50 11 both both DT cord-132843-ilxt4b6g 50 12 proposes propose VBZ cord-132843-ilxt4b6g 50 13 and and CC cord-132843-ilxt4b6g 50 14 applies apply VBZ cord-132843-ilxt4b6g 50 15 new new JJ cord-132843-ilxt4b6g 50 16 approaches approach NNS cord-132843-ilxt4b6g 50 17 in in IN cord-132843-ilxt4b6g 50 18 numerous numerous JJ cord-132843-ilxt4b6g 50 19 domains domain NNS cord-132843-ilxt4b6g 50 20 , , , cord-132843-ilxt4b6g 50 21 though though IN cord-132843-ilxt4b6g 50 22 event event NN cord-132843-ilxt4b6g 50 23 prediction prediction NN cord-132843-ilxt4b6g 50 24 techniques technique NNS cord-132843-ilxt4b6g 50 25 are be VBP cord-132843-ilxt4b6g 50 26 generally generally RB cord-132843-ilxt4b6g 50 27 still still RB cord-132843-ilxt4b6g 50 28 in in IN cord-132843-ilxt4b6g 50 29 their -PRON- PRP$ cord-132843-ilxt4b6g 50 30 infancy infancy NN cord-132843-ilxt4b6g 50 31 . . . cord-132843-ilxt4b6g 51 1 Most Most JJS cord-132843-ilxt4b6g 51 2 existing exist VBG cord-132843-ilxt4b6g 51 3 event event NN cord-132843-ilxt4b6g 51 4 prediction prediction NN cord-132843-ilxt4b6g 51 5 methods method NNS cord-132843-ilxt4b6g 51 6 have have VBP cord-132843-ilxt4b6g 51 7 been be VBN cord-132843-ilxt4b6g 51 8 designed design VBN cord-132843-ilxt4b6g 51 9 for for IN cord-132843-ilxt4b6g 51 10 a a DT cord-132843-ilxt4b6g 51 11 specific specific JJ cord-132843-ilxt4b6g 51 12 application application NN cord-132843-ilxt4b6g 51 13 domains domain NNS cord-132843-ilxt4b6g 51 14 , , , cord-132843-ilxt4b6g 51 15 but but CC cord-132843-ilxt4b6g 51 16 their -PRON- PRP$ cord-132843-ilxt4b6g 51 17 approaches approach NNS cord-132843-ilxt4b6g 51 18 are be VBP cord-132843-ilxt4b6g 51 19 usually usually RB cord-132843-ilxt4b6g 51 20 general general JJ cord-132843-ilxt4b6g 51 21 enough enough RB cord-132843-ilxt4b6g 51 22 to to TO cord-132843-ilxt4b6g 51 23 handle handle VB cord-132843-ilxt4b6g 51 24 problems problem NNS cord-132843-ilxt4b6g 51 25 in in IN cord-132843-ilxt4b6g 51 26 other other JJ cord-132843-ilxt4b6g 51 27 application application NN cord-132843-ilxt4b6g 51 28 domains domain NNS cord-132843-ilxt4b6g 51 29 . . . cord-132843-ilxt4b6g 52 1 Unfortunately unfortunately RB cord-132843-ilxt4b6g 52 2 , , , cord-132843-ilxt4b6g 52 3 it -PRON- PRP cord-132843-ilxt4b6g 52 4 is be VBZ cord-132843-ilxt4b6g 52 5 difficult difficult JJ cord-132843-ilxt4b6g 52 6 to to TO cord-132843-ilxt4b6g 52 7 cross cross VB cord-132843-ilxt4b6g 52 8 - - NN cord-132843-ilxt4b6g 52 9 reference reference VB cord-132843-ilxt4b6g 52 10 these these DT cord-132843-ilxt4b6g 52 11 techniques technique NNS cord-132843-ilxt4b6g 52 12 across across IN cord-132843-ilxt4b6g 52 13 different different JJ cord-132843-ilxt4b6g 52 14 application application NN cord-132843-ilxt4b6g 52 15 domains domain NNS cord-132843-ilxt4b6g 52 16 serving serve VBG cord-132843-ilxt4b6g 52 17 totally totally RB cord-132843-ilxt4b6g 52 18 different different JJ cord-132843-ilxt4b6g 52 19 communities community NNS cord-132843-ilxt4b6g 52 20 . . . cord-132843-ilxt4b6g 53 1 Moreover moreover RB cord-132843-ilxt4b6g 53 2 , , , cord-132843-ilxt4b6g 53 3 the the DT cord-132843-ilxt4b6g 53 4 quality quality NN cord-132843-ilxt4b6g 53 5 of of IN cord-132843-ilxt4b6g 53 6 event event NN cord-132843-ilxt4b6g 53 7 prediction prediction NN cord-132843-ilxt4b6g 53 8 results result NNS cord-132843-ilxt4b6g 53 9 require require VBP cord-132843-ilxt4b6g 53 10 sophisticated sophisticated JJ cord-132843-ilxt4b6g 53 11 and and CC cord-132843-ilxt4b6g 53 12 specially specially RB cord-132843-ilxt4b6g 53 13 - - HYPH cord-132843-ilxt4b6g 53 14 designed design VBN cord-132843-ilxt4b6g 53 15 evaluation evaluation NN cord-132843-ilxt4b6g 53 16 strategies strategy NNS cord-132843-ilxt4b6g 53 17 due due JJ cord-132843-ilxt4b6g 53 18 to to IN cord-132843-ilxt4b6g 53 19 the the DT cord-132843-ilxt4b6g 53 20 subject subject JJ cord-132843-ilxt4b6g 53 21 matter matter NN cord-132843-ilxt4b6g 53 22 's 's POS cord-132843-ilxt4b6g 53 23 unique unique JJ cord-132843-ilxt4b6g 53 24 characteristics characteristic NNS cord-132843-ilxt4b6g 53 25 , , , cord-132843-ilxt4b6g 53 26 for for IN cord-132843-ilxt4b6g 53 27 example example NN cord-132843-ilxt4b6g 53 28 its -PRON- PRP$ cord-132843-ilxt4b6g 53 29 multi multi JJ cord-132843-ilxt4b6g 53 30 - - JJ cord-132843-ilxt4b6g 53 31 objective objective JJ cord-132843-ilxt4b6g 53 32 nature nature NN cord-132843-ilxt4b6g 53 33 ( ( -LRB- cord-132843-ilxt4b6g 53 34 e.g. e.g. RB cord-132843-ilxt4b6g 53 35 , , , cord-132843-ilxt4b6g 53 36 accuracy accuracy NN cord-132843-ilxt4b6g 53 37 , , , cord-132843-ilxt4b6g 53 38 resolution resolution NN cord-132843-ilxt4b6g 53 39 , , , cord-132843-ilxt4b6g 53 40 efficiency efficiency NN cord-132843-ilxt4b6g 53 41 , , , cord-132843-ilxt4b6g 53 42 and and CC cord-132843-ilxt4b6g 53 43 lead lead JJ cord-132843-ilxt4b6g 53 44 time time NN cord-132843-ilxt4b6g 53 45 ) ) -RRB- cord-132843-ilxt4b6g 53 46 and and CC cord-132843-ilxt4b6g 53 47 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 53 48 prediction prediction NN cord-132843-ilxt4b6g 53 49 results result NNS cord-132843-ilxt4b6g 53 50 ( ( -LRB- cord-132843-ilxt4b6g 53 51 e.g. e.g. RB cord-132843-ilxt4b6g 53 52 , , , cord-132843-ilxt4b6g 53 53 heterogeneity heterogeneity NN cord-132843-ilxt4b6g 53 54 and and CC cord-132843-ilxt4b6g 53 55 multi multi JJ cord-132843-ilxt4b6g 53 56 - - JJ cord-132843-ilxt4b6g 53 57 output output NN cord-132843-ilxt4b6g 53 58 ) ) -RRB- cord-132843-ilxt4b6g 53 59 . . . cord-132843-ilxt4b6g 54 1 As as IN cord-132843-ilxt4b6g 54 2 yet yet RB cord-132843-ilxt4b6g 54 3 , , , cord-132843-ilxt4b6g 54 4 however however RB cord-132843-ilxt4b6g 54 5 , , , cord-132843-ilxt4b6g 54 6 we -PRON- PRP cord-132843-ilxt4b6g 54 7 lack lack VBP cord-132843-ilxt4b6g 54 8 a a DT cord-132843-ilxt4b6g 54 9 systematic systematic JJ cord-132843-ilxt4b6g 54 10 standardization standardization NN cord-132843-ilxt4b6g 54 11 and and CC cord-132843-ilxt4b6g 54 12 comprehensive comprehensive JJ cord-132843-ilxt4b6g 54 13 summarization summarization NN cord-132843-ilxt4b6g 54 14 approaches approach NNS cord-132843-ilxt4b6g 54 15 with with IN cord-132843-ilxt4b6g 54 16 which which WDT cord-132843-ilxt4b6g 54 17 to to TO cord-132843-ilxt4b6g 54 18 evaluate evaluate VB cord-132843-ilxt4b6g 54 19 the the DT cord-132843-ilxt4b6g 54 20 various various JJ cord-132843-ilxt4b6g 54 21 event event NN cord-132843-ilxt4b6g 54 22 prediction prediction NN cord-132843-ilxt4b6g 54 23 methodologies methodology NNS cord-132843-ilxt4b6g 54 24 that that WDT cord-132843-ilxt4b6g 54 25 have have VBP cord-132843-ilxt4b6g 54 26 been be VBN cord-132843-ilxt4b6g 54 27 proposed propose VBN cord-132843-ilxt4b6g 54 28 . . . cord-132843-ilxt4b6g 55 1 This this DT cord-132843-ilxt4b6g 55 2 absence absence NN cord-132843-ilxt4b6g 55 3 of of IN cord-132843-ilxt4b6g 55 4 a a DT cord-132843-ilxt4b6g 55 5 systematic systematic JJ cord-132843-ilxt4b6g 55 6 summary summary NN cord-132843-ilxt4b6g 55 7 and and CC cord-132843-ilxt4b6g 55 8 taxonomy taxonomy NN cord-132843-ilxt4b6g 55 9 of of IN cord-132843-ilxt4b6g 55 10 existing exist VBG cord-132843-ilxt4b6g 55 11 techniques technique NNS cord-132843-ilxt4b6g 55 12 and and CC cord-132843-ilxt4b6g 55 13 applications application NNS cord-132843-ilxt4b6g 55 14 in in IN cord-132843-ilxt4b6g 55 15 event event NN cord-132843-ilxt4b6g 55 16 prediction prediction NN cord-132843-ilxt4b6g 55 17 causes cause VBZ cord-132843-ilxt4b6g 55 18 major major JJ cord-132843-ilxt4b6g 55 19 problems problem NNS cord-132843-ilxt4b6g 55 20 for for IN cord-132843-ilxt4b6g 55 21 those those DT cord-132843-ilxt4b6g 55 22 working work VBG cord-132843-ilxt4b6g 55 23 in in IN cord-132843-ilxt4b6g 55 24 the the DT cord-132843-ilxt4b6g 55 25 field field NN cord-132843-ilxt4b6g 55 26 who who WP cord-132843-ilxt4b6g 55 27 lacks lack VBZ cord-132843-ilxt4b6g 55 28 clear clear JJ cord-132843-ilxt4b6g 55 29 information information NN cord-132843-ilxt4b6g 55 30 on on IN cord-132843-ilxt4b6g 55 31 the the DT cord-132843-ilxt4b6g 55 32 existing exist VBG cord-132843-ilxt4b6g 55 33 bottlenecks bottleneck NNS cord-132843-ilxt4b6g 55 34 , , , cord-132843-ilxt4b6g 55 35 traps trap NNS cord-132843-ilxt4b6g 55 36 , , , cord-132843-ilxt4b6g 55 37 open open JJ cord-132843-ilxt4b6g 55 38 problems problem NNS cord-132843-ilxt4b6g 55 39 , , , cord-132843-ilxt4b6g 55 40 and and CC cord-132843-ilxt4b6g 55 41 potentially potentially RB cord-132843-ilxt4b6g 55 42 fruitful fruitful JJ cord-132843-ilxt4b6g 55 43 future future JJ cord-132843-ilxt4b6g 55 44 research research NN cord-132843-ilxt4b6g 55 45 directions direction NNS cord-132843-ilxt4b6g 55 46 . . . cord-132843-ilxt4b6g 56 1 To to TO cord-132843-ilxt4b6g 56 2 overcome overcome VB cord-132843-ilxt4b6g 56 3 these these DT cord-132843-ilxt4b6g 56 4 hurdles hurdle NNS cord-132843-ilxt4b6g 56 5 and and CC cord-132843-ilxt4b6g 56 6 facilitate facilitate VB cord-132843-ilxt4b6g 56 7 the the DT cord-132843-ilxt4b6g 56 8 development development NN cord-132843-ilxt4b6g 56 9 of of IN cord-132843-ilxt4b6g 56 10 better well JJR cord-132843-ilxt4b6g 56 11 event event NN cord-132843-ilxt4b6g 56 12 prediction prediction NN cord-132843-ilxt4b6g 56 13 methodologies methodology NNS cord-132843-ilxt4b6g 56 14 and and CC cord-132843-ilxt4b6g 56 15 applications application NNS cord-132843-ilxt4b6g 56 16 , , , cord-132843-ilxt4b6g 56 17 this this DT cord-132843-ilxt4b6g 56 18 survey survey NN cord-132843-ilxt4b6g 56 19 paper paper NN cord-132843-ilxt4b6g 56 20 aims aim VBZ cord-132843-ilxt4b6g 56 21 to to TO cord-132843-ilxt4b6g 56 22 provide provide VB cord-132843-ilxt4b6g 56 23 a a DT cord-132843-ilxt4b6g 56 24 comprehensive comprehensive JJ cord-132843-ilxt4b6g 56 25 and and CC cord-132843-ilxt4b6g 56 26 systematic systematic JJ cord-132843-ilxt4b6g 56 27 review review NN cord-132843-ilxt4b6g 56 28 of of IN cord-132843-ilxt4b6g 56 29 the the DT cord-132843-ilxt4b6g 56 30 current current JJ cord-132843-ilxt4b6g 56 31 state state NN cord-132843-ilxt4b6g 56 32 of of IN cord-132843-ilxt4b6g 56 33 the the DT cord-132843-ilxt4b6g 56 34 art art NN cord-132843-ilxt4b6g 56 35 for for IN cord-132843-ilxt4b6g 56 36 event event NN cord-132843-ilxt4b6g 56 37 prediction prediction NN cord-132843-ilxt4b6g 56 38 in in IN cord-132843-ilxt4b6g 56 39 the the DT cord-132843-ilxt4b6g 56 40 big big JJ cord-132843-ilxt4b6g 56 41 data datum NNS cord-132843-ilxt4b6g 56 42 era era NN cord-132843-ilxt4b6g 56 43 . . . cord-132843-ilxt4b6g 57 1 The the DT cord-132843-ilxt4b6g 57 2 paper paper NN cord-132843-ilxt4b6g 57 3 's 's POS cord-132843-ilxt4b6g 57 4 major major JJ cord-132843-ilxt4b6g 57 5 contributions contribution NNS cord-132843-ilxt4b6g 57 6 include include VBP cord-132843-ilxt4b6g 57 7 : : : cord-132843-ilxt4b6g 57 8 • • XX cord-132843-ilxt4b6g 58 1 A a DT cord-132843-ilxt4b6g 58 2 systematic systematic JJ cord-132843-ilxt4b6g 58 3 categorization categorization NN cord-132843-ilxt4b6g 58 4 and and CC cord-132843-ilxt4b6g 58 5 summarization summarization NN cord-132843-ilxt4b6g 58 6 of of IN cord-132843-ilxt4b6g 58 7 existing exist VBG cord-132843-ilxt4b6g 58 8 techniques technique NNS cord-132843-ilxt4b6g 58 9 . . . cord-132843-ilxt4b6g 59 1 Existing exist VBG cord-132843-ilxt4b6g 59 2 event event NN cord-132843-ilxt4b6g 59 3 prediction prediction NN cord-132843-ilxt4b6g 59 4 methods method NNS cord-132843-ilxt4b6g 59 5 are be VBP cord-132843-ilxt4b6g 59 6 categorized categorize VBN cord-132843-ilxt4b6g 59 7 according accord VBG cord-132843-ilxt4b6g 59 8 to to IN cord-132843-ilxt4b6g 59 9 their -PRON- PRP$ cord-132843-ilxt4b6g 59 10 event event NN cord-132843-ilxt4b6g 59 11 aspects aspect NNS cord-132843-ilxt4b6g 59 12 ( ( -LRB- cord-132843-ilxt4b6g 59 13 time time NN cord-132843-ilxt4b6g 59 14 , , , cord-132843-ilxt4b6g 59 15 location location NN cord-132843-ilxt4b6g 59 16 , , , cord-132843-ilxt4b6g 59 17 and and CC cord-132843-ilxt4b6g 59 18 semantics semantic NNS cord-132843-ilxt4b6g 59 19 ) ) -RRB- cord-132843-ilxt4b6g 59 20 , , , cord-132843-ilxt4b6g 59 21 problem problem NN cord-132843-ilxt4b6g 59 22 formulation formulation NN cord-132843-ilxt4b6g 59 23 , , , cord-132843-ilxt4b6g 59 24 and and CC cord-132843-ilxt4b6g 59 25 corresponding corresponding JJ cord-132843-ilxt4b6g 59 26 techniques technique NNS cord-132843-ilxt4b6g 59 27 to to TO cord-132843-ilxt4b6g 59 28 create create VB cord-132843-ilxt4b6g 59 29 the the DT cord-132843-ilxt4b6g 59 30 taxonomy taxonomy NN cord-132843-ilxt4b6g 59 31 of of IN cord-132843-ilxt4b6g 59 32 a a DT cord-132843-ilxt4b6g 59 33 generic generic JJ cord-132843-ilxt4b6g 59 34 framework framework NN cord-132843-ilxt4b6g 59 35 . . . cord-132843-ilxt4b6g 60 1 Relationships relationship NNS cord-132843-ilxt4b6g 60 2 , , , cord-132843-ilxt4b6g 60 3 advantages advantage NNS cord-132843-ilxt4b6g 60 4 , , , cord-132843-ilxt4b6g 60 5 and and CC cord-132843-ilxt4b6g 60 6 disadvantages disadvantage NNS cord-132843-ilxt4b6g 60 7 among among IN cord-132843-ilxt4b6g 60 8 different different JJ cord-132843-ilxt4b6g 60 9 subcategories subcategorie NNS cord-132843-ilxt4b6g 60 10 are be VBP cord-132843-ilxt4b6g 60 11 discussed discuss VBN cord-132843-ilxt4b6g 60 12 , , , cord-132843-ilxt4b6g 60 13 along along IN cord-132843-ilxt4b6g 60 14 with with IN cord-132843-ilxt4b6g 60 15 details detail NNS cord-132843-ilxt4b6g 60 16 of of IN cord-132843-ilxt4b6g 60 17 the the DT cord-132843-ilxt4b6g 60 18 techniques technique NNS cord-132843-ilxt4b6g 60 19 under under IN cord-132843-ilxt4b6g 60 20 each each DT cord-132843-ilxt4b6g 60 21 subcategory subcategory NN cord-132843-ilxt4b6g 60 22 . . . cord-132843-ilxt4b6g 61 1 The the DT cord-132843-ilxt4b6g 61 2 proposed propose VBN cord-132843-ilxt4b6g 61 3 taxonomy taxonomy NN cord-132843-ilxt4b6g 61 4 is be VBZ cord-132843-ilxt4b6g 61 5 designed design VBN cord-132843-ilxt4b6g 61 6 to to TO cord-132843-ilxt4b6g 61 7 help help VB cord-132843-ilxt4b6g 61 8 domain domain NN cord-132843-ilxt4b6g 61 9 experts expert NNS cord-132843-ilxt4b6g 61 10 locate locate VBP cord-132843-ilxt4b6g 61 11 the the DT cord-132843-ilxt4b6g 61 12 most most RBS cord-132843-ilxt4b6g 61 13 useful useful JJ cord-132843-ilxt4b6g 61 14 techniques technique NNS cord-132843-ilxt4b6g 61 15 for for IN cord-132843-ilxt4b6g 61 16 their -PRON- PRP$ cord-132843-ilxt4b6g 61 17 targeted target VBN cord-132843-ilxt4b6g 61 18 problem problem NN cord-132843-ilxt4b6g 61 19 settings setting NNS cord-132843-ilxt4b6g 61 20 . . . cord-132843-ilxt4b6g 62 1 • • NNP cord-132843-ilxt4b6g 63 1 A a DT cord-132843-ilxt4b6g 63 2 comprehensive comprehensive JJ cord-132843-ilxt4b6g 63 3 categorization categorization NN cord-132843-ilxt4b6g 63 4 and and CC cord-132843-ilxt4b6g 63 5 summarization summarization NN cord-132843-ilxt4b6g 63 6 of of IN cord-132843-ilxt4b6g 63 7 major major JJ cord-132843-ilxt4b6g 63 8 application application NN cord-132843-ilxt4b6g 63 9 domains domain NNS cord-132843-ilxt4b6g 63 10 . . . cord-132843-ilxt4b6g 64 1 The the DT cord-132843-ilxt4b6g 64 2 first first JJ cord-132843-ilxt4b6g 64 3 taxonomy taxonomy NN cord-132843-ilxt4b6g 64 4 of of IN cord-132843-ilxt4b6g 64 5 event event NN cord-132843-ilxt4b6g 64 6 prediction prediction NN cord-132843-ilxt4b6g 64 7 application application NN cord-132843-ilxt4b6g 64 8 domains domain NNS cord-132843-ilxt4b6g 64 9 is be VBZ cord-132843-ilxt4b6g 64 10 provided provide VBN cord-132843-ilxt4b6g 64 11 . . . cord-132843-ilxt4b6g 65 1 The the DT cord-132843-ilxt4b6g 65 2 practical practical JJ cord-132843-ilxt4b6g 65 3 significance significance NN cord-132843-ilxt4b6g 65 4 and and CC cord-132843-ilxt4b6g 65 5 problem problem NN cord-132843-ilxt4b6g 65 6 formulation formulation NN cord-132843-ilxt4b6g 65 7 are be VBP cord-132843-ilxt4b6g 65 8 elucidated elucidate VBN cord-132843-ilxt4b6g 65 9 for for IN cord-132843-ilxt4b6g 65 10 each each DT cord-132843-ilxt4b6g 65 11 application application NN cord-132843-ilxt4b6g 65 12 domain domain NN cord-132843-ilxt4b6g 65 13 or or CC cord-132843-ilxt4b6g 65 14 subdomain subdomain NN cord-132843-ilxt4b6g 65 15 , , , cord-132843-ilxt4b6g 65 16 enabling enable VBG cord-132843-ilxt4b6g 65 17 it -PRON- PRP cord-132843-ilxt4b6g 65 18 to to TO cord-132843-ilxt4b6g 65 19 be be VB cord-132843-ilxt4b6g 65 20 easily easily RB cord-132843-ilxt4b6g 65 21 mapped map VBN cord-132843-ilxt4b6g 65 22 to to IN cord-132843-ilxt4b6g 65 23 the the DT cord-132843-ilxt4b6g 65 24 proposed propose VBN cord-132843-ilxt4b6g 65 25 technique technique NN cord-132843-ilxt4b6g 65 26 taxonomy taxonomy NN cord-132843-ilxt4b6g 65 27 . . . cord-132843-ilxt4b6g 66 1 This this DT cord-132843-ilxt4b6g 66 2 will will MD cord-132843-ilxt4b6g 66 3 help help VB cord-132843-ilxt4b6g 66 4 data datum NNS cord-132843-ilxt4b6g 66 5 scientists scientist NNS cord-132843-ilxt4b6g 66 6 and and CC cord-132843-ilxt4b6g 66 7 model model NN cord-132843-ilxt4b6g 66 8 developers developer NNS cord-132843-ilxt4b6g 66 9 to to TO cord-132843-ilxt4b6g 66 10 search search VB cord-132843-ilxt4b6g 66 11 for for IN cord-132843-ilxt4b6g 66 12 additional additional JJ cord-132843-ilxt4b6g 66 13 application application NN cord-132843-ilxt4b6g 66 14 domains domain NNS cord-132843-ilxt4b6g 66 15 and and CC cord-132843-ilxt4b6g 66 16 datasets dataset NNS cord-132843-ilxt4b6g 66 17 that that WDT cord-132843-ilxt4b6g 66 18 they -PRON- PRP cord-132843-ilxt4b6g 66 19 can can MD cord-132843-ilxt4b6g 66 20 use use VB cord-132843-ilxt4b6g 66 21 to to TO cord-132843-ilxt4b6g 66 22 evaluate evaluate VB cord-132843-ilxt4b6g 66 23 their -PRON- PRP$ cord-132843-ilxt4b6g 66 24 newly newly RB cord-132843-ilxt4b6g 66 25 proposed propose VBN cord-132843-ilxt4b6g 66 26 methods method NNS cord-132843-ilxt4b6g 66 27 , , , cord-132843-ilxt4b6g 66 28 and and CC cord-132843-ilxt4b6g 66 29 at at IN cord-132843-ilxt4b6g 66 30 the the DT cord-132843-ilxt4b6g 66 31 same same JJ cord-132843-ilxt4b6g 66 32 time time NN cord-132843-ilxt4b6g 66 33 expand expand VB cord-132843-ilxt4b6g 66 34 their -PRON- PRP$ cord-132843-ilxt4b6g 66 35 advanced advanced JJ cord-132843-ilxt4b6g 66 36 techniques technique NNS cord-132843-ilxt4b6g 66 37 to to TO cord-132843-ilxt4b6g 66 38 encompass encompass VB cord-132843-ilxt4b6g 66 39 new new JJ cord-132843-ilxt4b6g 66 40 application application NN cord-132843-ilxt4b6g 66 41 domains domain NNS cord-132843-ilxt4b6g 66 42 . . . cord-132843-ilxt4b6g 67 1 • • NNP cord-132843-ilxt4b6g 68 1 Standardized standardized JJ cord-132843-ilxt4b6g 68 2 evaluation evaluation NN cord-132843-ilxt4b6g 68 3 metrics metric NNS cord-132843-ilxt4b6g 68 4 and and CC cord-132843-ilxt4b6g 68 5 procedures procedure NNS cord-132843-ilxt4b6g 68 6 . . . cord-132843-ilxt4b6g 69 1 Due due IN cord-132843-ilxt4b6g 69 2 to to IN cord-132843-ilxt4b6g 69 3 the the DT cord-132843-ilxt4b6g 69 4 nontrivial nontrivial JJ cord-132843-ilxt4b6g 69 5 structure structure NN cord-132843-ilxt4b6g 69 6 of of IN cord-132843-ilxt4b6g 69 7 event event NN cord-132843-ilxt4b6g 69 8 prediction prediction NN cord-132843-ilxt4b6g 69 9 outputs output NNS cord-132843-ilxt4b6g 69 10 , , , cord-132843-ilxt4b6g 69 11 which which WDT cord-132843-ilxt4b6g 69 12 can can MD cord-132843-ilxt4b6g 69 13 contain contain VB cord-132843-ilxt4b6g 69 14 multiple multiple JJ cord-132843-ilxt4b6g 69 15 fields field NNS cord-132843-ilxt4b6g 69 16 such such JJ cord-132843-ilxt4b6g 69 17 as as IN cord-132843-ilxt4b6g 69 18 time time NN cord-132843-ilxt4b6g 69 19 , , , cord-132843-ilxt4b6g 69 20 location location NN cord-132843-ilxt4b6g 69 21 , , , cord-132843-ilxt4b6g 69 22 intensity intensity NN cord-132843-ilxt4b6g 69 23 , , , cord-132843-ilxt4b6g 69 24 duration duration NN cord-132843-ilxt4b6g 69 25 , , , cord-132843-ilxt4b6g 69 26 and and CC cord-132843-ilxt4b6g 69 27 topic topic NN cord-132843-ilxt4b6g 69 28 , , , cord-132843-ilxt4b6g 69 29 this this DT cord-132843-ilxt4b6g 69 30 paper paper NN cord-132843-ilxt4b6g 69 31 proposes propose VBZ cord-132843-ilxt4b6g 69 32 a a DT cord-132843-ilxt4b6g 69 33 set set NN cord-132843-ilxt4b6g 69 34 of of IN cord-132843-ilxt4b6g 69 35 standard standard JJ cord-132843-ilxt4b6g 69 36 metrics metric NNS cord-132843-ilxt4b6g 69 37 with with IN cord-132843-ilxt4b6g 69 38 which which WDT cord-132843-ilxt4b6g 69 39 to to TO cord-132843-ilxt4b6g 69 40 standardize standardize VB cord-132843-ilxt4b6g 69 41 existing exist VBG cord-132843-ilxt4b6g 69 42 ways way NNS cord-132843-ilxt4b6g 69 43 to to TO cord-132843-ilxt4b6g 69 44 pair pair VB cord-132843-ilxt4b6g 69 45 predicted predict VBN cord-132843-ilxt4b6g 69 46 events event NNS cord-132843-ilxt4b6g 69 47 with with IN cord-132843-ilxt4b6g 69 48 true true JJ cord-132843-ilxt4b6g 69 49 events event NNS cord-132843-ilxt4b6g 69 50 . . . cord-132843-ilxt4b6g 70 1 Then then RB cord-132843-ilxt4b6g 70 2 additional additional JJ cord-132843-ilxt4b6g 70 3 metrics metric NNS cord-132843-ilxt4b6g 70 4 are be VBP cord-132843-ilxt4b6g 70 5 introduced introduce VBN cord-132843-ilxt4b6g 70 6 and and CC cord-132843-ilxt4b6g 70 7 standardized standardize VBN cord-132843-ilxt4b6g 70 8 to to TO cord-132843-ilxt4b6g 70 9 evaluate evaluate VB cord-132843-ilxt4b6g 70 10 the the DT cord-132843-ilxt4b6g 70 11 overall overall JJ cord-132843-ilxt4b6g 70 12 accuracy accuracy NN cord-132843-ilxt4b6g 70 13 and and CC cord-132843-ilxt4b6g 70 14 quality quality NN cord-132843-ilxt4b6g 70 15 of of IN cord-132843-ilxt4b6g 70 16 the the DT cord-132843-ilxt4b6g 70 17 predictions prediction NNS cord-132843-ilxt4b6g 70 18 to to TO cord-132843-ilxt4b6g 70 19 assess assess VB cord-132843-ilxt4b6g 70 20 how how WRB cord-132843-ilxt4b6g 70 21 close close JJ cord-132843-ilxt4b6g 70 22 the the DT cord-132843-ilxt4b6g 70 23 predicted predict VBN cord-132843-ilxt4b6g 70 24 events event NNS cord-132843-ilxt4b6g 70 25 are be VBP cord-132843-ilxt4b6g 70 26 to to IN cord-132843-ilxt4b6g 70 27 the the DT cord-132843-ilxt4b6g 70 28 real real JJ cord-132843-ilxt4b6g 70 29 ones one NNS cord-132843-ilxt4b6g 70 30 . . . cord-132843-ilxt4b6g 71 1 • • NNP cord-132843-ilxt4b6g 72 1 An an DT cord-132843-ilxt4b6g 72 2 insightful insightful JJ cord-132843-ilxt4b6g 72 3 discussion discussion NN cord-132843-ilxt4b6g 72 4 of of IN cord-132843-ilxt4b6g 72 5 the the DT cord-132843-ilxt4b6g 72 6 current current JJ cord-132843-ilxt4b6g 72 7 status status NN cord-132843-ilxt4b6g 72 8 of of IN cord-132843-ilxt4b6g 72 9 research research NN cord-132843-ilxt4b6g 72 10 in in IN cord-132843-ilxt4b6g 72 11 this this DT cord-132843-ilxt4b6g 72 12 area area NN cord-132843-ilxt4b6g 72 13 and and CC cord-132843-ilxt4b6g 72 14 future future JJ cord-132843-ilxt4b6g 72 15 trends trend NNS cord-132843-ilxt4b6g 72 16 . . . cord-132843-ilxt4b6g 73 1 Based base VBN cord-132843-ilxt4b6g 73 2 on on IN cord-132843-ilxt4b6g 73 3 the the DT cord-132843-ilxt4b6g 73 4 comprehensive comprehensive JJ cord-132843-ilxt4b6g 73 5 and and CC cord-132843-ilxt4b6g 73 6 systematic systematic JJ cord-132843-ilxt4b6g 73 7 survey survey NN cord-132843-ilxt4b6g 73 8 and and CC cord-132843-ilxt4b6g 73 9 investigation investigation NN cord-132843-ilxt4b6g 73 10 of of IN cord-132843-ilxt4b6g 73 11 existing exist VBG cord-132843-ilxt4b6g 73 12 event event NN cord-132843-ilxt4b6g 73 13 prediction prediction NN cord-132843-ilxt4b6g 73 14 techniques technique NNS cord-132843-ilxt4b6g 73 15 and and CC cord-132843-ilxt4b6g 73 16 applications application NNS cord-132843-ilxt4b6g 73 17 presented present VBN cord-132843-ilxt4b6g 73 18 here here RB cord-132843-ilxt4b6g 73 19 , , , cord-132843-ilxt4b6g 73 20 an an DT cord-132843-ilxt4b6g 73 21 overall overall JJ cord-132843-ilxt4b6g 73 22 picture picture NN cord-132843-ilxt4b6g 73 23 and and CC cord-132843-ilxt4b6g 73 24 the the DT cord-132843-ilxt4b6g 73 25 shape shape NN cord-132843-ilxt4b6g 73 26 of of IN cord-132843-ilxt4b6g 73 27 the the DT cord-132843-ilxt4b6g 73 28 current current JJ cord-132843-ilxt4b6g 73 29 research research NN cord-132843-ilxt4b6g 73 30 frontiers frontier NNS cord-132843-ilxt4b6g 73 31 are be VBP cord-132843-ilxt4b6g 73 32 outlined outline VBN cord-132843-ilxt4b6g 73 33 . . . cord-132843-ilxt4b6g 74 1 The the DT cord-132843-ilxt4b6g 74 2 paper paper NN cord-132843-ilxt4b6g 74 3 concludes conclude VBZ cord-132843-ilxt4b6g 74 4 by by IN cord-132843-ilxt4b6g 74 5 presenting present VBG cord-132843-ilxt4b6g 74 6 fresh fresh JJ cord-132843-ilxt4b6g 74 7 insights insight NNS cord-132843-ilxt4b6g 74 8 into into IN cord-132843-ilxt4b6g 74 9 the the DT cord-132843-ilxt4b6g 74 10 bottleneck bottleneck NN cord-132843-ilxt4b6g 74 11 , , , cord-132843-ilxt4b6g 74 12 traps trap NNS cord-132843-ilxt4b6g 74 13 , , , cord-132843-ilxt4b6g 74 14 and and CC cord-132843-ilxt4b6g 74 15 open open JJ cord-132843-ilxt4b6g 74 16 problems problem NNS cord-132843-ilxt4b6g 74 17 , , , cord-132843-ilxt4b6g 74 18 as as RB cord-132843-ilxt4b6g 74 19 well well RB cord-132843-ilxt4b6g 74 20 as as IN cord-132843-ilxt4b6g 74 21 a a DT cord-132843-ilxt4b6g 74 22 discussion discussion NN cord-132843-ilxt4b6g 74 23 of of IN cord-132843-ilxt4b6g 74 24 possible possible JJ cord-132843-ilxt4b6g 74 25 future future JJ cord-132843-ilxt4b6g 74 26 directions direction NNS cord-132843-ilxt4b6g 74 27 . . . cord-132843-ilxt4b6g 75 1 This this DT cord-132843-ilxt4b6g 75 2 section section NN cord-132843-ilxt4b6g 75 3 briefly briefly RB cord-132843-ilxt4b6g 75 4 outlines outline VBZ cord-132843-ilxt4b6g 75 5 previous previous JJ cord-132843-ilxt4b6g 75 6 surveys survey NNS cord-132843-ilxt4b6g 75 7 in in IN cord-132843-ilxt4b6g 75 8 various various JJ cord-132843-ilxt4b6g 75 9 domains domain NNS cord-132843-ilxt4b6g 75 10 that that WDT cord-132843-ilxt4b6g 75 11 have have VBP cord-132843-ilxt4b6g 75 12 some some DT cord-132843-ilxt4b6g 75 13 relevance relevance NN cord-132843-ilxt4b6g 75 14 to to IN cord-132843-ilxt4b6g 75 15 event event NN cord-132843-ilxt4b6g 75 16 prediction prediction NN cord-132843-ilxt4b6g 75 17 in in IN cord-132843-ilxt4b6g 75 18 big big JJ cord-132843-ilxt4b6g 75 19 data datum NNS cord-132843-ilxt4b6g 75 20 in in IN cord-132843-ilxt4b6g 75 21 three three CD cord-132843-ilxt4b6g 75 22 categories category NNS cord-132843-ilxt4b6g 75 23 , , , cord-132843-ilxt4b6g 75 24 namely namely RB cord-132843-ilxt4b6g 75 25 : : : cord-132843-ilxt4b6g 75 26 1 1 LS cord-132843-ilxt4b6g 75 27 . . . cord-132843-ilxt4b6g 75 28 event event NN cord-132843-ilxt4b6g 75 29 detection detection NN cord-132843-ilxt4b6g 75 30 , , , cord-132843-ilxt4b6g 75 31 2 2 CD cord-132843-ilxt4b6g 75 32 . . . cord-132843-ilxt4b6g 76 1 predictive predictive NNP cord-132843-ilxt4b6g 76 2 analytics analytics NNP cord-132843-ilxt4b6g 76 3 , , , cord-132843-ilxt4b6g 76 4 and and CC cord-132843-ilxt4b6g 76 5 3 3 CD cord-132843-ilxt4b6g 76 6 . . . cord-132843-ilxt4b6g 77 1 domain domain NN cord-132843-ilxt4b6g 77 2 - - HYPH cord-132843-ilxt4b6g 77 3 specific specific JJ cord-132843-ilxt4b6g 77 4 event event NN cord-132843-ilxt4b6g 77 5 prediction prediction NN cord-132843-ilxt4b6g 77 6 . . . cord-132843-ilxt4b6g 78 1 Event event NN cord-132843-ilxt4b6g 78 2 detection detection NN cord-132843-ilxt4b6g 78 3 has have VBZ cord-132843-ilxt4b6g 78 4 been be VBN cord-132843-ilxt4b6g 78 5 an an DT cord-132843-ilxt4b6g 78 6 extensively extensively RB cord-132843-ilxt4b6g 78 7 explored explore VBN cord-132843-ilxt4b6g 78 8 domain domain NN cord-132843-ilxt4b6g 78 9 with with IN cord-132843-ilxt4b6g 78 10 over over IN cord-132843-ilxt4b6g 78 11 many many JJ cord-132843-ilxt4b6g 78 12 years year NNS cord-132843-ilxt4b6g 78 13 . . . cord-132843-ilxt4b6g 79 1 Its -PRON- PRP$ cord-132843-ilxt4b6g 79 2 main main JJ cord-132843-ilxt4b6g 79 3 purpose purpose NN cord-132843-ilxt4b6g 79 4 is be VBZ cord-132843-ilxt4b6g 79 5 to to TO cord-132843-ilxt4b6g 79 6 detect detect VB cord-132843-ilxt4b6g 79 7 historical historical JJ cord-132843-ilxt4b6g 79 8 or or CC cord-132843-ilxt4b6g 79 9 ongoing ongoing JJ cord-132843-ilxt4b6g 79 10 events event NNS cord-132843-ilxt4b6g 79 11 rather rather RB cord-132843-ilxt4b6g 79 12 than than IN cord-132843-ilxt4b6g 79 13 to to TO cord-132843-ilxt4b6g 79 14 predict predict VB cord-132843-ilxt4b6g 79 15 as as IN cord-132843-ilxt4b6g 79 16 yet yet RB cord-132843-ilxt4b6g 79 17 unseen unseen JJ cord-132843-ilxt4b6g 79 18 events event NNS cord-132843-ilxt4b6g 79 19 in in IN cord-132843-ilxt4b6g 79 20 the the DT cord-132843-ilxt4b6g 79 21 future future NN cord-132843-ilxt4b6g 79 22 [ [ -LRB- cord-132843-ilxt4b6g 79 23 181 181 CD cord-132843-ilxt4b6g 79 24 , , , cord-132843-ilxt4b6g 79 25 222 222 CD cord-132843-ilxt4b6g 79 26 ] ] -RRB- cord-132843-ilxt4b6g 79 27 . . . cord-132843-ilxt4b6g 80 1 Event event NN cord-132843-ilxt4b6g 80 2 detection detection NN cord-132843-ilxt4b6g 80 3 typically typically RB cord-132843-ilxt4b6g 80 4 focuses focus VBZ cord-132843-ilxt4b6g 80 5 on on IN cord-132843-ilxt4b6g 80 6 pattern pattern NN cord-132843-ilxt4b6g 80 7 recognition recognition NN cord-132843-ilxt4b6g 80 8 [ [ -LRB- cord-132843-ilxt4b6g 80 9 26 26 CD cord-132843-ilxt4b6g 80 10 ] ] -RRB- cord-132843-ilxt4b6g 80 11 , , , cord-132843-ilxt4b6g 80 12 anomaly anomaly NN cord-132843-ilxt4b6g 80 13 detection detection NN cord-132843-ilxt4b6g 80 14 [ [ -LRB- cord-132843-ilxt4b6g 80 15 92 92 CD cord-132843-ilxt4b6g 80 16 ] ] -RRB- cord-132843-ilxt4b6g 80 17 , , , cord-132843-ilxt4b6g 80 18 and and CC cord-132843-ilxt4b6g 80 19 clustering cluster VBG cord-132843-ilxt4b6g 80 20 [ [ -LRB- cord-132843-ilxt4b6g 80 21 92 92 CD cord-132843-ilxt4b6g 80 22 ] ] -RRB- cord-132843-ilxt4b6g 80 23 , , , cord-132843-ilxt4b6g 80 24 which which WDT cord-132843-ilxt4b6g 80 25 are be VBP cord-132843-ilxt4b6g 80 26 very very RB cord-132843-ilxt4b6g 80 27 different different JJ cord-132843-ilxt4b6g 80 28 from from IN cord-132843-ilxt4b6g 80 29 those those DT cord-132843-ilxt4b6g 80 30 in in IN cord-132843-ilxt4b6g 80 31 event event NN cord-132843-ilxt4b6g 80 32 prediction prediction NN cord-132843-ilxt4b6g 80 33 . . . cord-132843-ilxt4b6g 81 1 There there EX cord-132843-ilxt4b6g 81 2 have have VBP cord-132843-ilxt4b6g 81 3 been be VBN cord-132843-ilxt4b6g 81 4 several several JJ cord-132843-ilxt4b6g 81 5 surveys survey NNS cord-132843-ilxt4b6g 81 6 of of IN cord-132843-ilxt4b6g 81 7 research research NN cord-132843-ilxt4b6g 81 8 in in IN cord-132843-ilxt4b6g 81 9 this this DT cord-132843-ilxt4b6g 81 10 domain domain NN cord-132843-ilxt4b6g 81 11 in in IN cord-132843-ilxt4b6g 81 12 the the DT cord-132843-ilxt4b6g 81 13 last last JJ cord-132843-ilxt4b6g 81 14 decade decade NN cord-132843-ilxt4b6g 81 15 [ [ -LRB- cord-132843-ilxt4b6g 81 16 9 9 CD cord-132843-ilxt4b6g 81 17 , , , cord-132843-ilxt4b6g 81 18 15 15 CD cord-132843-ilxt4b6g 81 19 , , , cord-132843-ilxt4b6g 81 20 63 63 CD cord-132843-ilxt4b6g 81 21 , , , cord-132843-ilxt4b6g 81 22 146 146 CD cord-132843-ilxt4b6g 81 23 ] ] -RRB- cord-132843-ilxt4b6g 81 24 . . . cord-132843-ilxt4b6g 82 1 For for IN cord-132843-ilxt4b6g 82 2 example example NN cord-132843-ilxt4b6g 82 3 , , , cord-132843-ilxt4b6g 82 4 Deng Deng NNP cord-132843-ilxt4b6g 82 5 et et NNP cord-132843-ilxt4b6g 82 6 al al NNP cord-132843-ilxt4b6g 82 7 . . . cord-132843-ilxt4b6g 83 1 [ [ -LRB- cord-132843-ilxt4b6g 83 2 63 63 CD cord-132843-ilxt4b6g 83 3 ] ] -RRB- cord-132843-ilxt4b6g 83 4 and and CC cord-132843-ilxt4b6g 83 5 Atefeh Atefeh NNP cord-132843-ilxt4b6g 83 6 and and CC cord-132843-ilxt4b6g 83 7 Khreich Khreich NNP cord-132843-ilxt4b6g 83 8 [ [ -LRB- cord-132843-ilxt4b6g 83 9 15 15 CD cord-132843-ilxt4b6g 83 10 ] ] -RRB- cord-132843-ilxt4b6g 83 11 provided provide VBN cord-132843-ilxt4b6g 83 12 overviews overview NNS cord-132843-ilxt4b6g 83 13 of of IN cord-132843-ilxt4b6g 83 14 event event NN cord-132843-ilxt4b6g 83 15 extraction extraction NN cord-132843-ilxt4b6g 83 16 techniques technique NNS cord-132843-ilxt4b6g 83 17 in in IN cord-132843-ilxt4b6g 83 18 social social JJ cord-132843-ilxt4b6g 83 19 media medium NNS cord-132843-ilxt4b6g 83 20 , , , cord-132843-ilxt4b6g 83 21 while while IN cord-132843-ilxt4b6g 83 22 Michelioudakis Michelioudakis NNP cord-132843-ilxt4b6g 83 23 et et NNP cord-132843-ilxt4b6g 83 24 al al NNP cord-132843-ilxt4b6g 83 25 . . . cord-132843-ilxt4b6g 84 1 [ [ -LRB- cord-132843-ilxt4b6g 84 2 146 146 CD cord-132843-ilxt4b6g 84 3 ] ] -RRB- cord-132843-ilxt4b6g 84 4 presented present VBD cord-132843-ilxt4b6g 84 5 a a DT cord-132843-ilxt4b6g 84 6 survey survey NN cord-132843-ilxt4b6g 84 7 of of IN cord-132843-ilxt4b6g 84 8 event event NN cord-132843-ilxt4b6g 84 9 recognition recognition NN cord-132843-ilxt4b6g 84 10 with with IN cord-132843-ilxt4b6g 84 11 uncerntainty uncerntainty NN cord-132843-ilxt4b6g 84 12 . . . cord-132843-ilxt4b6g 85 1 Alevizos Alevizos NNP cord-132843-ilxt4b6g 85 2 et et NNP cord-132843-ilxt4b6g 85 3 al al NNP cord-132843-ilxt4b6g 85 4 . . . cord-132843-ilxt4b6g 86 1 [ [ -LRB- cord-132843-ilxt4b6g 86 2 9 9 CD cord-132843-ilxt4b6g 86 3 ] ] -RRB- cord-132843-ilxt4b6g 86 4 provided provide VBD cord-132843-ilxt4b6g 86 5 a a DT cord-132843-ilxt4b6g 86 6 comprehensive comprehensive JJ cord-132843-ilxt4b6g 86 7 literature literature NN cord-132843-ilxt4b6g 86 8 review review NN cord-132843-ilxt4b6g 86 9 of of IN cord-132843-ilxt4b6g 86 10 event event NN cord-132843-ilxt4b6g 86 11 recognition recognition NN cord-132843-ilxt4b6g 86 12 methods method NNS cord-132843-ilxt4b6g 86 13 using use VBG cord-132843-ilxt4b6g 86 14 probabilistic probabilistic JJ cord-132843-ilxt4b6g 86 15 methods method NNS cord-132843-ilxt4b6g 86 16 . . . cord-132843-ilxt4b6g 87 1 Predictive predictive JJ cord-132843-ilxt4b6g 87 2 analysis analysis NN cord-132843-ilxt4b6g 87 3 covers cover VBZ cord-132843-ilxt4b6g 87 4 the the DT cord-132843-ilxt4b6g 87 5 prediction prediction NN cord-132843-ilxt4b6g 87 6 of of IN cord-132843-ilxt4b6g 87 7 target target NN cord-132843-ilxt4b6g 87 8 variables variable NNS cord-132843-ilxt4b6g 87 9 given give VBN cord-132843-ilxt4b6g 87 10 a a DT cord-132843-ilxt4b6g 87 11 set set NN cord-132843-ilxt4b6g 87 12 of of IN cord-132843-ilxt4b6g 87 13 dependent dependent JJ cord-132843-ilxt4b6g 87 14 variables variable NNS cord-132843-ilxt4b6g 87 15 . . . cord-132843-ilxt4b6g 88 1 These these DT cord-132843-ilxt4b6g 88 2 target target NN cord-132843-ilxt4b6g 88 3 variables variable NNS cord-132843-ilxt4b6g 88 4 are be VBP cord-132843-ilxt4b6g 88 5 typically typically RB cord-132843-ilxt4b6g 88 6 homogeneous homogeneous JJ cord-132843-ilxt4b6g 88 7 scalar scalar NN cord-132843-ilxt4b6g 88 8 or or CC cord-132843-ilxt4b6g 88 9 vector vector NN cord-132843-ilxt4b6g 88 10 data datum NNS cord-132843-ilxt4b6g 88 11 for for IN cord-132843-ilxt4b6g 88 12 describing describe VBG cord-132843-ilxt4b6g 88 13 items item NNS cord-132843-ilxt4b6g 88 14 such such JJ cord-132843-ilxt4b6g 88 15 as as IN cord-132843-ilxt4b6g 88 16 economic economic JJ cord-132843-ilxt4b6g 88 17 indices index NNS cord-132843-ilxt4b6g 88 18 , , , cord-132843-ilxt4b6g 88 19 housing housing NN cord-132843-ilxt4b6g 88 20 prices price NNS cord-132843-ilxt4b6g 88 21 , , , cord-132843-ilxt4b6g 88 22 or or CC cord-132843-ilxt4b6g 88 23 sentiments sentiment NNS cord-132843-ilxt4b6g 88 24 . . . cord-132843-ilxt4b6g 89 1 The the DT cord-132843-ilxt4b6g 89 2 target target NN cord-132843-ilxt4b6g 89 3 variables variable NNS cord-132843-ilxt4b6g 89 4 may may MD cord-132843-ilxt4b6g 89 5 not not RB cord-132843-ilxt4b6g 89 6 necessarily necessarily RB cord-132843-ilxt4b6g 89 7 be be VB cord-132843-ilxt4b6g 89 8 values value NNS cord-132843-ilxt4b6g 89 9 in in IN cord-132843-ilxt4b6g 89 10 the the DT cord-132843-ilxt4b6g 89 11 future future NN cord-132843-ilxt4b6g 89 12 . . . cord-132843-ilxt4b6g 90 1 Larose Larose NNP cord-132843-ilxt4b6g 90 2 [ [ -LRB- cord-132843-ilxt4b6g 90 3 120 120 CD cord-132843-ilxt4b6g 90 4 ] ] -RRB- cord-132843-ilxt4b6g 90 5 provides provide VBZ cord-132843-ilxt4b6g 90 6 a a DT cord-132843-ilxt4b6g 90 7 good good JJ cord-132843-ilxt4b6g 90 8 tutorial tutorial NN cord-132843-ilxt4b6g 90 9 and and CC cord-132843-ilxt4b6g 90 10 survey survey VB cord-132843-ilxt4b6g 90 11 for for IN cord-132843-ilxt4b6g 90 12 this this DT cord-132843-ilxt4b6g 90 13 domain domain NN cord-132843-ilxt4b6g 90 14 . . . cord-132843-ilxt4b6g 91 1 Predictive predictive JJ cord-132843-ilxt4b6g 91 2 analysis analysis NN cord-132843-ilxt4b6g 91 3 can can MD cord-132843-ilxt4b6g 91 4 be be VB cord-132843-ilxt4b6g 91 5 broken break VBN cord-132843-ilxt4b6g 91 6 down down RP cord-132843-ilxt4b6g 91 7 into into IN cord-132843-ilxt4b6g 91 8 subdomains subdomain NNS cord-132843-ilxt4b6g 91 9 such such JJ cord-132843-ilxt4b6g 91 10 as as IN cord-132843-ilxt4b6g 91 11 structured structured JJ cord-132843-ilxt4b6g 91 12 prediction prediction NN cord-132843-ilxt4b6g 91 13 [ [ -LRB- cord-132843-ilxt4b6g 91 14 26 26 CD cord-132843-ilxt4b6g 91 15 ] ] -RRB- cord-132843-ilxt4b6g 91 16 , , , cord-132843-ilxt4b6g 91 17 spatial spatial JJ cord-132843-ilxt4b6g 91 18 prediction prediction NN cord-132843-ilxt4b6g 91 19 [ [ -LRB- cord-132843-ilxt4b6g 91 20 105 105 CD cord-132843-ilxt4b6g 91 21 ] ] -RRB- cord-132843-ilxt4b6g 91 22 , , , cord-132843-ilxt4b6g 91 23 and and CC cord-132843-ilxt4b6g 91 24 sequence sequence NN cord-132843-ilxt4b6g 91 25 prediction prediction NN cord-132843-ilxt4b6g 91 26 [ [ -LRB- cord-132843-ilxt4b6g 91 27 88 88 CD cord-132843-ilxt4b6g 91 28 ] ] -RRB- cord-132843-ilxt4b6g 91 29 , , , cord-132843-ilxt4b6g 91 30 enabling enable VBG cord-132843-ilxt4b6g 91 31 users user NNS cord-132843-ilxt4b6g 91 32 to to TO cord-132843-ilxt4b6g 91 33 handle handle VB cord-132843-ilxt4b6g 91 34 different different JJ cord-132843-ilxt4b6g 91 35 types type NNS cord-132843-ilxt4b6g 91 36 of of IN cord-132843-ilxt4b6g 91 37 structure structure NN cord-132843-ilxt4b6g 91 38 for for IN cord-132843-ilxt4b6g 91 39 the the DT cord-132843-ilxt4b6g 91 40 target target NN cord-132843-ilxt4b6g 91 41 variable variable NN cord-132843-ilxt4b6g 91 42 . . . cord-132843-ilxt4b6g 92 1 Fülöp Fülöp NNP cord-132843-ilxt4b6g 92 2 et et FW cord-132843-ilxt4b6g 92 3 al al NNP cord-132843-ilxt4b6g 92 4 . . . cord-132843-ilxt4b6g 93 1 [ [ -LRB- cord-132843-ilxt4b6g 93 2 81 81 CD cord-132843-ilxt4b6g 93 3 ] ] -RRB- cord-132843-ilxt4b6g 93 4 provided provide VBD cord-132843-ilxt4b6g 93 5 a a DT cord-132843-ilxt4b6g 93 6 survey survey NN cord-132843-ilxt4b6g 93 7 and and CC cord-132843-ilxt4b6g 93 8 categorization categorization NN cord-132843-ilxt4b6g 93 9 of of IN cord-132843-ilxt4b6g 93 10 applications application NNS cord-132843-ilxt4b6g 93 11 that that WDT cord-132843-ilxt4b6g 93 12 utilize utilize VBP cord-132843-ilxt4b6g 93 13 predictive predictive JJ cord-132843-ilxt4b6g 93 14 analytics analytic NNS cord-132843-ilxt4b6g 93 15 techniques technique NNS cord-132843-ilxt4b6g 93 16 to to TO cord-132843-ilxt4b6g 93 17 perform perform VB cord-132843-ilxt4b6g 93 18 event event NN cord-132843-ilxt4b6g 93 19 processing processing NN cord-132843-ilxt4b6g 93 20 and and CC cord-132843-ilxt4b6g 93 21 detection detection NN cord-132843-ilxt4b6g 93 22 , , , cord-132843-ilxt4b6g 93 23 while while IN cord-132843-ilxt4b6g 93 24 Jiang Jiang NNP cord-132843-ilxt4b6g 93 25 [ [ -LRB- cord-132843-ilxt4b6g 93 26 105 105 CD cord-132843-ilxt4b6g 93 27 ] ] -RRB- cord-132843-ilxt4b6g 93 28 focused focus VBN cord-132843-ilxt4b6g 93 29 on on IN cord-132843-ilxt4b6g 93 30 spatial spatial JJ cord-132843-ilxt4b6g 93 31 prediction prediction NN cord-132843-ilxt4b6g 93 32 methods method NNS cord-132843-ilxt4b6g 93 33 that that WDT cord-132843-ilxt4b6g 93 34 predict predict VBP cord-132843-ilxt4b6g 93 35 the the DT cord-132843-ilxt4b6g 93 36 indices index NNS cord-132843-ilxt4b6g 93 37 that that WDT cord-132843-ilxt4b6g 93 38 have have VBP cord-132843-ilxt4b6g 93 39 spatial spatial JJ cord-132843-ilxt4b6g 93 40 dependency dependency NN cord-132843-ilxt4b6g 93 41 . . . cord-132843-ilxt4b6g 94 1 Baklr Baklr NNP cord-132843-ilxt4b6g 94 2 et et NNP cord-132843-ilxt4b6g 94 3 al al NNP cord-132843-ilxt4b6g 94 4 . . . cord-132843-ilxt4b6g 95 1 [ [ -LRB- cord-132843-ilxt4b6g 95 2 17 17 CD cord-132843-ilxt4b6g 95 3 ] ] -RRB- cord-132843-ilxt4b6g 95 4 summarized summarize VBD cord-132843-ilxt4b6g 95 5 the the DT cord-132843-ilxt4b6g 95 6 literature literature NN cord-132843-ilxt4b6g 95 7 on on IN cord-132843-ilxt4b6g 95 8 predicting predict VBG cord-132843-ilxt4b6g 95 9 structural structural JJ cord-132843-ilxt4b6g 95 10 data datum NNS cord-132843-ilxt4b6g 95 11 such such JJ cord-132843-ilxt4b6g 95 12 as as IN cord-132843-ilxt4b6g 95 13 geometric geometric JJ cord-132843-ilxt4b6g 95 14 objects object NNS cord-132843-ilxt4b6g 95 15 and and CC cord-132843-ilxt4b6g 95 16 networks network NNS cord-132843-ilxt4b6g 95 17 , , , cord-132843-ilxt4b6g 95 18 and and CC cord-132843-ilxt4b6g 95 19 Arias Arias NNP cord-132843-ilxt4b6g 95 20 et et FW cord-132843-ilxt4b6g 95 21 al al NNP cord-132843-ilxt4b6g 95 22 . . . cord-132843-ilxt4b6g 96 1 [ [ -LRB- cord-132843-ilxt4b6g 96 2 12 12 CD cord-132843-ilxt4b6g 96 3 ] ] -RRB- cord-132843-ilxt4b6g 96 4 Phillips Phillips NNP cord-132843-ilxt4b6g 96 5 et et NNP cord-132843-ilxt4b6g 96 6 al al NNP cord-132843-ilxt4b6g 96 7 . . . cord-132843-ilxt4b6g 97 1 [ [ -LRB- cord-132843-ilxt4b6g 97 2 163 163 CD cord-132843-ilxt4b6g 97 3 ] ] -RRB- cord-132843-ilxt4b6g 97 4 , , , cord-132843-ilxt4b6g 97 5 and and CC cord-132843-ilxt4b6g 97 6 Yu Yu NNP cord-132843-ilxt4b6g 97 7 and and CC cord-132843-ilxt4b6g 97 8 Kak Kak NNP cord-132843-ilxt4b6g 97 9 [ [ -LRB- cord-132843-ilxt4b6g 97 10 232 232 CD cord-132843-ilxt4b6g 97 11 ] ] -RRB- cord-132843-ilxt4b6g 97 12 all all DT cord-132843-ilxt4b6g 97 13 proposed propose VBD cord-132843-ilxt4b6g 97 14 the the DT cord-132843-ilxt4b6g 97 15 techniques technique NNS cord-132843-ilxt4b6g 97 16 for for IN cord-132843-ilxt4b6g 97 17 predictive predictive JJ cord-132843-ilxt4b6g 97 18 analysis analysis NN cord-132843-ilxt4b6g 97 19 using use VBG cord-132843-ilxt4b6g 97 20 social social JJ cord-132843-ilxt4b6g 97 21 data datum NNS cord-132843-ilxt4b6g 97 22 . . . cord-132843-ilxt4b6g 98 1 As as IN cord-132843-ilxt4b6g 98 2 event event NN cord-132843-ilxt4b6g 98 3 prediction prediction NN cord-132843-ilxt4b6g 98 4 methods method NNS cord-132843-ilxt4b6g 98 5 are be VBP cord-132843-ilxt4b6g 98 6 typically typically RB cord-132843-ilxt4b6g 98 7 motivated motivate VBN cord-132843-ilxt4b6g 98 8 by by IN cord-132843-ilxt4b6g 98 9 specific specific JJ cord-132843-ilxt4b6g 98 10 application application NN cord-132843-ilxt4b6g 98 11 domains domain NNS cord-132843-ilxt4b6g 98 12 , , , cord-132843-ilxt4b6g 98 13 there there EX cord-132843-ilxt4b6g 98 14 are be VBP cord-132843-ilxt4b6g 98 15 a a DT cord-132843-ilxt4b6g 98 16 number number NN cord-132843-ilxt4b6g 98 17 of of IN cord-132843-ilxt4b6g 98 18 surveys survey NNS cord-132843-ilxt4b6g 98 19 event event NN cord-132843-ilxt4b6g 98 20 predictions prediction NNS cord-132843-ilxt4b6g 98 21 for for IN cord-132843-ilxt4b6g 98 22 domains domain NNS cord-132843-ilxt4b6g 98 23 such such JJ cord-132843-ilxt4b6g 98 24 as as IN cord-132843-ilxt4b6g 98 25 flood flood NN cord-132843-ilxt4b6g 98 26 events event NNS cord-132843-ilxt4b6g 98 27 [ [ -LRB- cord-132843-ilxt4b6g 98 28 47 47 CD cord-132843-ilxt4b6g 98 29 ] ] -RRB- cord-132843-ilxt4b6g 98 30 , , , cord-132843-ilxt4b6g 98 31 social social JJ cord-132843-ilxt4b6g 98 32 unrest unrest NN cord-132843-ilxt4b6g 98 33 [ [ -LRB- cord-132843-ilxt4b6g 98 34 29 29 CD cord-132843-ilxt4b6g 98 35 ] ] -RRB- cord-132843-ilxt4b6g 98 36 , , , cord-132843-ilxt4b6g 98 37 wind wind NN cord-132843-ilxt4b6g 98 38 power power NN cord-132843-ilxt4b6g 98 39 ramp ramp NN cord-132843-ilxt4b6g 98 40 forecasting forecast VBG cord-132843-ilxt4b6g 98 41 [ [ -LRB- cord-132843-ilxt4b6g 98 42 76 76 CD cord-132843-ilxt4b6g 98 43 ] ] -RRB- cord-132843-ilxt4b6g 98 44 , , , cord-132843-ilxt4b6g 98 45 tornado tornado NN cord-132843-ilxt4b6g 98 46 events event NNS cord-132843-ilxt4b6g 98 47 [ [ -LRB- cord-132843-ilxt4b6g 98 48 68 68 CD cord-132843-ilxt4b6g 98 49 ] ] -RRB- cord-132843-ilxt4b6g 98 50 , , , cord-132843-ilxt4b6g 98 51 temporal temporal JJ cord-132843-ilxt4b6g 98 52 events event NNS cord-132843-ilxt4b6g 98 53 without without IN cord-132843-ilxt4b6g 98 54 location location NN cord-132843-ilxt4b6g 98 55 information information NN cord-132843-ilxt4b6g 98 56 [ [ -LRB- cord-132843-ilxt4b6g 98 57 87 87 CD cord-132843-ilxt4b6g 98 58 ] ] -RRB- cord-132843-ilxt4b6g 98 59 , , , cord-132843-ilxt4b6g 98 60 online online JJ cord-132843-ilxt4b6g 98 61 failures failure NNS cord-132843-ilxt4b6g 98 62 [ [ -LRB- cord-132843-ilxt4b6g 98 63 182 182 CD cord-132843-ilxt4b6g 98 64 ] ] -RRB- cord-132843-ilxt4b6g 98 65 , , , cord-132843-ilxt4b6g 98 66 and and CC cord-132843-ilxt4b6g 98 67 business business NN cord-132843-ilxt4b6g 98 68 failures failure NNS cord-132843-ilxt4b6g 98 69 [ [ -LRB- cord-132843-ilxt4b6g 98 70 6 6 CD cord-132843-ilxt4b6g 98 71 ] ] -RRB- cord-132843-ilxt4b6g 98 72 . . . cord-132843-ilxt4b6g 99 1 However however RB cord-132843-ilxt4b6g 99 2 , , , cord-132843-ilxt4b6g 99 3 in in IN cord-132843-ilxt4b6g 99 4 spite spite NN cord-132843-ilxt4b6g 99 5 of of IN cord-132843-ilxt4b6g 99 6 its -PRON- PRP$ cord-132843-ilxt4b6g 99 7 promise promise NN cord-132843-ilxt4b6g 99 8 and and CC cord-132843-ilxt4b6g 99 9 its -PRON- PRP$ cord-132843-ilxt4b6g 99 10 rapid rapid JJ cord-132843-ilxt4b6g 99 11 growth growth NN cord-132843-ilxt4b6g 99 12 in in IN cord-132843-ilxt4b6g 99 13 recent recent JJ cord-132843-ilxt4b6g 99 14 years year NNS cord-132843-ilxt4b6g 99 15 , , , cord-132843-ilxt4b6g 99 16 the the DT cord-132843-ilxt4b6g 99 17 domain domain NN cord-132843-ilxt4b6g 99 18 of of IN cord-132843-ilxt4b6g 99 19 event event NN cord-132843-ilxt4b6g 99 20 prediction prediction NN cord-132843-ilxt4b6g 99 21 in in IN cord-132843-ilxt4b6g 99 22 big big JJ cord-132843-ilxt4b6g 99 23 data datum NNS cord-132843-ilxt4b6g 99 24 still still RB cord-132843-ilxt4b6g 99 25 suffers suffer VBZ cord-132843-ilxt4b6g 99 26 from from IN cord-132843-ilxt4b6g 99 27 the the DT cord-132843-ilxt4b6g 99 28 lack lack NN cord-132843-ilxt4b6g 99 29 of of IN cord-132843-ilxt4b6g 99 30 a a DT cord-132843-ilxt4b6g 99 31 comprehensive comprehensive JJ cord-132843-ilxt4b6g 99 32 and and CC cord-132843-ilxt4b6g 99 33 systematic systematic JJ cord-132843-ilxt4b6g 99 34 literature literature NN cord-132843-ilxt4b6g 99 35 survey survey NN cord-132843-ilxt4b6g 99 36 covering cover VBG cord-132843-ilxt4b6g 99 37 all all PDT cord-132843-ilxt4b6g 99 38 its -PRON- PRP$ cord-132843-ilxt4b6g 99 39 various various JJ cord-132843-ilxt4b6g 99 40 aspects aspect NNS cord-132843-ilxt4b6g 99 41 , , , cord-132843-ilxt4b6g 99 42 including include VBG cord-132843-ilxt4b6g 99 43 relevant relevant JJ cord-132843-ilxt4b6g 99 44 techniques technique NNS cord-132843-ilxt4b6g 99 45 , , , cord-132843-ilxt4b6g 99 46 applications application NNS cord-132843-ilxt4b6g 99 47 , , , cord-132843-ilxt4b6g 99 48 evaluations evaluation NNS cord-132843-ilxt4b6g 99 49 , , , cord-132843-ilxt4b6g 99 50 and and CC cord-132843-ilxt4b6g 99 51 open open JJ cord-132843-ilxt4b6g 99 52 problems problem NNS cord-132843-ilxt4b6g 99 53 . . . cord-132843-ilxt4b6g 100 1 The the DT cord-132843-ilxt4b6g 100 2 remainder remainder NN cord-132843-ilxt4b6g 100 3 of of IN cord-132843-ilxt4b6g 100 4 this this DT cord-132843-ilxt4b6g 100 5 article article NN cord-132843-ilxt4b6g 100 6 is be VBZ cord-132843-ilxt4b6g 100 7 organized organize VBN cord-132843-ilxt4b6g 100 8 as as IN cord-132843-ilxt4b6g 100 9 follows follow NNS cord-132843-ilxt4b6g 100 10 . . . cord-132843-ilxt4b6g 101 1 Section section NN cord-132843-ilxt4b6g 101 2 2 2 CD cord-132843-ilxt4b6g 101 3 presents present VBZ cord-132843-ilxt4b6g 101 4 generic generic JJ cord-132843-ilxt4b6g 101 5 problem problem NN cord-132843-ilxt4b6g 101 6 formulations formulation NNS cord-132843-ilxt4b6g 101 7 for for IN cord-132843-ilxt4b6g 101 8 event event NN cord-132843-ilxt4b6g 101 9 prediction prediction NN cord-132843-ilxt4b6g 101 10 and and CC cord-132843-ilxt4b6g 101 11 the the DT cord-132843-ilxt4b6g 101 12 evaluation evaluation NN cord-132843-ilxt4b6g 101 13 of of IN cord-132843-ilxt4b6g 101 14 event event NN cord-132843-ilxt4b6g 101 15 prediction prediction NN cord-132843-ilxt4b6g 101 16 results result NNS cord-132843-ilxt4b6g 101 17 . . . cord-132843-ilxt4b6g 102 1 Section section NN cord-132843-ilxt4b6g 102 2 3 3 CD cord-132843-ilxt4b6g 102 3 then then RB cord-132843-ilxt4b6g 102 4 presents present VBZ cord-132843-ilxt4b6g 102 5 a a DT cord-132843-ilxt4b6g 102 6 taxonomy taxonomy NN cord-132843-ilxt4b6g 102 7 and and CC cord-132843-ilxt4b6g 102 8 comprehensive comprehensive JJ cord-132843-ilxt4b6g 102 9 description description NN cord-132843-ilxt4b6g 102 10 of of IN cord-132843-ilxt4b6g 102 11 event event NN cord-132843-ilxt4b6g 102 12 prediction prediction NN cord-132843-ilxt4b6g 102 13 techniques technique NNS cord-132843-ilxt4b6g 102 14 , , , cord-132843-ilxt4b6g 102 15 after after IN cord-132843-ilxt4b6g 102 16 which which WDT cord-132843-ilxt4b6g 102 17 Section section NN cord-132843-ilxt4b6g 102 18 4 4 CD cord-132843-ilxt4b6g 102 19 categorizes categorize VBZ cord-132843-ilxt4b6g 102 20 and and CC cord-132843-ilxt4b6g 102 21 summarizes summarize VBZ cord-132843-ilxt4b6g 102 22 the the DT cord-132843-ilxt4b6g 102 23 various various JJ cord-132843-ilxt4b6g 102 24 applications application NNS cord-132843-ilxt4b6g 102 25 of of IN cord-132843-ilxt4b6g 102 26 event event NN cord-132843-ilxt4b6g 102 27 prediction prediction NN cord-132843-ilxt4b6g 102 28 . . . cord-132843-ilxt4b6g 103 1 Section section NN cord-132843-ilxt4b6g 103 2 5 5 CD cord-132843-ilxt4b6g 103 3 lists list VBZ cord-132843-ilxt4b6g 103 4 the the DT cord-132843-ilxt4b6g 103 5 open open JJ cord-132843-ilxt4b6g 103 6 problems problem NNS cord-132843-ilxt4b6g 103 7 and and CC cord-132843-ilxt4b6g 103 8 suggests suggest VBZ cord-132843-ilxt4b6g 103 9 future future JJ cord-132843-ilxt4b6g 103 10 research research NN cord-132843-ilxt4b6g 103 11 directions direction NNS cord-132843-ilxt4b6g 103 12 and and CC cord-132843-ilxt4b6g 103 13 this this DT cord-132843-ilxt4b6g 103 14 survey survey NN cord-132843-ilxt4b6g 103 15 concludes conclude VBZ cord-132843-ilxt4b6g 103 16 with with IN cord-132843-ilxt4b6g 103 17 a a DT cord-132843-ilxt4b6g 103 18 brief brief JJ cord-132843-ilxt4b6g 103 19 summary summary NN cord-132843-ilxt4b6g 103 20 in in IN cord-132843-ilxt4b6g 103 21 Section section NN cord-132843-ilxt4b6g 103 22 6 6 CD cord-132843-ilxt4b6g 103 23 . . . cord-132843-ilxt4b6g 104 1 This this DT cord-132843-ilxt4b6g 104 2 section section NN cord-132843-ilxt4b6g 104 3 begins begin VBZ cord-132843-ilxt4b6g 104 4 by by IN cord-132843-ilxt4b6g 104 5 examining examine VBG cord-132843-ilxt4b6g 104 6 the the DT cord-132843-ilxt4b6g 104 7 generic generic JJ cord-132843-ilxt4b6g 104 8 denotation denotation NN cord-132843-ilxt4b6g 104 9 and and CC cord-132843-ilxt4b6g 104 10 formulation formulation NN cord-132843-ilxt4b6g 104 11 of of IN cord-132843-ilxt4b6g 104 12 the the DT cord-132843-ilxt4b6g 104 13 event event NN cord-132843-ilxt4b6g 104 14 prediction prediction NN cord-132843-ilxt4b6g 104 15 problem problem NN cord-132843-ilxt4b6g 104 16 ( ( -LRB- cord-132843-ilxt4b6g 104 17 Section section NN cord-132843-ilxt4b6g 104 18 2.1 2.1 CD cord-132843-ilxt4b6g 104 19 ) ) -RRB- cord-132843-ilxt4b6g 104 20 and and CC cord-132843-ilxt4b6g 104 21 then then RB cord-132843-ilxt4b6g 104 22 considers consider VBZ cord-132843-ilxt4b6g 104 23 way way NN cord-132843-ilxt4b6g 104 24 to to TO cord-132843-ilxt4b6g 104 25 standardize standardize VB cord-132843-ilxt4b6g 104 26 event event NN cord-132843-ilxt4b6g 104 27 prediction prediction NN cord-132843-ilxt4b6g 104 28 evaluations evaluation NNS cord-132843-ilxt4b6g 104 29 ( ( -LRB- cord-132843-ilxt4b6g 104 30 Section section NN cord-132843-ilxt4b6g 104 31 2.2 2.2 CD cord-132843-ilxt4b6g 104 32 ) ) -RRB- cord-132843-ilxt4b6g 104 33 . . . cord-132843-ilxt4b6g 105 1 An an DT cord-132843-ilxt4b6g 105 2 event event NN cord-132843-ilxt4b6g 105 3 refers refer VBZ cord-132843-ilxt4b6g 105 4 to to IN cord-132843-ilxt4b6g 105 5 a a DT cord-132843-ilxt4b6g 105 6 real real JJ cord-132843-ilxt4b6g 105 7 - - HYPH cord-132843-ilxt4b6g 105 8 world world NN cord-132843-ilxt4b6g 105 9 occurrence occurrence NN cord-132843-ilxt4b6g 105 10 that that WDT cord-132843-ilxt4b6g 105 11 happens happen VBZ cord-132843-ilxt4b6g 105 12 at at IN cord-132843-ilxt4b6g 105 13 some some DT cord-132843-ilxt4b6g 105 14 specific specific JJ cord-132843-ilxt4b6g 105 15 time time NN cord-132843-ilxt4b6g 105 16 and and CC cord-132843-ilxt4b6g 105 17 location location NN cord-132843-ilxt4b6g 105 18 with with IN cord-132843-ilxt4b6g 105 19 specific specific JJ cord-132843-ilxt4b6g 105 20 semantic semantic JJ cord-132843-ilxt4b6g 105 21 topic topic NN cord-132843-ilxt4b6g 105 22 [ [ -LRB- cord-132843-ilxt4b6g 105 23 222 222 CD cord-132843-ilxt4b6g 105 24 ] ] -RRB- cord-132843-ilxt4b6g 105 25 . . . cord-132843-ilxt4b6g 106 1 We -PRON- PRP cord-132843-ilxt4b6g 106 2 can can MD cord-132843-ilxt4b6g 106 3 use use VB cord-132843-ilxt4b6g 106 4 y y NNP cord-132843-ilxt4b6g 106 5 = = NN cord-132843-ilxt4b6g 107 1 ( ( -LRB- cord-132843-ilxt4b6g 107 2 t t NNP cord-132843-ilxt4b6g 107 3 , , , cord-132843-ilxt4b6g 107 4 l l NNP cord-132843-ilxt4b6g 107 5 , , , cord-132843-ilxt4b6g 107 6 s s NNP cord-132843-ilxt4b6g 107 7 ) ) -RRB- cord-132843-ilxt4b6g 107 8 to to TO cord-132843-ilxt4b6g 107 9 denote denote VB cord-132843-ilxt4b6g 107 10 an an DT cord-132843-ilxt4b6g 107 11 event event NN cord-132843-ilxt4b6g 107 12 where where WRB cord-132843-ilxt4b6g 107 13 its -PRON- PRP$ cord-132843-ilxt4b6g 107 14 time time NN cord-132843-ilxt4b6g 107 15 t t NN cord-132843-ilxt4b6g 107 16 ∈ ∈ NNP cord-132843-ilxt4b6g 107 17 T T NNP cord-132843-ilxt4b6g 107 18 , , , cord-132843-ilxt4b6g 107 19 its -PRON- PRP$ cord-132843-ilxt4b6g 107 20 location location NN cord-132843-ilxt4b6g 107 21 l l NN cord-132843-ilxt4b6g 107 22 ∈ ∈ NNP cord-132843-ilxt4b6g 107 23 L L NNP cord-132843-ilxt4b6g 107 24 , , , cord-132843-ilxt4b6g 107 25 and and CC cord-132843-ilxt4b6g 108 1 its -PRON- PRP$ cord-132843-ilxt4b6g 108 2 semantic semantic JJ cord-132843-ilxt4b6g 108 3 meaning meaning NN cord-132843-ilxt4b6g 108 4 s s NN cord-132843-ilxt4b6g 108 5 ∈ ∈ NNP cord-132843-ilxt4b6g 108 6 S. S. NNP cord-132843-ilxt4b6g 109 1 Here here RB cord-132843-ilxt4b6g 109 2 , , , cord-132843-ilxt4b6g 109 3 T T NNP cord-132843-ilxt4b6g 109 4 , , , cord-132843-ilxt4b6g 109 5 L L NNP cord-132843-ilxt4b6g 109 6 , , , cord-132843-ilxt4b6g 109 7 and and CC cord-132843-ilxt4b6g 109 8 S S NNP cord-132843-ilxt4b6g 109 9 represent represent VBP cord-132843-ilxt4b6g 109 10 the the DT cord-132843-ilxt4b6g 109 11 time time NN cord-132843-ilxt4b6g 109 12 domain domain NN cord-132843-ilxt4b6g 109 13 , , , cord-132843-ilxt4b6g 109 14 location location NN cord-132843-ilxt4b6g 109 15 domain domain NN cord-132843-ilxt4b6g 109 16 , , , cord-132843-ilxt4b6g 109 17 and and CC cord-132843-ilxt4b6g 109 18 semantic semantic JJ cord-132843-ilxt4b6g 109 19 domain domain NN cord-132843-ilxt4b6g 109 20 , , , cord-132843-ilxt4b6g 109 21 respectively respectively RB cord-132843-ilxt4b6g 109 22 . . . cord-132843-ilxt4b6g 110 1 Notice notice VB cord-132843-ilxt4b6g 110 2 that that IN cord-132843-ilxt4b6g 110 3 these these DT cord-132843-ilxt4b6g 110 4 domains domain NNS cord-132843-ilxt4b6g 110 5 need need VBP cord-132843-ilxt4b6g 110 6 to to TO cord-132843-ilxt4b6g 110 7 have have VB cord-132843-ilxt4b6g 110 8 very very RB cord-132843-ilxt4b6g 110 9 general general JJ cord-132843-ilxt4b6g 110 10 meanings meaning NNS cord-132843-ilxt4b6g 110 11 that that WDT cord-132843-ilxt4b6g 110 12 cover cover VBP cord-132843-ilxt4b6g 110 13 a a DT cord-132843-ilxt4b6g 110 14 wide wide JJ cord-132843-ilxt4b6g 110 15 range range NN cord-132843-ilxt4b6g 110 16 of of IN cord-132843-ilxt4b6g 110 17 types type NNS cord-132843-ilxt4b6g 110 18 of of IN cord-132843-ilxt4b6g 110 19 entities entity NNS cord-132843-ilxt4b6g 110 20 . . . cord-132843-ilxt4b6g 111 1 For for IN cord-132843-ilxt4b6g 111 2 example example NN cord-132843-ilxt4b6g 111 3 , , , cord-132843-ilxt4b6g 111 4 the the DT cord-132843-ilxt4b6g 111 5 location location NN cord-132843-ilxt4b6g 111 6 L l NN cord-132843-ilxt4b6g 111 7 can can MD cord-132843-ilxt4b6g 111 8 include include VB cord-132843-ilxt4b6g 111 9 any any DT cord-132843-ilxt4b6g 111 10 features feature NNS cord-132843-ilxt4b6g 111 11 that that WDT cord-132843-ilxt4b6g 111 12 can can MD cord-132843-ilxt4b6g 111 13 be be VB cord-132843-ilxt4b6g 111 14 used use VBN cord-132843-ilxt4b6g 111 15 to to TO cord-132843-ilxt4b6g 111 16 locate locate VB cord-132843-ilxt4b6g 111 17 the the DT cord-132843-ilxt4b6g 111 18 place place NN cord-132843-ilxt4b6g 111 19 of of IN cord-132843-ilxt4b6g 111 20 an an DT cord-132843-ilxt4b6g 111 21 event event NN cord-132843-ilxt4b6g 111 22 in in IN cord-132843-ilxt4b6g 111 23 terms term NNS cord-132843-ilxt4b6g 111 24 of of IN cord-132843-ilxt4b6g 111 25 a a DT cord-132843-ilxt4b6g 111 26 point point NN cord-132843-ilxt4b6g 111 27 or or CC cord-132843-ilxt4b6g 111 28 a a DT cord-132843-ilxt4b6g 111 29 neighborhood neighborhood NN cord-132843-ilxt4b6g 111 30 in in IN cord-132843-ilxt4b6g 111 31 either either CC cord-132843-ilxt4b6g 111 32 Euclidean euclidean JJ cord-132843-ilxt4b6g 111 33 space space NN cord-132843-ilxt4b6g 111 34 ( ( -LRB- cord-132843-ilxt4b6g 111 35 e.g. e.g. RB cord-132843-ilxt4b6g 111 36 , , , cord-132843-ilxt4b6g 111 37 coordinate coordinate VB cord-132843-ilxt4b6g 111 38 and and CC cord-132843-ilxt4b6g 111 39 geospatial geospatial JJ cord-132843-ilxt4b6g 111 40 region region NN cord-132843-ilxt4b6g 111 41 ) ) -RRB- cord-132843-ilxt4b6g 111 42 or or CC cord-132843-ilxt4b6g 111 43 non non JJ cord-132843-ilxt4b6g 111 44 - - JJ cord-132843-ilxt4b6g 111 45 Euclidean euclidean JJ cord-132843-ilxt4b6g 111 46 space space NN cord-132843-ilxt4b6g 111 47 ( ( -LRB- cord-132843-ilxt4b6g 111 48 e.g. e.g. RB cord-132843-ilxt4b6g 111 49 , , , cord-132843-ilxt4b6g 111 50 a a DT cord-132843-ilxt4b6g 111 51 vertex vertex NN cord-132843-ilxt4b6g 111 52 or or CC cord-132843-ilxt4b6g 111 53 subgraph subgraph NN cord-132843-ilxt4b6g 111 54 in in IN cord-132843-ilxt4b6g 111 55 a a DT cord-132843-ilxt4b6g 111 56 network network NN cord-132843-ilxt4b6g 111 57 ) ) -RRB- cord-132843-ilxt4b6g 111 58 . . . cord-132843-ilxt4b6g 112 1 Similarly similarly RB cord-132843-ilxt4b6g 112 2 , , , cord-132843-ilxt4b6g 112 3 the the DT cord-132843-ilxt4b6g 112 4 semantic semantic JJ cord-132843-ilxt4b6g 112 5 domain domain NN cord-132843-ilxt4b6g 112 6 S S NNP cord-132843-ilxt4b6g 112 7 can can MD cord-132843-ilxt4b6g 112 8 contain contain VB cord-132843-ilxt4b6g 112 9 any any DT cord-132843-ilxt4b6g 112 10 type type NN cord-132843-ilxt4b6g 112 11 of of IN cord-132843-ilxt4b6g 112 12 semantic semantic JJ cord-132843-ilxt4b6g 112 13 features feature NNS cord-132843-ilxt4b6g 112 14 that that WDT cord-132843-ilxt4b6g 112 15 are be VBP cord-132843-ilxt4b6g 112 16 useful useful JJ cord-132843-ilxt4b6g 112 17 when when WRB cord-132843-ilxt4b6g 112 18 elaborating elaborate VBG cord-132843-ilxt4b6g 112 19 the the DT cord-132843-ilxt4b6g 112 20 semantics semantic NNS cord-132843-ilxt4b6g 112 21 of of IN cord-132843-ilxt4b6g 112 22 an an DT cord-132843-ilxt4b6g 112 23 event event NN cord-132843-ilxt4b6g 112 24 's 's POS cord-132843-ilxt4b6g 112 25 various various JJ cord-132843-ilxt4b6g 112 26 aspects aspect NNS cord-132843-ilxt4b6g 112 27 , , , cord-132843-ilxt4b6g 112 28 including include VBG cord-132843-ilxt4b6g 112 29 its -PRON- PRP$ cord-132843-ilxt4b6g 112 30 actors actor NNS cord-132843-ilxt4b6g 112 31 , , , cord-132843-ilxt4b6g 112 32 objects object NNS cord-132843-ilxt4b6g 112 33 , , , cord-132843-ilxt4b6g 112 34 actions action NNS cord-132843-ilxt4b6g 112 35 , , , cord-132843-ilxt4b6g 112 36 magnitude magnitude NN cord-132843-ilxt4b6g 112 37 , , , cord-132843-ilxt4b6g 112 38 textual textual JJ cord-132843-ilxt4b6g 112 39 descriptions description NNS cord-132843-ilxt4b6g 112 40 , , , cord-132843-ilxt4b6g 112 41 and and CC cord-132843-ilxt4b6g 112 42 other other JJ cord-132843-ilxt4b6g 112 43 profiling profile VBG cord-132843-ilxt4b6g 112 44 information information NN cord-132843-ilxt4b6g 112 45 . . . cord-132843-ilxt4b6g 113 1 For for IN cord-132843-ilxt4b6g 113 2 example example NN cord-132843-ilxt4b6g 113 3 , , , cord-132843-ilxt4b6g 113 4 ( ( -LRB- cord-132843-ilxt4b6g 113 5 " " `` cord-132843-ilxt4b6g 113 6 11 11 CD cord-132843-ilxt4b6g 113 7 am a.m. NN cord-132843-ilxt4b6g 113 8 , , , cord-132843-ilxt4b6g 113 9 June June NNP cord-132843-ilxt4b6g 113 10 1 1 CD cord-132843-ilxt4b6g 113 11 , , , cord-132843-ilxt4b6g 113 12 2019 2019 CD cord-132843-ilxt4b6g 113 13 " " '' cord-132843-ilxt4b6g 113 14 , , , cord-132843-ilxt4b6g 113 15 " " `` cord-132843-ilxt4b6g 113 16 Hermosillo Hermosillo NNP cord-132843-ilxt4b6g 113 17 , , , cord-132843-ilxt4b6g 113 18 Sonora Sonora NNP cord-132843-ilxt4b6g 113 19 , , , cord-132843-ilxt4b6g 113 20 Mexico Mexico NNP cord-132843-ilxt4b6g 113 21 " " '' cord-132843-ilxt4b6g 113 22 , , , cord-132843-ilxt4b6g 113 23 " " `` cord-132843-ilxt4b6g 113 24 Student Student NNP cord-132843-ilxt4b6g 113 25 Protests protest NNS cord-132843-ilxt4b6g 113 26 " " '' cord-132843-ilxt4b6g 113 27 ) ) -RRB- cord-132843-ilxt4b6g 113 28 and and CC cord-132843-ilxt4b6g 113 29 ( ( -LRB- cord-132843-ilxt4b6g 113 30 " " `` cord-132843-ilxt4b6g 113 31 June June NNP cord-132843-ilxt4b6g 113 32 1 1 CD cord-132843-ilxt4b6g 113 33 , , , cord-132843-ilxt4b6g 113 34 2010 2010 CD cord-132843-ilxt4b6g 113 35 " " '' cord-132843-ilxt4b6g 113 36 , , , cord-132843-ilxt4b6g 113 37 âĂIJBerlin âĂIJBerlin NNP cord-132843-ilxt4b6g 113 38 , , , cord-132843-ilxt4b6g 113 39 Germany Germany NNP cord-132843-ilxt4b6g 113 40 " " '' cord-132843-ilxt4b6g 113 41 , , , cord-132843-ilxt4b6g 113 42 " " `` cord-132843-ilxt4b6g 113 43 Red Red NNP cord-132843-ilxt4b6g 113 44 Cross Cross NNP cord-132843-ilxt4b6g 113 45 helps help VBZ cord-132843-ilxt4b6g 113 46 pandemics pandemic NNS cord-132843-ilxt4b6g 113 47 control control VB cord-132843-ilxt4b6g 113 48 " " '' cord-132843-ilxt4b6g 113 49 ) ) -RRB- cord-132843-ilxt4b6g 113 50 denote denote VB cord-132843-ilxt4b6g 113 51 the the DT cord-132843-ilxt4b6g 113 52 time time NN cord-132843-ilxt4b6g 113 53 , , , cord-132843-ilxt4b6g 113 54 location location NN cord-132843-ilxt4b6g 113 55 , , , cord-132843-ilxt4b6g 113 56 and and CC cord-132843-ilxt4b6g 113 57 semantics semantic NNS cord-132843-ilxt4b6g 113 58 , , , cord-132843-ilxt4b6g 113 59 for for IN cord-132843-ilxt4b6g 113 60 two two CD cord-132843-ilxt4b6g 113 61 events event NNS cord-132843-ilxt4b6g 113 62 respectively respectively RB cord-132843-ilxt4b6g 113 63 . . . cord-132843-ilxt4b6g 114 1 An an DT cord-132843-ilxt4b6g 114 2 event event NN cord-132843-ilxt4b6g 114 3 prediction prediction NN cord-132843-ilxt4b6g 114 4 system system NN cord-132843-ilxt4b6g 114 5 requires require VBZ cord-132843-ilxt4b6g 114 6 inputs input NNS cord-132843-ilxt4b6g 114 7 that that WDT cord-132843-ilxt4b6g 114 8 could could MD cord-132843-ilxt4b6g 114 9 indicate indicate VB cord-132843-ilxt4b6g 114 10 future future JJ cord-132843-ilxt4b6g 114 11 events event NNS cord-132843-ilxt4b6g 114 12 , , , cord-132843-ilxt4b6g 114 13 called call VBN cord-132843-ilxt4b6g 114 14 event event NN cord-132843-ilxt4b6g 114 15 indicators indicator NNS cord-132843-ilxt4b6g 114 16 , , , cord-132843-ilxt4b6g 114 17 and and CC cord-132843-ilxt4b6g 114 18 these these DT cord-132843-ilxt4b6g 114 19 could could MD cord-132843-ilxt4b6g 114 20 contain contain VB cord-132843-ilxt4b6g 114 21 both both DT cord-132843-ilxt4b6g 114 22 critical critical JJ cord-132843-ilxt4b6g 114 23 information information NN cord-132843-ilxt4b6g 114 24 on on IN cord-132843-ilxt4b6g 114 25 events event NNS cord-132843-ilxt4b6g 114 26 that that WDT cord-132843-ilxt4b6g 114 27 precede precede VBP cord-132843-ilxt4b6g 114 28 the the DT cord-132843-ilxt4b6g 114 29 future future JJ cord-132843-ilxt4b6g 114 30 event event NN cord-132843-ilxt4b6g 114 31 , , , cord-132843-ilxt4b6g 114 32 known know VBN cord-132843-ilxt4b6g 114 33 as as IN cord-132843-ilxt4b6g 114 34 precursors precursor NNS cord-132843-ilxt4b6g 114 35 , , , cord-132843-ilxt4b6g 114 36 as as RB cord-132843-ilxt4b6g 114 37 well well RB cord-132843-ilxt4b6g 114 38 as as IN cord-132843-ilxt4b6g 114 39 irrelevant irrelevant JJ cord-132843-ilxt4b6g 114 40 information information NN cord-132843-ilxt4b6g 114 41 [ [ -LRB- cord-132843-ilxt4b6g 114 42 86 86 CD cord-132843-ilxt4b6g 114 43 , , , cord-132843-ilxt4b6g 114 44 171 171 CD cord-132843-ilxt4b6g 114 45 ] ] -RRB- cord-132843-ilxt4b6g 114 46 . . . cord-132843-ilxt4b6g 115 1 Event event NN cord-132843-ilxt4b6g 115 2 indicator indicator NN cord-132843-ilxt4b6g 115 3 data datum NNS cord-132843-ilxt4b6g 115 4 can can MD cord-132843-ilxt4b6g 115 5 be be VB cord-132843-ilxt4b6g 115 6 denoted denote VBN cord-132843-ilxt4b6g 115 7 as as IN cord-132843-ilxt4b6g 115 8 X x NN cord-132843-ilxt4b6g 115 9 ⊆ ⊆ NN cord-132843-ilxt4b6g 115 10 T t NN cord-132843-ilxt4b6g 115 11 × × NN cord-132843-ilxt4b6g 115 12 L l NN cord-132843-ilxt4b6g 115 13 × × NNP cord-132843-ilxt4b6g 115 14 F F NNP cord-132843-ilxt4b6g 115 15 , , , cord-132843-ilxt4b6g 115 16 where where WRB cord-132843-ilxt4b6g 115 17 F F NNP cord-132843-ilxt4b6g 115 18 is be VBZ cord-132843-ilxt4b6g 115 19 the the DT cord-132843-ilxt4b6g 115 20 domain domain NN cord-132843-ilxt4b6g 115 21 of of IN cord-132843-ilxt4b6g 115 22 the the DT cord-132843-ilxt4b6g 115 23 features feature NNS cord-132843-ilxt4b6g 115 24 other other JJ cord-132843-ilxt4b6g 115 25 than than IN cord-132843-ilxt4b6g 115 26 location location NN cord-132843-ilxt4b6g 115 27 and and CC cord-132843-ilxt4b6g 115 28 time time NN cord-132843-ilxt4b6g 115 29 . . . cord-132843-ilxt4b6g 116 1 If if IN cord-132843-ilxt4b6g 116 2 we -PRON- PRP cord-132843-ilxt4b6g 116 3 denote denote VBP cord-132843-ilxt4b6g 116 4 the the DT cord-132843-ilxt4b6g 116 5 current current JJ cord-132843-ilxt4b6g 116 6 time time NN cord-132843-ilxt4b6g 116 7 as as IN cord-132843-ilxt4b6g 116 8 t t NN cord-132843-ilxt4b6g 116 9 now now RB cord-132843-ilxt4b6g 116 10 and and CC cord-132843-ilxt4b6g 116 11 define define VB cord-132843-ilxt4b6g 116 12 the the DT cord-132843-ilxt4b6g 116 13 past past JJ cord-132843-ilxt4b6g 116 14 time time NN cord-132843-ilxt4b6g 116 15 and and CC cord-132843-ilxt4b6g 116 16 future future JJ cord-132843-ilxt4b6g 116 17 time time NN cord-132843-ilxt4b6g 116 18 as as IN cord-132843-ilxt4b6g 116 19 T T NNP cord-132843-ilxt4b6g 116 20 − − NNP cord-132843-ilxt4b6g 116 21 ≡ ≡ NNP cord-132843-ilxt4b6g 116 22 { { -LRB- cord-132843-ilxt4b6g 116 23 t t NN cord-132843-ilxt4b6g 116 24 |t |t NN cord-132843-ilxt4b6g 116 25 ≤ ≤ NNP cord-132843-ilxt4b6g 116 26 t t NNP cord-132843-ilxt4b6g 116 27 now now RB cord-132843-ilxt4b6g 116 28 , , , cord-132843-ilxt4b6g 116 29 t t NN cord-132843-ilxt4b6g 116 30 ∈ ∈ NNP cord-132843-ilxt4b6g 116 31 T T NNP cord-132843-ilxt4b6g 116 32 } } -RRB- cord-132843-ilxt4b6g 116 33 and and CC cord-132843-ilxt4b6g 116 34 T T NNP cord-132843-ilxt4b6g 116 35 + + CC cord-132843-ilxt4b6g 116 36 ≡ ≡ NN cord-132843-ilxt4b6g 117 1 { { -LRB- cord-132843-ilxt4b6g 117 2 t t NN cord-132843-ilxt4b6g 117 3 |t |t NN cord-132843-ilxt4b6g 117 4 > > XX cord-132843-ilxt4b6g 118 1 t t NNP cord-132843-ilxt4b6g 118 2 now now RB cord-132843-ilxt4b6g 118 3 , , , cord-132843-ilxt4b6g 118 4 t t NN cord-132843-ilxt4b6g 118 5 ∈ ∈ NNP cord-132843-ilxt4b6g 118 6 T T NNP cord-132843-ilxt4b6g 118 7 } } -RRB- cord-132843-ilxt4b6g 118 8 , , , cord-132843-ilxt4b6g 118 9 respectively respectively RB cord-132843-ilxt4b6g 118 10 , , , cord-132843-ilxt4b6g 118 11 the the DT cord-132843-ilxt4b6g 118 12 event event NN cord-132843-ilxt4b6g 118 13 prediction prediction NN cord-132843-ilxt4b6g 118 14 problem problem NN cord-132843-ilxt4b6g 118 15 can can MD cord-132843-ilxt4b6g 118 16 now now RB cord-132843-ilxt4b6g 118 17 be be VB cord-132843-ilxt4b6g 118 18 formulated formulate VBN cord-132843-ilxt4b6g 118 19 as as IN cord-132843-ilxt4b6g 118 20 follows follow VBZ cord-132843-ilxt4b6g 118 21 : : : cord-132843-ilxt4b6g 119 1 Definition Definition NNP cord-132843-ilxt4b6g 119 2 2.1 2.1 CD cord-132843-ilxt4b6g 120 1 ( ( -LRB- cord-132843-ilxt4b6g 120 2 Event Event NNP cord-132843-ilxt4b6g 120 3 Prediction Prediction NNP cord-132843-ilxt4b6g 120 4 ) ) -RRB- cord-132843-ilxt4b6g 120 5 . . . cord-132843-ilxt4b6g 121 1 Given give VBN cord-132843-ilxt4b6g 121 2 the the DT cord-132843-ilxt4b6g 121 3 event event NN cord-132843-ilxt4b6g 121 4 indicator indicator NN cord-132843-ilxt4b6g 121 5 data datum NNS cord-132843-ilxt4b6g 121 6 X x NN cord-132843-ilxt4b6g 121 7 ⊆ ⊆ NN cord-132843-ilxt4b6g 121 8 T T NNP cord-132843-ilxt4b6g 121 9 − − NN cord-132843-ilxt4b6g 121 10 × × NN cord-132843-ilxt4b6g 121 11 L l NN cord-132843-ilxt4b6g 121 12 × × NNP cord-132843-ilxt4b6g 121 13 F F NNP cord-132843-ilxt4b6g 121 14 and and CC cord-132843-ilxt4b6g 121 15 historical historical JJ cord-132843-ilxt4b6g 121 16 event event NN cord-132843-ilxt4b6g 121 17 data datum NNS cord-132843-ilxt4b6g 121 18 Y Y NNP cord-132843-ilxt4b6g 121 19 0 0 CD cord-132843-ilxt4b6g 121 20 ⊆ ⊆ NN cord-132843-ilxt4b6g 121 21 T T NNP cord-132843-ilxt4b6g 121 22 − − NN cord-132843-ilxt4b6g 121 23 × × NN cord-132843-ilxt4b6g 121 24 L l NN cord-132843-ilxt4b6g 121 25 × × NNP cord-132843-ilxt4b6g 121 26 S S NNP cord-132843-ilxt4b6g 121 27 , , , cord-132843-ilxt4b6g 121 28 event event NN cord-132843-ilxt4b6g 121 29 prediction prediction NN cord-132843-ilxt4b6g 121 30 is be VBZ cord-132843-ilxt4b6g 121 31 a a DT cord-132843-ilxt4b6g 121 32 process process NN cord-132843-ilxt4b6g 121 33 that that WDT cord-132843-ilxt4b6g 121 34 outputs output VBZ cord-132843-ilxt4b6g 121 35 a a DT cord-132843-ilxt4b6g 121 36 set set NN cord-132843-ilxt4b6g 121 37 of of IN cord-132843-ilxt4b6g 121 38 predicted predict VBN cord-132843-ilxt4b6g 121 39 future future JJ cord-132843-ilxt4b6g 121 40 eventsŶ eventsŷ NN cord-132843-ilxt4b6g 121 41 ⊆ ⊆ NN cord-132843-ilxt4b6g 121 42 T t NN cord-132843-ilxt4b6g 121 43 + + CC cord-132843-ilxt4b6g 121 44 × × NN cord-132843-ilxt4b6g 121 45 L l NN cord-132843-ilxt4b6g 121 46 × × NNP cord-132843-ilxt4b6g 121 47 S S NNP cord-132843-ilxt4b6g 121 48 , , , cord-132843-ilxt4b6g 121 49 such such JJ cord-132843-ilxt4b6g 121 50 that that IN cord-132843-ilxt4b6g 121 51 for for IN cord-132843-ilxt4b6g 121 52 each each DT cord-132843-ilxt4b6g 121 53 predicted predict VBN cord-132843-ilxt4b6g 121 54 future future NN cord-132843-ilxt4b6g 121 55 eventŷ eventŷ NN cord-132843-ilxt4b6g 121 56 = = NFP cord-132843-ilxt4b6g 121 57 ( ( -LRB- cord-132843-ilxt4b6g 121 58 t t NNP cord-132843-ilxt4b6g 121 59 , , , cord-132843-ilxt4b6g 121 60 l l NNP cord-132843-ilxt4b6g 121 61 , , , cord-132843-ilxt4b6g 121 62 s s NNP cord-132843-ilxt4b6g 121 63 ) ) -RRB- cord-132843-ilxt4b6g 121 64 ∈Ŷ ∈ŷ NN cord-132843-ilxt4b6g 121 65 where where WRB cord-132843-ilxt4b6g 122 1 t t NNP cord-132843-ilxt4b6g 122 2 > > XX cord-132843-ilxt4b6g 122 3 t t XX cord-132843-ilxt4b6g 122 4 now now RB cord-132843-ilxt4b6g 122 5 . . . cord-132843-ilxt4b6g 123 1 Not not RB cord-132843-ilxt4b6g 123 2 every every DT cord-132843-ilxt4b6g 123 3 event event NN cord-132843-ilxt4b6g 123 4 prediction prediction NN cord-132843-ilxt4b6g 123 5 method method NN cord-132843-ilxt4b6g 123 6 necessarily necessarily RB cord-132843-ilxt4b6g 123 7 focuses focus VBZ cord-132843-ilxt4b6g 123 8 on on IN cord-132843-ilxt4b6g 123 9 predicting predict VBG cord-132843-ilxt4b6g 123 10 all all DT cord-132843-ilxt4b6g 123 11 three three CD cord-132843-ilxt4b6g 123 12 domains domain NNS cord-132843-ilxt4b6g 123 13 of of IN cord-132843-ilxt4b6g 123 14 time time NN cord-132843-ilxt4b6g 123 15 , , , cord-132843-ilxt4b6g 123 16 location location NN cord-132843-ilxt4b6g 123 17 , , , cord-132843-ilxt4b6g 123 18 and and CC cord-132843-ilxt4b6g 123 19 semantics semantic NNS cord-132843-ilxt4b6g 123 20 simultaneously simultaneously RB cord-132843-ilxt4b6g 123 21 , , , cord-132843-ilxt4b6g 123 22 but but CC cord-132843-ilxt4b6g 123 23 may may MD cord-132843-ilxt4b6g 123 24 instead instead RB cord-132843-ilxt4b6g 123 25 predict predict VB cord-132843-ilxt4b6g 123 26 any any DT cord-132843-ilxt4b6g 123 27 part part NN cord-132843-ilxt4b6g 123 28 of of IN cord-132843-ilxt4b6g 123 29 them -PRON- PRP cord-132843-ilxt4b6g 123 30 . . . cord-132843-ilxt4b6g 124 1 For for IN cord-132843-ilxt4b6g 124 2 example example NN cord-132843-ilxt4b6g 124 3 , , , cord-132843-ilxt4b6g 124 4 when when WRB cord-132843-ilxt4b6g 124 5 predicting predict VBG cord-132843-ilxt4b6g 124 6 a a DT cord-132843-ilxt4b6g 124 7 clinical clinical JJ cord-132843-ilxt4b6g 124 8 event event NN cord-132843-ilxt4b6g 124 9 such such JJ cord-132843-ilxt4b6g 124 10 as as IN cord-132843-ilxt4b6g 124 11 the the DT cord-132843-ilxt4b6g 124 12 recurrence recurrence NN cord-132843-ilxt4b6g 124 13 of of IN cord-132843-ilxt4b6g 124 14 disease disease NN cord-132843-ilxt4b6g 124 15 in in IN cord-132843-ilxt4b6g 124 16 a a DT cord-132843-ilxt4b6g 124 17 patient patient NN cord-132843-ilxt4b6g 124 18 , , , cord-132843-ilxt4b6g 124 19 the the DT cord-132843-ilxt4b6g 124 20 event event NN cord-132843-ilxt4b6g 124 21 location location NN cord-132843-ilxt4b6g 124 22 might may MD cord-132843-ilxt4b6g 124 23 not not RB cord-132843-ilxt4b6g 124 24 always always RB cord-132843-ilxt4b6g 124 25 be be VB cord-132843-ilxt4b6g 124 26 meaningful meaningful JJ cord-132843-ilxt4b6g 124 27 [ [ -LRB- cord-132843-ilxt4b6g 124 28 167 167 CD cord-132843-ilxt4b6g 124 29 ] ] -RRB- cord-132843-ilxt4b6g 124 30 , , , cord-132843-ilxt4b6g 124 31 but but CC cord-132843-ilxt4b6g 124 32 when when WRB cord-132843-ilxt4b6g 124 33 predicting predict VBG cord-132843-ilxt4b6g 124 34 outbreaks outbreak NNS cord-132843-ilxt4b6g 124 35 of of IN cord-132843-ilxt4b6g 124 36 seasonal seasonal JJ cord-132843-ilxt4b6g 124 37 flu flu NN cord-132843-ilxt4b6g 124 38 , , , cord-132843-ilxt4b6g 124 39 the the DT cord-132843-ilxt4b6g 124 40 semantic semantic JJ cord-132843-ilxt4b6g 124 41 meaning meaning NN cord-132843-ilxt4b6g 124 42 is be VBZ cord-132843-ilxt4b6g 124 43 already already RB cord-132843-ilxt4b6g 124 44 known know VBN cord-132843-ilxt4b6g 124 45 and and CC cord-132843-ilxt4b6g 124 46 the the DT cord-132843-ilxt4b6g 124 47 focus focus NN cord-132843-ilxt4b6g 124 48 is be VBZ cord-132843-ilxt4b6g 124 49 the the DT cord-132843-ilxt4b6g 124 50 location location NN cord-132843-ilxt4b6g 124 51 and and CC cord-132843-ilxt4b6g 124 52 time time NN cord-132843-ilxt4b6g 124 53 [ [ -LRB- cord-132843-ilxt4b6g 124 54 27 27 CD cord-132843-ilxt4b6g 124 55 ] ] -RRB- cord-132843-ilxt4b6g 125 1 and and CC cord-132843-ilxt4b6g 125 2 when when WRB cord-132843-ilxt4b6g 125 3 predicting predict VBG cord-132843-ilxt4b6g 125 4 political political JJ cord-132843-ilxt4b6g 125 5 events event NNS cord-132843-ilxt4b6g 125 6 , , , cord-132843-ilxt4b6g 125 7 sometimes sometimes RB cord-132843-ilxt4b6g 125 8 the the DT cord-132843-ilxt4b6g 125 9 location location NN cord-132843-ilxt4b6g 125 10 , , , cord-132843-ilxt4b6g 125 11 time time NN cord-132843-ilxt4b6g 125 12 , , , cord-132843-ilxt4b6g 125 13 and and CC cord-132843-ilxt4b6g 125 14 semantics semantic NNS cord-132843-ilxt4b6g 125 15 ( ( -LRB- cord-132843-ilxt4b6g 125 16 e.g. e.g. RB cord-132843-ilxt4b6g 125 17 , , , cord-132843-ilxt4b6g 125 18 event event NN cord-132843-ilxt4b6g 125 19 type type NN cord-132843-ilxt4b6g 125 20 , , , cord-132843-ilxt4b6g 125 21 participant participant NN cord-132843-ilxt4b6g 125 22 population population NN cord-132843-ilxt4b6g 125 23 type type NN cord-132843-ilxt4b6g 125 24 , , , cord-132843-ilxt4b6g 125 25 and and CC cord-132843-ilxt4b6g 125 26 event event NN cord-132843-ilxt4b6g 125 27 scale scale NN cord-132843-ilxt4b6g 125 28 ) ) -RRB- cord-132843-ilxt4b6g 125 29 are be VBP cord-132843-ilxt4b6g 125 30 all all DT cord-132843-ilxt4b6g 125 31 necessary necessary JJ cord-132843-ilxt4b6g 125 32 [ [ -LRB- cord-132843-ilxt4b6g 125 33 171 171 CD cord-132843-ilxt4b6g 125 34 ] ] -RRB- cord-132843-ilxt4b6g 125 35 . . . cord-132843-ilxt4b6g 126 1 Moreover moreover RB cord-132843-ilxt4b6g 126 2 , , , cord-132843-ilxt4b6g 126 3 due due IN cord-132843-ilxt4b6g 126 4 to to IN cord-132843-ilxt4b6g 126 5 the the DT cord-132843-ilxt4b6g 126 6 intrinsic intrinsic JJ cord-132843-ilxt4b6g 126 7 nature nature NN cord-132843-ilxt4b6g 126 8 of of IN cord-132843-ilxt4b6g 126 9 time time NN cord-132843-ilxt4b6g 126 10 , , , cord-132843-ilxt4b6g 126 11 location location NN cord-132843-ilxt4b6g 126 12 , , , cord-132843-ilxt4b6g 126 13 and and CC cord-132843-ilxt4b6g 126 14 semantic semantic JJ cord-132843-ilxt4b6g 126 15 data datum NNS cord-132843-ilxt4b6g 126 16 , , , cord-132843-ilxt4b6g 126 17 the the DT cord-132843-ilxt4b6g 126 18 prediction prediction NN cord-132843-ilxt4b6g 126 19 techniques technique NNS cord-132843-ilxt4b6g 126 20 and and CC cord-132843-ilxt4b6g 126 21 evaluation evaluation NN cord-132843-ilxt4b6g 126 22 metrics metric NNS cord-132843-ilxt4b6g 126 23 of of IN cord-132843-ilxt4b6g 126 24 them -PRON- PRP cord-132843-ilxt4b6g 126 25 are be VBP cord-132843-ilxt4b6g 126 26 necessarily necessarily RB cord-132843-ilxt4b6g 126 27 different different JJ cord-132843-ilxt4b6g 126 28 , , , cord-132843-ilxt4b6g 126 29 as as IN cord-132843-ilxt4b6g 126 30 described describe VBN cord-132843-ilxt4b6g 126 31 in in IN cord-132843-ilxt4b6g 126 32 the the DT cord-132843-ilxt4b6g 126 33 following following NN cord-132843-ilxt4b6g 126 34 . . . cord-132843-ilxt4b6g 127 1 Event Event NNP cord-132843-ilxt4b6g 127 2 Prediction Prediction NNP cord-132843-ilxt4b6g 127 3 Evaluation Evaluation NNP cord-132843-ilxt4b6g 127 4 essentially essentially RB cord-132843-ilxt4b6g 127 5 investigates investigate VBZ cord-132843-ilxt4b6g 127 6 the the DT cord-132843-ilxt4b6g 127 7 goodness goodness NN cord-132843-ilxt4b6g 127 8 of of IN cord-132843-ilxt4b6g 127 9 fit fit NN cord-132843-ilxt4b6g 127 10 for for IN cord-132843-ilxt4b6g 127 11 a a DT cord-132843-ilxt4b6g 127 12 set set NN cord-132843-ilxt4b6g 127 13 of of IN cord-132843-ilxt4b6g 127 14 predicted predict VBN cord-132843-ilxt4b6g 127 15 eventŝ eventŝ NNP cord-132843-ilxt4b6g 127 16 Y Y NNP cord-132843-ilxt4b6g 127 17 against against IN cord-132843-ilxt4b6g 127 18 real real JJ cord-132843-ilxt4b6g 127 19 events event NNS cord-132843-ilxt4b6g 127 20 Y Y NNP cord-132843-ilxt4b6g 127 21 . . . cord-132843-ilxt4b6g 128 1 Unlike unlike IN cord-132843-ilxt4b6g 128 2 the the DT cord-132843-ilxt4b6g 128 3 outputs output NNS cord-132843-ilxt4b6g 128 4 of of IN cord-132843-ilxt4b6g 128 5 conventional conventional JJ cord-132843-ilxt4b6g 128 6 machine machine NN cord-132843-ilxt4b6g 128 7 learning learning NN cord-132843-ilxt4b6g 128 8 models model NNS cord-132843-ilxt4b6g 128 9 such such JJ cord-132843-ilxt4b6g 128 10 as as IN cord-132843-ilxt4b6g 128 11 the the DT cord-132843-ilxt4b6g 128 12 simple simple JJ cord-132843-ilxt4b6g 128 13 scalar scalar JJ cord-132843-ilxt4b6g 128 14 values value NNS cord-132843-ilxt4b6g 128 15 used use VBN cord-132843-ilxt4b6g 128 16 to to TO cord-132843-ilxt4b6g 128 17 indicate indicate VB cord-132843-ilxt4b6g 128 18 class class NN cord-132843-ilxt4b6g 128 19 types type NNS cord-132843-ilxt4b6g 128 20 in in IN cord-132843-ilxt4b6g 128 21 classification classification NN cord-132843-ilxt4b6g 128 22 or or CC cord-132843-ilxt4b6g 128 23 numerical numerical JJ cord-132843-ilxt4b6g 128 24 values value NNS cord-132843-ilxt4b6g 128 25 in in IN cord-132843-ilxt4b6g 128 26 regression regression NN cord-132843-ilxt4b6g 128 27 , , , cord-132843-ilxt4b6g 128 28 the the DT cord-132843-ilxt4b6g 128 29 outputs output NNS cord-132843-ilxt4b6g 128 30 of of IN cord-132843-ilxt4b6g 128 31 event event NN cord-132843-ilxt4b6g 128 32 prediction prediction NN cord-132843-ilxt4b6g 128 33 are be VBP cord-132843-ilxt4b6g 128 34 entities entity NNS cord-132843-ilxt4b6g 128 35 with with IN cord-132843-ilxt4b6g 128 36 rich rich JJ cord-132843-ilxt4b6g 128 37 information information NN cord-132843-ilxt4b6g 128 38 . . . cord-132843-ilxt4b6g 129 1 Before before IN cord-132843-ilxt4b6g 129 2 we -PRON- PRP cord-132843-ilxt4b6g 129 3 evaluate evaluate VBP cord-132843-ilxt4b6g 129 4 the the DT cord-132843-ilxt4b6g 129 5 quality quality NN cord-132843-ilxt4b6g 129 6 of of IN cord-132843-ilxt4b6g 129 7 prediction prediction NN cord-132843-ilxt4b6g 129 8 , , , cord-132843-ilxt4b6g 129 9 we -PRON- PRP cord-132843-ilxt4b6g 129 10 need need VBP cord-132843-ilxt4b6g 129 11 to to TO cord-132843-ilxt4b6g 129 12 first first RB cord-132843-ilxt4b6g 129 13 determine determine VB cord-132843-ilxt4b6g 129 14 the the DT cord-132843-ilxt4b6g 129 15 pairs pair NNS cord-132843-ilxt4b6g 129 16 of of IN cord-132843-ilxt4b6g 129 17 predictions prediction NNS cord-132843-ilxt4b6g 129 18 and and CC cord-132843-ilxt4b6g 129 19 the the DT cord-132843-ilxt4b6g 129 20 labels label NNS cord-132843-ilxt4b6g 129 21 that that WDT cord-132843-ilxt4b6g 129 22 will will MD cord-132843-ilxt4b6g 129 23 be be VB cord-132843-ilxt4b6g 129 24 used use VBN cord-132843-ilxt4b6g 129 25 for for IN cord-132843-ilxt4b6g 129 26 the the DT cord-132843-ilxt4b6g 129 27 comparison comparison NN cord-132843-ilxt4b6g 129 28 . . . cord-132843-ilxt4b6g 130 1 Hence hence RB cord-132843-ilxt4b6g 130 2 , , , cord-132843-ilxt4b6g 130 3 we -PRON- PRP cord-132843-ilxt4b6g 130 4 must must MD cord-132843-ilxt4b6g 130 5 first first RB cord-132843-ilxt4b6g 130 6 optimize optimize VB cord-132843-ilxt4b6g 130 7 the the DT cord-132843-ilxt4b6g 130 8 process process NN cord-132843-ilxt4b6g 130 9 of of IN cord-132843-ilxt4b6g 130 10 matching match VBG cord-132843-ilxt4b6g 130 11 predictions prediction NNS cord-132843-ilxt4b6g 130 12 and and CC cord-132843-ilxt4b6g 130 13 real real JJ cord-132843-ilxt4b6g 130 14 events event NNS cord-132843-ilxt4b6g 130 15 ( ( -LRB- cord-132843-ilxt4b6g 130 16 Section section NN cord-132843-ilxt4b6g 130 17 2.2.1 2.2.1 CD cord-132843-ilxt4b6g 130 18 ) ) -RRB- cord-132843-ilxt4b6g 130 19 before before IN cord-132843-ilxt4b6g 130 20 evaluating evaluate VBG cord-132843-ilxt4b6g 130 21 the the DT cord-132843-ilxt4b6g 130 22 prediction prediction NN cord-132843-ilxt4b6g 130 23 error error NN cord-132843-ilxt4b6g 130 24 and and CC cord-132843-ilxt4b6g 130 25 accuracy accuracy NN cord-132843-ilxt4b6g 130 26 ( ( -LRB- cord-132843-ilxt4b6g 130 27 Section section NN cord-132843-ilxt4b6g 130 28 2.2.2 2.2.2 CD cord-132843-ilxt4b6g 130 29 ) ) -RRB- cord-132843-ilxt4b6g 130 30 . . . cord-132843-ilxt4b6g 131 1 2.2.1 2.2.1 CD cord-132843-ilxt4b6g 131 2 Matching match VBG cord-132843-ilxt4b6g 131 3 predicted predict VBN cord-132843-ilxt4b6g 131 4 events event NNS cord-132843-ilxt4b6g 131 5 and and CC cord-132843-ilxt4b6g 131 6 real real JJ cord-132843-ilxt4b6g 131 7 events event NNS cord-132843-ilxt4b6g 131 8 . . . cord-132843-ilxt4b6g 132 1 The the DT cord-132843-ilxt4b6g 132 2 following follow VBG cord-132843-ilxt4b6g 132 3 two two CD cord-132843-ilxt4b6g 132 4 types type NNS cord-132843-ilxt4b6g 132 5 of of IN cord-132843-ilxt4b6g 132 6 matching matching NN cord-132843-ilxt4b6g 132 7 are be VBP cord-132843-ilxt4b6g 132 8 typically typically RB cord-132843-ilxt4b6g 132 9 used use VBN cord-132843-ilxt4b6g 132 10 : : : cord-132843-ilxt4b6g 132 11 • • XX cord-132843-ilxt4b6g 133 1 Prefixed Prefixed NNP cord-132843-ilxt4b6g 133 2 matching matching NN cord-132843-ilxt4b6g 133 3 : : : cord-132843-ilxt4b6g 134 1 The the DT cord-132843-ilxt4b6g 134 2 predicted predict VBN cord-132843-ilxt4b6g 134 3 events event NNS cord-132843-ilxt4b6g 134 4 will will MD cord-132843-ilxt4b6g 134 5 be be VB cord-132843-ilxt4b6g 134 6 matched match VBN cord-132843-ilxt4b6g 134 7 with with IN cord-132843-ilxt4b6g 134 8 the the DT cord-132843-ilxt4b6g 134 9 corresponding correspond VBG cord-132843-ilxt4b6g 134 10 groundtrue groundtrue JJ cord-132843-ilxt4b6g 134 11 real real JJ cord-132843-ilxt4b6g 134 12 events event NNS cord-132843-ilxt4b6g 134 13 if if IN cord-132843-ilxt4b6g 134 14 they -PRON- PRP cord-132843-ilxt4b6g 134 15 share share VBP cord-132843-ilxt4b6g 134 16 some some DT cord-132843-ilxt4b6g 134 17 key key JJ cord-132843-ilxt4b6g 134 18 attributes attribute NNS cord-132843-ilxt4b6g 134 19 . . . cord-132843-ilxt4b6g 135 1 For for IN cord-132843-ilxt4b6g 135 2 example example NN cord-132843-ilxt4b6g 135 3 , , , cord-132843-ilxt4b6g 135 4 for for IN cord-132843-ilxt4b6g 135 5 event event NN cord-132843-ilxt4b6g 135 6 prediction prediction NN cord-132843-ilxt4b6g 135 7 at at IN cord-132843-ilxt4b6g 135 8 a a DT cord-132843-ilxt4b6g 135 9 particular particular JJ cord-132843-ilxt4b6g 135 10 time time NN cord-132843-ilxt4b6g 135 11 and and CC cord-132843-ilxt4b6g 135 12 location location NN cord-132843-ilxt4b6g 135 13 point point NN cord-132843-ilxt4b6g 135 14 , , , cord-132843-ilxt4b6g 135 15 we -PRON- PRP cord-132843-ilxt4b6g 135 16 can can MD cord-132843-ilxt4b6g 135 17 evaluate evaluate VB cord-132843-ilxt4b6g 135 18 the the DT cord-132843-ilxt4b6g 135 19 prediction prediction NN cord-132843-ilxt4b6g 135 20 against against IN cord-132843-ilxt4b6g 135 21 the the DT cord-132843-ilxt4b6g 135 22 ground ground NN cord-132843-ilxt4b6g 135 23 truth truth NN cord-132843-ilxt4b6g 135 24 for for IN cord-132843-ilxt4b6g 135 25 that that DT cord-132843-ilxt4b6g 135 26 time time NN cord-132843-ilxt4b6g 135 27 and and CC cord-132843-ilxt4b6g 135 28 location location NN cord-132843-ilxt4b6g 135 29 . . . cord-132843-ilxt4b6g 136 1 This this DT cord-132843-ilxt4b6g 136 2 type type NN cord-132843-ilxt4b6g 136 3 of of IN cord-132843-ilxt4b6g 136 4 matching matching NN cord-132843-ilxt4b6g 136 5 is be VBZ cord-132843-ilxt4b6g 136 6 most most RBS cord-132843-ilxt4b6g 136 7 common common JJ cord-132843-ilxt4b6g 136 8 when when WRB cord-132843-ilxt4b6g 136 9 each each DT cord-132843-ilxt4b6g 136 10 of of IN cord-132843-ilxt4b6g 136 11 the the DT cord-132843-ilxt4b6g 136 12 prediction prediction NN cord-132843-ilxt4b6g 136 13 results result NNS cord-132843-ilxt4b6g 136 14 can can MD cord-132843-ilxt4b6g 136 15 be be VB cord-132843-ilxt4b6g 136 16 uniquely uniquely RB cord-132843-ilxt4b6g 136 17 distinguished distinguish VBN cord-132843-ilxt4b6g 136 18 along along IN cord-132843-ilxt4b6g 136 19 the the DT cord-132843-ilxt4b6g 136 20 predefined predefined JJ cord-132843-ilxt4b6g 136 21 attributes attribute NNS cord-132843-ilxt4b6g 136 22 ( ( -LRB- cord-132843-ilxt4b6g 136 23 for for IN cord-132843-ilxt4b6g 136 24 example example NN cord-132843-ilxt4b6g 136 25 , , , cord-132843-ilxt4b6g 136 26 location location NN cord-132843-ilxt4b6g 136 27 and and CC cord-132843-ilxt4b6g 136 28 time time NN cord-132843-ilxt4b6g 136 29 ) ) -RRB- cord-132843-ilxt4b6g 136 30 that that WDT cord-132843-ilxt4b6g 136 31 have have VBP cord-132843-ilxt4b6g 136 32 a a DT cord-132843-ilxt4b6g 136 33 limited limited JJ cord-132843-ilxt4b6g 136 34 number number NN cord-132843-ilxt4b6g 136 35 of of IN cord-132843-ilxt4b6g 136 36 possible possible JJ cord-132843-ilxt4b6g 136 37 values value NNS cord-132843-ilxt4b6g 136 38 , , , cord-132843-ilxt4b6g 136 39 so so IN cord-132843-ilxt4b6g 136 40 that that IN cord-132843-ilxt4b6g 136 41 one one CD cord-132843-ilxt4b6g 136 42 - - HYPH cord-132843-ilxt4b6g 136 43 on on IN cord-132843-ilxt4b6g 136 44 - - HYPH cord-132843-ilxt4b6g 136 45 one one CD cord-132843-ilxt4b6g 136 46 matching matching NN cord-132843-ilxt4b6g 136 47 between between IN cord-132843-ilxt4b6g 136 48 the the DT cord-132843-ilxt4b6g 136 49 predicted predict VBN cord-132843-ilxt4b6g 136 50 and and CC cord-132843-ilxt4b6g 136 51 real real JJ cord-132843-ilxt4b6g 136 52 events event NNS cord-132843-ilxt4b6g 136 53 are be VBP cord-132843-ilxt4b6g 136 54 easily easily RB cord-132843-ilxt4b6g 136 55 achieved achieve VBN cord-132843-ilxt4b6g 136 56 [ [ -LRB- cord-132843-ilxt4b6g 136 57 1 1 CD cord-132843-ilxt4b6g 136 58 , , , cord-132843-ilxt4b6g 136 59 244 244 CD cord-132843-ilxt4b6g 136 60 ] ] -RRB- cord-132843-ilxt4b6g 136 61 . . . cord-132843-ilxt4b6g 137 1 For for IN cord-132843-ilxt4b6g 137 2 example example NN cord-132843-ilxt4b6g 137 3 , , , cord-132843-ilxt4b6g 137 4 to to TO cord-132843-ilxt4b6g 137 5 evaluate evaluate VB cord-132843-ilxt4b6g 137 6 the the DT cord-132843-ilxt4b6g 137 7 quality quality NN cord-132843-ilxt4b6g 137 8 of of IN cord-132843-ilxt4b6g 137 9 a a DT cord-132843-ilxt4b6g 137 10 predicted predict VBN cord-132843-ilxt4b6g 137 11 event event NN cord-132843-ilxt4b6g 137 12 on on IN cord-132843-ilxt4b6g 137 13 June June NNP cord-132843-ilxt4b6g 137 14 1 1 CD cord-132843-ilxt4b6g 137 15 , , , cord-132843-ilxt4b6g 137 16 2019 2019 CD cord-132843-ilxt4b6g 137 17 in in IN cord-132843-ilxt4b6g 137 18 San San NNP cord-132843-ilxt4b6g 137 19 Francisco Francisco NNP cord-132843-ilxt4b6g 137 20 , , , cord-132843-ilxt4b6g 137 21 USA USA NNP cord-132843-ilxt4b6g 137 22 , , , cord-132843-ilxt4b6g 137 23 the the DT cord-132843-ilxt4b6g 137 24 true true JJ cord-132843-ilxt4b6g 137 25 event event NN cord-132843-ilxt4b6g 137 26 occurrence occurrence NN cord-132843-ilxt4b6g 137 27 on on IN cord-132843-ilxt4b6g 137 28 that that DT cord-132843-ilxt4b6g 137 29 date date NN cord-132843-ilxt4b6g 137 30 in in IN cord-132843-ilxt4b6g 137 31 San San NNP cord-132843-ilxt4b6g 137 32 Francisco Francisco NNP cord-132843-ilxt4b6g 137 33 can can MD cord-132843-ilxt4b6g 137 34 be be VB cord-132843-ilxt4b6g 137 35 used use VBN cord-132843-ilxt4b6g 137 36 for for IN cord-132843-ilxt4b6g 137 37 the the DT cord-132843-ilxt4b6g 137 38 evaluation evaluation NN cord-132843-ilxt4b6g 137 39 . . . cord-132843-ilxt4b6g 138 1 • • NNP cord-132843-ilxt4b6g 139 1 Optimized optimize VBN cord-132843-ilxt4b6g 139 2 matching matching NN cord-132843-ilxt4b6g 139 3 : : : cord-132843-ilxt4b6g 140 1 In in IN cord-132843-ilxt4b6g 140 2 situations situation NNS cord-132843-ilxt4b6g 140 3 where where WRB cord-132843-ilxt4b6g 140 4 one one CD cord-132843-ilxt4b6g 140 5 - - HYPH cord-132843-ilxt4b6g 140 6 on on IN cord-132843-ilxt4b6g 140 7 - - HYPH cord-132843-ilxt4b6g 140 8 one one NN cord-132843-ilxt4b6g 140 9 matching matching NN cord-132843-ilxt4b6g 140 10 is be VBZ cord-132843-ilxt4b6g 140 11 not not RB cord-132843-ilxt4b6g 140 12 easily easily RB cord-132843-ilxt4b6g 140 13 achieved achieve VBN cord-132843-ilxt4b6g 140 14 for for IN cord-132843-ilxt4b6g 140 15 any any DT cord-132843-ilxt4b6g 140 16 event event NN cord-132843-ilxt4b6g 140 17 attribute attribute NN cord-132843-ilxt4b6g 140 18 , , , cord-132843-ilxt4b6g 140 19 then then RB cord-132843-ilxt4b6g 140 20 the the DT cord-132843-ilxt4b6g 140 21 set set NN cord-132843-ilxt4b6g 140 22 of of IN cord-132843-ilxt4b6g 140 23 predicted predict VBN cord-132843-ilxt4b6g 140 24 events event NNS cord-132843-ilxt4b6g 140 25 might may MD cord-132843-ilxt4b6g 140 26 need need VB cord-132843-ilxt4b6g 140 27 to to TO cord-132843-ilxt4b6g 140 28 assess assess VB cord-132843-ilxt4b6g 140 29 the the DT cord-132843-ilxt4b6g 140 30 quality quality NN cord-132843-ilxt4b6g 140 31 of of IN cord-132843-ilxt4b6g 140 32 the the DT cord-132843-ilxt4b6g 140 33 match match NN cord-132843-ilxt4b6g 140 34 achieved achieve VBN cord-132843-ilxt4b6g 140 35 with with IN cord-132843-ilxt4b6g 140 36 the the DT cord-132843-ilxt4b6g 140 37 set set NN cord-132843-ilxt4b6g 140 38 of of IN cord-132843-ilxt4b6g 140 39 real real JJ cord-132843-ilxt4b6g 140 40 events event NNS cord-132843-ilxt4b6g 140 41 , , , cord-132843-ilxt4b6g 140 42 via via IN cord-132843-ilxt4b6g 140 43 an an DT cord-132843-ilxt4b6g 140 44 optimized optimized JJ cord-132843-ilxt4b6g 140 45 matching matching NN cord-132843-ilxt4b6g 140 46 strategy strategy NN cord-132843-ilxt4b6g 140 47 [ [ -LRB- cord-132843-ilxt4b6g 140 48 168 168 CD cord-132843-ilxt4b6g 140 49 , , , cord-132843-ilxt4b6g 140 50 171 171 CD cord-132843-ilxt4b6g 140 51 ] ] -RRB- cord-132843-ilxt4b6g 140 52 . . . cord-132843-ilxt4b6g 141 1 For for IN cord-132843-ilxt4b6g 141 2 example example NN cord-132843-ilxt4b6g 141 3 , , , cord-132843-ilxt4b6g 141 4 consider consider VB cord-132843-ilxt4b6g 141 5 two two CD cord-132843-ilxt4b6g 141 6 predictions prediction NNS cord-132843-ilxt4b6g 141 7 , , , cord-132843-ilxt4b6g 141 8 Prediction prediction NN cord-132843-ilxt4b6g 141 9 1 1 CD cord-132843-ilxt4b6g 141 10 : : : cord-132843-ilxt4b6g 141 11 ( ( -LRB- cord-132843-ilxt4b6g 141 12 " " `` cord-132843-ilxt4b6g 141 13 9 9 CD cord-132843-ilxt4b6g 141 14 am a.m. NN cord-132843-ilxt4b6g 141 15 , , , cord-132843-ilxt4b6g 141 16 June June NNP cord-132843-ilxt4b6g 141 17 4 4 CD cord-132843-ilxt4b6g 141 18 , , , cord-132843-ilxt4b6g 141 19 2019 2019 CD cord-132843-ilxt4b6g 141 20 " " '' cord-132843-ilxt4b6g 141 21 , , , cord-132843-ilxt4b6g 141 22 " " '' cord-132843-ilxt4b6g 141 23 Nogales Nogales NNP cord-132843-ilxt4b6g 141 24 , , , cord-132843-ilxt4b6g 141 25 Sonora Sonora NNP cord-132843-ilxt4b6g 141 26 , , , cord-132843-ilxt4b6g 141 27 Mexico Mexico NNP cord-132843-ilxt4b6g 141 28 " " '' cord-132843-ilxt4b6g 141 29 , , , cord-132843-ilxt4b6g 141 30 " " `` cord-132843-ilxt4b6g 141 31 Worker Worker NNP cord-132843-ilxt4b6g 141 32 Strike Strike NNP cord-132843-ilxt4b6g 141 33 " " '' cord-132843-ilxt4b6g 141 34 ) ) -RRB- cord-132843-ilxt4b6g 141 35 , , , cord-132843-ilxt4b6g 141 36 and and CC cord-132843-ilxt4b6g 141 37 Prediction Prediction NNP cord-132843-ilxt4b6g 141 38 2 2 CD cord-132843-ilxt4b6g 141 39 : : : cord-132843-ilxt4b6g 141 40 ( ( -LRB- cord-132843-ilxt4b6g 141 41 " " `` cord-132843-ilxt4b6g 141 42 11 11 CD cord-132843-ilxt4b6g 141 43 am a.m. RB cord-132843-ilxt4b6g 141 44 , , , cord-132843-ilxt4b6g 141 45 June June NNP cord-132843-ilxt4b6g 141 46 1 1 CD cord-132843-ilxt4b6g 141 47 , , , cord-132843-ilxt4b6g 141 48 2019 2019 CD cord-132843-ilxt4b6g 141 49 " " '' cord-132843-ilxt4b6g 141 50 , , , cord-132843-ilxt4b6g 141 51 " " `` cord-132843-ilxt4b6g 141 52 Hermosillo Hermosillo NNP cord-132843-ilxt4b6g 141 53 , , , cord-132843-ilxt4b6g 141 54 Sonora Sonora NNP cord-132843-ilxt4b6g 141 55 , , , cord-132843-ilxt4b6g 141 56 Mexico Mexico NNP cord-132843-ilxt4b6g 141 57 " " '' cord-132843-ilxt4b6g 141 58 , , , cord-132843-ilxt4b6g 141 59 " " `` cord-132843-ilxt4b6g 141 60 Student Student NNP cord-132843-ilxt4b6g 141 61 Protests protest NNS cord-132843-ilxt4b6g 141 62 " " '' cord-132843-ilxt4b6g 141 63 ) ) -RRB- cord-132843-ilxt4b6g 141 64 . . . cord-132843-ilxt4b6g 142 1 The the DT cord-132843-ilxt4b6g 142 2 two two CD cord-132843-ilxt4b6g 142 3 ground ground NN cord-132843-ilxt4b6g 142 4 truth truth NN cord-132843-ilxt4b6g 142 5 events event NNS cord-132843-ilxt4b6g 142 6 that that WDT cord-132843-ilxt4b6g 142 7 these these DT cord-132843-ilxt4b6g 142 8 can can MD cord-132843-ilxt4b6g 142 9 usefully usefully RB cord-132843-ilxt4b6g 142 10 be be VB cord-132843-ilxt4b6g 142 11 compared compare VBN cord-132843-ilxt4b6g 142 12 with with IN cord-132843-ilxt4b6g 142 13 are be VBP cord-132843-ilxt4b6g 142 14 Real real JJ cord-132843-ilxt4b6g 142 15 Event event NN cord-132843-ilxt4b6g 142 16 1 1 CD cord-132843-ilxt4b6g 143 1 : : : cord-132843-ilxt4b6g 143 2 ( ( -LRB- cord-132843-ilxt4b6g 143 3 " " `` cord-132843-ilxt4b6g 143 4 9 9 CD cord-132843-ilxt4b6g 143 5 am a.m. NN cord-132843-ilxt4b6g 143 6 , , , cord-132843-ilxt4b6g 143 7 June June NNP cord-132843-ilxt4b6g 143 8 1 1 CD cord-132843-ilxt4b6g 143 9 , , , cord-132843-ilxt4b6g 143 10 2019 2019 CD cord-132843-ilxt4b6g 143 11 " " '' cord-132843-ilxt4b6g 143 12 , , , cord-132843-ilxt4b6g 143 13 " " `` cord-132843-ilxt4b6g 143 14 Hermosillo Hermosillo NNP cord-132843-ilxt4b6g 143 15 , , , cord-132843-ilxt4b6g 143 16 Sonora Sonora NNP cord-132843-ilxt4b6g 143 17 , , , cord-132843-ilxt4b6g 143 18 Mexico Mexico NNP cord-132843-ilxt4b6g 143 19 " " '' cord-132843-ilxt4b6g 143 20 , , , cord-132843-ilxt4b6g 143 21 " " `` cord-132843-ilxt4b6g 143 22 Teacher teacher NN cord-132843-ilxt4b6g 143 23 Protests protest NNS cord-132843-ilxt4b6g 143 24 " " '' cord-132843-ilxt4b6g 143 25 ) ) -RRB- cord-132843-ilxt4b6g 143 26 , , , cord-132843-ilxt4b6g 143 27 and and CC cord-132843-ilxt4b6g 143 28 Real real JJ cord-132843-ilxt4b6g 143 29 Event event NN cord-132843-ilxt4b6g 143 30 2 2 CD cord-132843-ilxt4b6g 143 31 : : : cord-132843-ilxt4b6g 143 32 ( ( -LRB- cord-132843-ilxt4b6g 143 33 " " `` cord-132843-ilxt4b6g 143 34 June June NNP cord-132843-ilxt4b6g 143 35 4 4 CD cord-132843-ilxt4b6g 143 36 , , , cord-132843-ilxt4b6g 143 37 2019 2019 CD cord-132843-ilxt4b6g 143 38 " " '' cord-132843-ilxt4b6g 143 39 , , , cord-132843-ilxt4b6g 143 40 " " `` cord-132843-ilxt4b6g 143 41 Navojoa Navojoa NNP cord-132843-ilxt4b6g 143 42 , , , cord-132843-ilxt4b6g 143 43 Sonora Sonora NNP cord-132843-ilxt4b6g 143 44 , , , cord-132843-ilxt4b6g 143 45 Mexico Mexico NNP cord-132843-ilxt4b6g 143 46 " " '' cord-132843-ilxt4b6g 143 47 , , , cord-132843-ilxt4b6g 143 48 " " `` cord-132843-ilxt4b6g 143 49 General general JJ cord-132843-ilxt4b6g 143 50 - - HYPH cord-132843-ilxt4b6g 143 51 population population NN cord-132843-ilxt4b6g 143 52 Protest protest NN cord-132843-ilxt4b6g 143 53 " " '' cord-132843-ilxt4b6g 143 54 ) ) -RRB- cord-132843-ilxt4b6g 143 55 . . . cord-132843-ilxt4b6g 144 1 None none NN cord-132843-ilxt4b6g 144 2 of of IN cord-132843-ilxt4b6g 144 3 the the DT cord-132843-ilxt4b6g 144 4 predictions prediction NNS cord-132843-ilxt4b6g 144 5 are be VBP cord-132843-ilxt4b6g 144 6 an an DT cord-132843-ilxt4b6g 144 7 exact exact JJ cord-132843-ilxt4b6g 144 8 match match NN cord-132843-ilxt4b6g 144 9 for for IN cord-132843-ilxt4b6g 144 10 any any DT cord-132843-ilxt4b6g 144 11 of of IN cord-132843-ilxt4b6g 144 12 the the DT cord-132843-ilxt4b6g 144 13 attributes attribute NNS cord-132843-ilxt4b6g 144 14 of of IN cord-132843-ilxt4b6g 144 15 the the DT cord-132843-ilxt4b6g 144 16 real real JJ cord-132843-ilxt4b6g 144 17 events event NNS cord-132843-ilxt4b6g 144 18 , , , cord-132843-ilxt4b6g 144 19 so so IN cord-132843-ilxt4b6g 144 20 we -PRON- PRP cord-132843-ilxt4b6g 144 21 will will MD cord-132843-ilxt4b6g 144 22 need need VB cord-132843-ilxt4b6g 144 23 to to TO cord-132843-ilxt4b6g 144 24 find find VB cord-132843-ilxt4b6g 144 25 a a DT cord-132843-ilxt4b6g 144 26 " " `` cord-132843-ilxt4b6g 144 27 best good JJS cord-132843-ilxt4b6g 144 28 " " '' cord-132843-ilxt4b6g 144 29 matching match VBG cord-132843-ilxt4b6g 144 30 among among IN cord-132843-ilxt4b6g 144 31 them -PRON- PRP cord-132843-ilxt4b6g 144 32 , , , cord-132843-ilxt4b6g 144 33 which which WDT cord-132843-ilxt4b6g 144 34 in in IN cord-132843-ilxt4b6g 144 35 this this DT cord-132843-ilxt4b6g 144 36 case case NN cord-132843-ilxt4b6g 144 37 is be VBZ cord-132843-ilxt4b6g 144 38 between between IN cord-132843-ilxt4b6g 144 39 Prediction prediction NN cord-132843-ilxt4b6g 144 40 1 1 CD cord-132843-ilxt4b6g 144 41 and and CC cord-132843-ilxt4b6g 144 42 Real real JJ cord-132843-ilxt4b6g 144 43 Event Event NNP cord-132843-ilxt4b6g 144 44 2 2 CD cord-132843-ilxt4b6g 144 45 and and CC cord-132843-ilxt4b6g 144 46 Prediction Prediction NNP cord-132843-ilxt4b6g 144 47 2 2 CD cord-132843-ilxt4b6g 144 48 and and CC cord-132843-ilxt4b6g 144 49 Real real JJ cord-132843-ilxt4b6g 144 50 Event event NN cord-132843-ilxt4b6g 144 51 1 1 CD cord-132843-ilxt4b6g 144 52 . . . cord-132843-ilxt4b6g 145 1 This this DT cord-132843-ilxt4b6g 145 2 type type NN cord-132843-ilxt4b6g 145 3 of of IN cord-132843-ilxt4b6g 145 4 matching matching NN cord-132843-ilxt4b6g 145 5 allows allow VBZ cord-132843-ilxt4b6g 145 6 some some DT cord-132843-ilxt4b6g 145 7 degree degree NN cord-132843-ilxt4b6g 145 8 of of IN cord-132843-ilxt4b6g 145 9 inaccuracy inaccuracy NN cord-132843-ilxt4b6g 145 10 in in IN cord-132843-ilxt4b6g 145 11 the the DT cord-132843-ilxt4b6g 145 12 matching matching NN cord-132843-ilxt4b6g 145 13 process process NN cord-132843-ilxt4b6g 145 14 by by IN cord-132843-ilxt4b6g 145 15 quantifying quantify VBG cord-132843-ilxt4b6g 145 16 the the DT cord-132843-ilxt4b6g 145 17 distance distance NN cord-132843-ilxt4b6g 145 18 between between IN cord-132843-ilxt4b6g 145 19 the the DT cord-132843-ilxt4b6g 145 20 predicted predict VBN cord-132843-ilxt4b6g 145 21 and and CC cord-132843-ilxt4b6g 145 22 real real JJ cord-132843-ilxt4b6g 145 23 events event NNS cord-132843-ilxt4b6g 145 24 among among IN cord-132843-ilxt4b6g 145 25 all all PDT cord-132843-ilxt4b6g 145 26 the the DT cord-132843-ilxt4b6g 145 27 attribute attribute NN cord-132843-ilxt4b6g 145 28 dimensions dimension NNS cord-132843-ilxt4b6g 145 29 . . . cord-132843-ilxt4b6g 146 1 The the DT cord-132843-ilxt4b6g 146 2 distance distance NN cord-132843-ilxt4b6g 146 3 metrics metric NNS cord-132843-ilxt4b6g 146 4 are be VBP cord-132843-ilxt4b6g 146 5 typically typically RB cord-132843-ilxt4b6g 146 6 either either CC cord-132843-ilxt4b6g 146 7 Euclidean euclidean JJ cord-132843-ilxt4b6g 146 8 distance distance NN cord-132843-ilxt4b6g 146 9 [ [ -LRB- cord-132843-ilxt4b6g 146 10 105 105 CD cord-132843-ilxt4b6g 146 11 ] ] -RRB- cord-132843-ilxt4b6g 146 12 or or CC cord-132843-ilxt4b6g 146 13 some some DT cord-132843-ilxt4b6g 146 14 other other JJ cord-132843-ilxt4b6g 146 15 distance distance NN cord-132843-ilxt4b6g 146 16 metric metric JJ cord-132843-ilxt4b6g 146 17 [ [ -LRB- cord-132843-ilxt4b6g 146 18 92 92 CD cord-132843-ilxt4b6g 146 19 ] ] -RRB- cord-132843-ilxt4b6g 146 20 . . . cord-132843-ilxt4b6g 147 1 Some some DT cord-132843-ilxt4b6g 147 2 researchers researcher NNS cord-132843-ilxt4b6g 147 3 have have VBP cord-132843-ilxt4b6g 147 4 hired hire VBN cord-132843-ilxt4b6g 147 5 referees referee NNS cord-132843-ilxt4b6g 147 6 to to TO cord-132843-ilxt4b6g 147 7 manually manually RB cord-132843-ilxt4b6g 147 8 check check VB cord-132843-ilxt4b6g 147 9 the the DT cord-132843-ilxt4b6g 147 10 similarity similarity NN cord-132843-ilxt4b6g 147 11 of of IN cord-132843-ilxt4b6g 147 12 semantic semantic JJ cord-132843-ilxt4b6g 147 13 meanings meaning NNS cord-132843-ilxt4b6g 147 14 [ [ -LRB- cord-132843-ilxt4b6g 147 15 168 168 CD cord-132843-ilxt4b6g 147 16 ] ] -RRB- cord-132843-ilxt4b6g 147 17 , , , cord-132843-ilxt4b6g 147 18 but but CC cord-132843-ilxt4b6g 147 19 another another DT cord-132843-ilxt4b6g 147 20 way way NN cord-132843-ilxt4b6g 147 21 is be VBZ cord-132843-ilxt4b6g 147 22 to to TO cord-132843-ilxt4b6g 147 23 use use VB cord-132843-ilxt4b6g 147 24 event event NN cord-132843-ilxt4b6g 147 25 coding code VBG cord-132843-ilxt4b6g 147 26 to to TO cord-132843-ilxt4b6g 147 27 code code VB cord-132843-ilxt4b6g 147 28 the the DT cord-132843-ilxt4b6g 147 29 events event NNS cord-132843-ilxt4b6g 147 30 into into IN cord-132843-ilxt4b6g 147 31 an an DT cord-132843-ilxt4b6g 147 32 event event NN cord-132843-ilxt4b6g 147 33 type type NN cord-132843-ilxt4b6g 147 34 taxonomy taxonomy NN cord-132843-ilxt4b6g 147 35 and and CC cord-132843-ilxt4b6g 147 36 then then RB cord-132843-ilxt4b6g 147 37 consider consider VB cord-132843-ilxt4b6g 147 38 a a DT cord-132843-ilxt4b6g 147 39 match match NN cord-132843-ilxt4b6g 147 40 to to TO cord-132843-ilxt4b6g 147 41 have have VB cord-132843-ilxt4b6g 147 42 been be VBN cord-132843-ilxt4b6g 147 43 achieved achieve VBN cord-132843-ilxt4b6g 147 44 if if IN cord-132843-ilxt4b6g 147 45 the the DT cord-132843-ilxt4b6g 147 46 event event NN cord-132843-ilxt4b6g 147 47 type type NN cord-132843-ilxt4b6g 147 48 matches match VBZ cord-132843-ilxt4b6g 147 49 [ [ -LRB- cord-132843-ilxt4b6g 147 50 49 49 CD cord-132843-ilxt4b6g 147 51 ] ] -RRB- cord-132843-ilxt4b6g 147 52 . . . cord-132843-ilxt4b6g 148 1 Based base VBN cord-132843-ilxt4b6g 148 2 on on IN cord-132843-ilxt4b6g 148 3 the the DT cord-132843-ilxt4b6g 148 4 distance distance NN cord-132843-ilxt4b6g 148 5 between between IN cord-132843-ilxt4b6g 148 6 each each DT cord-132843-ilxt4b6g 148 7 pair pair NN cord-132843-ilxt4b6g 148 8 of of IN cord-132843-ilxt4b6g 148 9 predicted predict VBN cord-132843-ilxt4b6g 148 10 and and CC cord-132843-ilxt4b6g 148 11 real real JJ cord-132843-ilxt4b6g 148 12 events event NNS cord-132843-ilxt4b6g 148 13 , , , cord-132843-ilxt4b6g 148 14 the the DT cord-132843-ilxt4b6g 148 15 optimal optimal JJ cord-132843-ilxt4b6g 148 16 matching matching NN cord-132843-ilxt4b6g 148 17 will will MD cord-132843-ilxt4b6g 148 18 be be VB cord-132843-ilxt4b6g 148 19 the the DT cord-132843-ilxt4b6g 148 20 one one NN cord-132843-ilxt4b6g 148 21 that that WDT cord-132843-ilxt4b6g 148 22 results result VBZ cord-132843-ilxt4b6g 148 23 in in IN cord-132843-ilxt4b6g 148 24 the the DT cord-132843-ilxt4b6g 148 25 smallest small JJS cord-132843-ilxt4b6g 148 26 average average JJ cord-132843-ilxt4b6g 148 27 distance distance NN cord-132843-ilxt4b6g 148 28 [ [ -LRB- cord-132843-ilxt4b6g 148 29 157 157 CD cord-132843-ilxt4b6g 148 30 ] ] -RRB- cord-132843-ilxt4b6g 148 31 . . . cord-132843-ilxt4b6g 149 1 However however RB cord-132843-ilxt4b6g 149 2 , , , cord-132843-ilxt4b6g 149 3 suppose suppose VBP cord-132843-ilxt4b6g 149 4 there there EX cord-132843-ilxt4b6g 149 5 are be VBP cord-132843-ilxt4b6g 149 6 m m NNP cord-132843-ilxt4b6g 149 7 predicted predict VBN cord-132843-ilxt4b6g 149 8 events event NNS cord-132843-ilxt4b6g 149 9 and and CC cord-132843-ilxt4b6g 149 10 n n JJR cord-132843-ilxt4b6g 149 11 real real JJ cord-132843-ilxt4b6g 149 12 events event NNS cord-132843-ilxt4b6g 149 13 , , , cord-132843-ilxt4b6g 149 14 then then RB cord-132843-ilxt4b6g 149 15 there there EX cord-132843-ilxt4b6g 149 16 can can MD cord-132843-ilxt4b6g 149 17 be be VB cord-132843-ilxt4b6g 149 18 as as RB cord-132843-ilxt4b6g 149 19 many many JJ cord-132843-ilxt4b6g 149 20 as as IN cord-132843-ilxt4b6g 149 21 2 2 CD cord-132843-ilxt4b6g 149 22 m m NN cord-132843-ilxt4b6g 149 23 · · NN cord-132843-ilxt4b6g 149 24 n n CC cord-132843-ilxt4b6g 149 25 possible possible JJ cord-132843-ilxt4b6g 149 26 ways way NNS cord-132843-ilxt4b6g 149 27 of of IN cord-132843-ilxt4b6g 149 28 matching matching NN cord-132843-ilxt4b6g 149 29 , , , cord-132843-ilxt4b6g 149 30 making make VBG cord-132843-ilxt4b6g 149 31 it -PRON- PRP cord-132843-ilxt4b6g 149 32 prohibitively prohibitively RB cord-132843-ilxt4b6g 149 33 difficult difficult JJ cord-132843-ilxt4b6g 149 34 to to TO cord-132843-ilxt4b6g 149 35 find find VB cord-132843-ilxt4b6g 149 36 the the DT cord-132843-ilxt4b6g 149 37 optimal optimal JJ cord-132843-ilxt4b6g 149 38 solution solution NN cord-132843-ilxt4b6g 149 39 . . . cord-132843-ilxt4b6g 150 1 Moreover moreover RB cord-132843-ilxt4b6g 150 2 , , , cord-132843-ilxt4b6g 150 3 there there EX cord-132843-ilxt4b6g 150 4 could could MD cord-132843-ilxt4b6g 150 5 be be VB cord-132843-ilxt4b6g 150 6 different different JJ cord-132843-ilxt4b6g 150 7 rules rule NNS cord-132843-ilxt4b6g 150 8 for for IN cord-132843-ilxt4b6g 150 9 matching match VBG cord-132843-ilxt4b6g 150 10 . . . cord-132843-ilxt4b6g 151 1 For for IN cord-132843-ilxt4b6g 151 2 example example NN cord-132843-ilxt4b6g 151 3 , , , cord-132843-ilxt4b6g 151 4 the the DT cord-132843-ilxt4b6g 151 5 " " `` cord-132843-ilxt4b6g 151 6 multiple multiple JJ cord-132843-ilxt4b6g 151 7 - - HYPH cord-132843-ilxt4b6g 151 8 to to IN cord-132843-ilxt4b6g 151 9 - - HYPH cord-132843-ilxt4b6g 151 10 multiple multiple JJ cord-132843-ilxt4b6g 151 11 " " '' cord-132843-ilxt4b6g 151 12 rule rule NN cord-132843-ilxt4b6g 151 13 shown show VBN cord-132843-ilxt4b6g 151 14 in in IN cord-132843-ilxt4b6g 151 15 Figure figure NN cord-132843-ilxt4b6g 151 16 2 2 CD cord-132843-ilxt4b6g 151 17 ( ( -LRB- cord-132843-ilxt4b6g 151 18 a a NN cord-132843-ilxt4b6g 151 19 ) ) -RRB- cord-132843-ilxt4b6g 151 20 allows allow VBZ cord-132843-ilxt4b6g 151 21 one one CD cord-132843-ilxt4b6g 151 22 predicted predict VBN cord-132843-ilxt4b6g 151 23 ( ( -LRB- cord-132843-ilxt4b6g 151 24 real real JJ cord-132843-ilxt4b6g 151 25 ) ) -RRB- cord-132843-ilxt4b6g 151 26 event event NN cord-132843-ilxt4b6g 151 27 to to TO cord-132843-ilxt4b6g 151 28 match match VB cord-132843-ilxt4b6g 151 29 multiple multiple JJ cord-132843-ilxt4b6g 151 30 real real JJ cord-132843-ilxt4b6g 151 31 ( ( -LRB- cord-132843-ilxt4b6g 151 32 predicted predict VBN cord-132843-ilxt4b6g 151 33 ) ) -RRB- cord-132843-ilxt4b6g 151 34 events event NNS cord-132843-ilxt4b6g 151 35 [ [ -LRB- cord-132843-ilxt4b6g 151 36 170 170 CD cord-132843-ilxt4b6g 151 37 ] ] -RRB- cord-132843-ilxt4b6g 151 38 , , , cord-132843-ilxt4b6g 151 39 while while IN cord-132843-ilxt4b6g 151 40 " " `` cord-132843-ilxt4b6g 151 41 Bipartite Bipartite NNP cord-132843-ilxt4b6g 151 42 matching matching NN cord-132843-ilxt4b6g 151 43 " " '' cord-132843-ilxt4b6g 151 44 only only RB cord-132843-ilxt4b6g 151 45 allows allow VBZ cord-132843-ilxt4b6g 151 46 one one CD cord-132843-ilxt4b6g 151 47 - - HYPH cord-132843-ilxt4b6g 151 48 to to IN cord-132843-ilxt4b6g 151 49 - - HYPH cord-132843-ilxt4b6g 151 50 one one CD cord-132843-ilxt4b6g 151 51 matching matching NN cord-132843-ilxt4b6g 151 52 between between IN cord-132843-ilxt4b6g 151 53 predicted predicted JJ cord-132843-ilxt4b6g 151 54 and and CC cord-132843-ilxt4b6g 151 55 real real JJ cord-132843-ilxt4b6g 151 56 events event NNS cord-132843-ilxt4b6g 152 1 ( ( -LRB- cord-132843-ilxt4b6g 152 2 Figure figure NN cord-132843-ilxt4b6g 152 3 2(b 2(b CD cord-132843-ilxt4b6g 152 4 ) ) -RRB- cord-132843-ilxt4b6g 152 5 ) ) -RRB- cord-132843-ilxt4b6g 152 6 . . . cord-132843-ilxt4b6g 153 1 " " `` cord-132843-ilxt4b6g 153 2 Non non JJ cord-132843-ilxt4b6g 153 3 - - JJ cord-132843-ilxt4b6g 153 4 crossing crossing JJ cord-132843-ilxt4b6g 153 5 matching matching NN cord-132843-ilxt4b6g 153 6 " " '' cord-132843-ilxt4b6g 153 7 requires require VBZ cord-132843-ilxt4b6g 153 8 that that IN cord-132843-ilxt4b6g 153 9 the the DT cord-132843-ilxt4b6g 153 10 real real JJ cord-132843-ilxt4b6g 153 11 events event NNS cord-132843-ilxt4b6g 153 12 matched match VBN cord-132843-ilxt4b6g 153 13 by by IN cord-132843-ilxt4b6g 153 14 the the DT cord-132843-ilxt4b6g 153 15 predicted predict VBN cord-132843-ilxt4b6g 153 16 events event NNS cord-132843-ilxt4b6g 153 17 follow follow VBP cord-132843-ilxt4b6g 153 18 the the DT cord-132843-ilxt4b6g 153 19 same same JJ cord-132843-ilxt4b6g 153 20 chronological chronological JJ cord-132843-ilxt4b6g 153 21 order order NN cord-132843-ilxt4b6g 153 22 ( ( -LRB- cord-132843-ilxt4b6g 153 23 Figure figure NN cord-132843-ilxt4b6g 153 24 2 2 CD cord-132843-ilxt4b6g 153 25 ( ( -LRB- cord-132843-ilxt4b6g 153 26 c c NN cord-132843-ilxt4b6g 153 27 ) ) -RRB- cord-132843-ilxt4b6g 153 28 ) ) -RRB- cord-132843-ilxt4b6g 153 29 . . . cord-132843-ilxt4b6g 154 1 In in IN cord-132843-ilxt4b6g 154 2 order order NN cord-132843-ilxt4b6g 154 3 to to TO cord-132843-ilxt4b6g 154 4 utilize utilize VB cord-132843-ilxt4b6g 154 5 any any DT cord-132843-ilxt4b6g 154 6 of of IN cord-132843-ilxt4b6g 154 7 these these DT cord-132843-ilxt4b6g 154 8 types type NNS cord-132843-ilxt4b6g 154 9 of of IN cord-132843-ilxt4b6g 154 10 matching matching NN cord-132843-ilxt4b6g 154 11 , , , cord-132843-ilxt4b6g 154 12 researchers researcher NNS cord-132843-ilxt4b6g 154 13 have have VBP cord-132843-ilxt4b6g 154 14 suggested suggest VBN cord-132843-ilxt4b6g 154 15 using use VBG cord-132843-ilxt4b6g 154 16 event event NN cord-132843-ilxt4b6g 154 17 matching match VBG cord-132843-ilxt4b6g 154 18 optimization optimization NN cord-132843-ilxt4b6g 154 19 to to TO cord-132843-ilxt4b6g 154 20 learn learn VB cord-132843-ilxt4b6g 154 21 the the DT cord-132843-ilxt4b6g 154 22 optimal optimal JJ cord-132843-ilxt4b6g 154 23 set set NN cord-132843-ilxt4b6g 154 24 of of IN cord-132843-ilxt4b6g 154 25 " " '' cord-132843-ilxt4b6g 154 26 ( ( -LRB- cord-132843-ilxt4b6g 154 27 real real JJ cord-132843-ilxt4b6g 154 28 event event NN cord-132843-ilxt4b6g 154 29 , , , cord-132843-ilxt4b6g 154 30 predicted predict VBD cord-132843-ilxt4b6g 154 31 event event NN cord-132843-ilxt4b6g 154 32 ) ) -RRB- cord-132843-ilxt4b6g 155 1 " " `` cord-132843-ilxt4b6g 155 2 pairs pair NNS cord-132843-ilxt4b6g 155 3 [ [ -LRB- cord-132843-ilxt4b6g 155 4 151 151 CD cord-132843-ilxt4b6g 155 5 ] ] -RRB- cord-132843-ilxt4b6g 155 6 . . . cord-132843-ilxt4b6g 156 1 The the DT cord-132843-ilxt4b6g 156 2 effectiveness effectiveness NN cord-132843-ilxt4b6g 156 3 of of IN cord-132843-ilxt4b6g 156 4 the the DT cord-132843-ilxt4b6g 156 5 event event NN cord-132843-ilxt4b6g 156 6 predictions prediction NNS cord-132843-ilxt4b6g 156 7 is be VBZ cord-132843-ilxt4b6g 156 8 evaluated evaluate VBN cord-132843-ilxt4b6g 156 9 in in IN cord-132843-ilxt4b6g 156 10 terms term NNS cord-132843-ilxt4b6g 156 11 of of IN cord-132843-ilxt4b6g 156 12 two two CD cord-132843-ilxt4b6g 156 13 indicators indicator NNS cord-132843-ilxt4b6g 156 14 : : : cord-132843-ilxt4b6g 156 15 1 1 LS cord-132843-ilxt4b6g 156 16 ) ) -RRB- cord-132843-ilxt4b6g 156 17 Goodness goodness NN cord-132843-ilxt4b6g 156 18 of of IN cord-132843-ilxt4b6g 156 19 Matching Matching NNP cord-132843-ilxt4b6g 156 20 , , , cord-132843-ilxt4b6g 156 21 which which WDT cord-132843-ilxt4b6g 156 22 evaluates evaluate VBZ cord-132843-ilxt4b6g 156 23 performance performance NN cord-132843-ilxt4b6g 156 24 metrics metric NNS cord-132843-ilxt4b6g 156 25 such such JJ cord-132843-ilxt4b6g 156 26 as as IN cord-132843-ilxt4b6g 156 27 the the DT cord-132843-ilxt4b6g 156 28 number number NN cord-132843-ilxt4b6g 156 29 and and CC cord-132843-ilxt4b6g 156 30 percentage percentage NN cord-132843-ilxt4b6g 156 31 of of IN cord-132843-ilxt4b6g 156 32 matched match VBN cord-132843-ilxt4b6g 156 33 events event NNS cord-132843-ilxt4b6g 156 34 [ [ -LRB- cord-132843-ilxt4b6g 156 35 26 26 CD cord-132843-ilxt4b6g 156 36 ] ] -RRB- cord-132843-ilxt4b6g 156 37 , , , cord-132843-ilxt4b6g 156 38 and and CC cord-132843-ilxt4b6g 156 39 2 2 LS cord-132843-ilxt4b6g 156 40 ) ) -RRB- cord-132843-ilxt4b6g 156 41 Quality quality NN cord-132843-ilxt4b6g 156 42 of of IN cord-132843-ilxt4b6g 156 43 Matched Matched NNP cord-132843-ilxt4b6g 156 44 Predictions Predictions NNP cord-132843-ilxt4b6g 156 45 , , , cord-132843-ilxt4b6g 156 46 which which WDT cord-132843-ilxt4b6g 156 47 evaluates evaluate VBZ cord-132843-ilxt4b6g 156 48 how how WRB cord-132843-ilxt4b6g 156 49 close close JJ cord-132843-ilxt4b6g 156 50 the the DT cord-132843-ilxt4b6g 156 51 predicted predict VBN cord-132843-ilxt4b6g 156 52 event event NN cord-132843-ilxt4b6g 156 53 is be VBZ cord-132843-ilxt4b6g 156 54 to to IN cord-132843-ilxt4b6g 156 55 the the DT cord-132843-ilxt4b6g 156 56 real real JJ cord-132843-ilxt4b6g 156 57 event event NN cord-132843-ilxt4b6g 156 58 for for IN cord-132843-ilxt4b6g 156 59 each each DT cord-132843-ilxt4b6g 156 60 pair pair NN cord-132843-ilxt4b6g 156 61 of of IN cord-132843-ilxt4b6g 156 62 matched match VBN cord-132843-ilxt4b6g 156 63 events event NNS cord-132843-ilxt4b6g 156 64 [ [ -LRB- cord-132843-ilxt4b6g 156 65 171 171 CD cord-132843-ilxt4b6g 156 66 ] ] -RRB- cord-132843-ilxt4b6g 156 67 . . . cord-132843-ilxt4b6g 157 1 • • NNP cord-132843-ilxt4b6g 158 1 Goodness goodness NN cord-132843-ilxt4b6g 158 2 of of IN cord-132843-ilxt4b6g 158 3 Matching matching NN cord-132843-ilxt4b6g 158 4 . . . cord-132843-ilxt4b6g 159 1 A a DT cord-132843-ilxt4b6g 159 2 true true JJ cord-132843-ilxt4b6g 159 3 positive positive JJ cord-132843-ilxt4b6g 159 4 means mean VBZ cord-132843-ilxt4b6g 159 5 a a DT cord-132843-ilxt4b6g 159 6 real real JJ cord-132843-ilxt4b6g 159 7 event event NN cord-132843-ilxt4b6g 159 8 has have VBZ cord-132843-ilxt4b6g 159 9 been be VBN cord-132843-ilxt4b6g 159 10 successfully successfully RB cord-132843-ilxt4b6g 159 11 matched match VBN cord-132843-ilxt4b6g 159 12 by by IN cord-132843-ilxt4b6g 159 13 a a DT cord-132843-ilxt4b6g 159 14 predicted predict VBN cord-132843-ilxt4b6g 159 15 event event NN cord-132843-ilxt4b6g 159 16 ; ; : cord-132843-ilxt4b6g 159 17 if if IN cord-132843-ilxt4b6g 159 18 a a DT cord-132843-ilxt4b6g 159 19 real real JJ cord-132843-ilxt4b6g 159 20 event event NN cord-132843-ilxt4b6g 159 21 has have VBZ cord-132843-ilxt4b6g 159 22 not not RB cord-132843-ilxt4b6g 159 23 been be VBN cord-132843-ilxt4b6g 159 24 matched match VBN cord-132843-ilxt4b6g 159 25 by by IN cord-132843-ilxt4b6g 159 26 any any DT cord-132843-ilxt4b6g 159 27 predicted predict VBN cord-132843-ilxt4b6g 159 28 event event NN cord-132843-ilxt4b6g 159 29 , , , cord-132843-ilxt4b6g 159 30 then then RB cord-132843-ilxt4b6g 159 31 it -PRON- PRP cord-132843-ilxt4b6g 159 32 is be VBZ cord-132843-ilxt4b6g 159 33 called call VBN cord-132843-ilxt4b6g 159 34 a a DT cord-132843-ilxt4b6g 159 35 false false JJ cord-132843-ilxt4b6g 159 36 negative negative NN cord-132843-ilxt4b6g 159 37 and and CC cord-132843-ilxt4b6g 159 38 a a DT cord-132843-ilxt4b6g 159 39 false false JJ cord-132843-ilxt4b6g 159 40 positive positive JJ cord-132843-ilxt4b6g 159 41 means mean VBZ cord-132843-ilxt4b6g 159 42 a a DT cord-132843-ilxt4b6g 159 43 predicted predict VBN cord-132843-ilxt4b6g 159 44 event event NN cord-132843-ilxt4b6g 159 45 has have VBZ cord-132843-ilxt4b6g 159 46 failed fail VBN cord-132843-ilxt4b6g 159 47 to to TO cord-132843-ilxt4b6g 159 48 match match VB cord-132843-ilxt4b6g 159 49 any any DT cord-132843-ilxt4b6g 159 50 real real JJ cord-132843-ilxt4b6g 159 51 event event NN cord-132843-ilxt4b6g 159 52 , , , cord-132843-ilxt4b6g 159 53 which which WDT cord-132843-ilxt4b6g 159 54 is be VBZ cord-132843-ilxt4b6g 159 55 referred refer VBN cord-132843-ilxt4b6g 159 56 to to IN cord-132843-ilxt4b6g 159 57 as as IN cord-132843-ilxt4b6g 159 58 a a DT cord-132843-ilxt4b6g 159 59 false false JJ cord-132843-ilxt4b6g 159 60 alarm alarm NN cord-132843-ilxt4b6g 159 61 . . . cord-132843-ilxt4b6g 160 1 Assume assume VB cord-132843-ilxt4b6g 160 2 the the DT cord-132843-ilxt4b6g 160 3 total total JJ cord-132843-ilxt4b6g 160 4 number number NN cord-132843-ilxt4b6g 160 5 of of IN cord-132843-ilxt4b6g 160 6 predictions prediction NNS cord-132843-ilxt4b6g 160 7 is be VBZ cord-132843-ilxt4b6g 160 8 N n CD cord-132843-ilxt4b6g 160 9 , , , cord-132843-ilxt4b6g 160 10 the the DT cord-132843-ilxt4b6g 160 11 number number NN cord-132843-ilxt4b6g 160 12 of of IN cord-132843-ilxt4b6g 160 13 real real JJ cord-132843-ilxt4b6g 160 14 events event NNS cord-132843-ilxt4b6g 160 15 isN isn JJ cord-132843-ilxt4b6g 160 16 , , , cord-132843-ilxt4b6g 160 17 the the DT cord-132843-ilxt4b6g 160 18 number number NN cord-132843-ilxt4b6g 160 19 of of IN cord-132843-ilxt4b6g 160 20 true true JJ cord-132843-ilxt4b6g 160 21 positives positive NNS cord-132843-ilxt4b6g 160 22 is be VBZ cord-132843-ilxt4b6g 160 23 N N NNP cord-132843-ilxt4b6g 160 24 T T NNP cord-132843-ilxt4b6g 160 25 P p NN cord-132843-ilxt4b6g 160 26 , , , cord-132843-ilxt4b6g 160 27 the the DT cord-132843-ilxt4b6g 160 28 number number NN cord-132843-ilxt4b6g 160 29 of of IN cord-132843-ilxt4b6g 160 30 false false JJ cord-132843-ilxt4b6g 160 31 negatives negative NNS cord-132843-ilxt4b6g 160 32 is be VBZ cord-132843-ilxt4b6g 160 33 N N NNP cord-132843-ilxt4b6g 160 34 F F NNP cord-132843-ilxt4b6g 160 35 N N NNP cord-132843-ilxt4b6g 160 36 and and CC cord-132843-ilxt4b6g 160 37 the the DT cord-132843-ilxt4b6g 160 38 number number NN cord-132843-ilxt4b6g 160 39 of of IN cord-132843-ilxt4b6g 160 40 false false JJ cord-132843-ilxt4b6g 160 41 positives positive NNS cord-132843-ilxt4b6g 160 42 is be VBZ cord-132843-ilxt4b6g 160 43 N N NNP cord-132843-ilxt4b6g 160 44 F f NN cord-132843-ilxt4b6g 160 45 P p NN cord-132843-ilxt4b6g 160 46 . . . cord-132843-ilxt4b6g 161 1 Then then RB cord-132843-ilxt4b6g 161 2 , , , cord-132843-ilxt4b6g 161 3 the the DT cord-132843-ilxt4b6g 161 4 following follow VBG cord-132843-ilxt4b6g 161 5 key key JJ cord-132843-ilxt4b6g 161 6 evaluation evaluation NN cord-132843-ilxt4b6g 161 7 metrics metric NNS cord-132843-ilxt4b6g 161 8 can can MD cord-132843-ilxt4b6g 161 9 be be VB cord-132843-ilxt4b6g 161 10 calculated calculate VBN cord-132843-ilxt4b6g 161 11 : : : cord-132843-ilxt4b6g 161 12 Prediction prediction NN cord-132843-ilxt4b6g 161 13 = = SYM cord-132843-ilxt4b6g 161 14 N N NNP cord-132843-ilxt4b6g 161 15 T t NN cord-132843-ilxt4b6g 161 16 P p NN cord-132843-ilxt4b6g 161 17 /(N /(n CC cord-132843-ilxt4b6g 161 18 T T NNP cord-132843-ilxt4b6g 161 19 P p NN cord-132843-ilxt4b6g 161 20 + + CC cord-132843-ilxt4b6g 161 21 N n NN cord-132843-ilxt4b6g 161 22 F f NN cord-132843-ilxt4b6g 161 23 P p NN cord-132843-ilxt4b6g 161 24 ) ) -RRB- cord-132843-ilxt4b6g 161 25 , , , cord-132843-ilxt4b6g 161 26 Recall Recall NNP cord-132843-ilxt4b6g 161 27 = = SYM cord-132843-ilxt4b6g 161 28 N N NNP cord-132843-ilxt4b6g 161 29 T t NN cord-132843-ilxt4b6g 161 30 P p NN cord-132843-ilxt4b6g 161 31 /(N /(n CC cord-132843-ilxt4b6g 161 32 T T NNP cord-132843-ilxt4b6g 161 33 P p NN cord-132843-ilxt4b6g 161 34 + + CC cord-132843-ilxt4b6g 161 35 N n NN cord-132843-ilxt4b6g 161 36 F F NNP cord-132843-ilxt4b6g 161 37 N N NNP cord-132843-ilxt4b6g 161 38 ) ) -RRB- cord-132843-ilxt4b6g 161 39 , , , cord-132843-ilxt4b6g 161 40 F F NNP cord-132843-ilxt4b6g 161 41 - - HYPH cord-132843-ilxt4b6g 161 42 measure measure NN cord-132843-ilxt4b6g 161 43 = = SYM cord-132843-ilxt4b6g 161 44 2 2 CD cord-132843-ilxt4b6g 161 45 · · NFP cord-132843-ilxt4b6g 161 46 Precision precision NN cord-132843-ilxt4b6g 161 47 · · NFP cord-132843-ilxt4b6g 161 48 Recall/(Precision recall/(precision NN cord-132843-ilxt4b6g 162 1 + + CC cord-132843-ilxt4b6g 162 2 Recall Recall NNP cord-132843-ilxt4b6g 162 3 ) ) -RRB- cord-132843-ilxt4b6g 162 4 . . . cord-132843-ilxt4b6g 163 1 Other other JJ cord-132843-ilxt4b6g 163 2 measurements measurement NNS cord-132843-ilxt4b6g 163 3 such such JJ cord-132843-ilxt4b6g 163 4 as as IN cord-132843-ilxt4b6g 163 5 the the DT cord-132843-ilxt4b6g 163 6 area area NN cord-132843-ilxt4b6g 163 7 under under IN cord-132843-ilxt4b6g 163 8 the the DT cord-132843-ilxt4b6g 163 9 ROC ROC NNP cord-132843-ilxt4b6g 163 10 curves curve NNS cord-132843-ilxt4b6g 163 11 are be VBP cord-132843-ilxt4b6g 163 12 also also RB cord-132843-ilxt4b6g 163 13 commonly commonly RB cord-132843-ilxt4b6g 163 14 used use VBN cord-132843-ilxt4b6g 163 15 [ [ -LRB- cord-132843-ilxt4b6g 163 16 26 26 CD cord-132843-ilxt4b6g 163 17 ] ] -RRB- cord-132843-ilxt4b6g 163 18 . . . cord-132843-ilxt4b6g 164 1 This this DT cord-132843-ilxt4b6g 164 2 approach approach NN cord-132843-ilxt4b6g 164 3 can can MD cord-132843-ilxt4b6g 164 4 be be VB cord-132843-ilxt4b6g 164 5 extended extend VBN cord-132843-ilxt4b6g 164 6 to to TO cord-132843-ilxt4b6g 164 7 include include VB cord-132843-ilxt4b6g 164 8 other other JJ cord-132843-ilxt4b6g 164 9 items item NNS cord-132843-ilxt4b6g 164 10 such such JJ cord-132843-ilxt4b6g 164 11 as as IN cord-132843-ilxt4b6g 164 12 multi multi JJ cord-132843-ilxt4b6g 164 13 - - JJ cord-132843-ilxt4b6g 164 14 class class JJ cord-132843-ilxt4b6g 164 15 precision precision NN cord-132843-ilxt4b6g 164 16 / / SYM cord-132843-ilxt4b6g 164 17 recall recall NN cord-132843-ilxt4b6g 164 18 , , , cord-132843-ilxt4b6g 164 19 and and CC cord-132843-ilxt4b6g 164 20 Precision Precision NNP cord-132843-ilxt4b6g 164 21 / / SYM cord-132843-ilxt4b6g 164 22 Recall Recall NNP cord-132843-ilxt4b6g 164 23 at at IN cord-132843-ilxt4b6g 164 24 Top Top NNP cord-132843-ilxt4b6g 164 25 K K NNP cord-132843-ilxt4b6g 164 26 [ [ -LRB- cord-132843-ilxt4b6g 164 27 2 2 CD cord-132843-ilxt4b6g 164 28 , , , cord-132843-ilxt4b6g 164 29 103 103 CD cord-132843-ilxt4b6g 164 30 , , , cord-132843-ilxt4b6g 164 31 123 123 CD cord-132843-ilxt4b6g 164 32 , , , cord-132843-ilxt4b6g 164 33 252 252 CD cord-132843-ilxt4b6g 164 34 ] ] -RRB- cord-132843-ilxt4b6g 164 35 . . . cord-132843-ilxt4b6g 165 1 • • NNP cord-132843-ilxt4b6g 166 1 Quality quality NN cord-132843-ilxt4b6g 166 2 of of IN cord-132843-ilxt4b6g 166 3 Matched Matched NNP cord-132843-ilxt4b6g 166 4 Predictions prediction NNS cord-132843-ilxt4b6g 166 5 . . . cord-132843-ilxt4b6g 167 1 If if IN cord-132843-ilxt4b6g 167 2 a a DT cord-132843-ilxt4b6g 167 3 predicted predict VBN cord-132843-ilxt4b6g 167 4 event event NN cord-132843-ilxt4b6g 167 5 matches match VBZ cord-132843-ilxt4b6g 167 6 a a DT cord-132843-ilxt4b6g 167 7 real real JJ cord-132843-ilxt4b6g 167 8 one one NN cord-132843-ilxt4b6g 167 9 , , , cord-132843-ilxt4b6g 167 10 it -PRON- PRP cord-132843-ilxt4b6g 167 11 is be VBZ cord-132843-ilxt4b6g 167 12 common common JJ cord-132843-ilxt4b6g 167 13 to to TO cord-132843-ilxt4b6g 167 14 go go VB cord-132843-ilxt4b6g 167 15 on on RP cord-132843-ilxt4b6g 167 16 to to TO cord-132843-ilxt4b6g 167 17 evaluate evaluate VB cord-132843-ilxt4b6g 167 18 how how WRB cord-132843-ilxt4b6g 167 19 close close JJ cord-132843-ilxt4b6g 167 20 they -PRON- PRP cord-132843-ilxt4b6g 167 21 are be VBP cord-132843-ilxt4b6g 167 22 . . . cord-132843-ilxt4b6g 168 1 This this DT cord-132843-ilxt4b6g 168 2 reflects reflect VBZ cord-132843-ilxt4b6g 168 3 the the DT cord-132843-ilxt4b6g 168 4 quality quality NN cord-132843-ilxt4b6g 168 5 of of IN cord-132843-ilxt4b6g 168 6 the the DT cord-132843-ilxt4b6g 168 7 matched match VBN cord-132843-ilxt4b6g 168 8 predictions prediction NNS cord-132843-ilxt4b6g 168 9 , , , cord-132843-ilxt4b6g 168 10 in in IN cord-132843-ilxt4b6g 168 11 terms term NNS cord-132843-ilxt4b6g 168 12 of of IN cord-132843-ilxt4b6g 168 13 different different JJ cord-132843-ilxt4b6g 168 14 aspects aspect NNS cord-132843-ilxt4b6g 168 15 of of IN cord-132843-ilxt4b6g 168 16 the the DT cord-132843-ilxt4b6g 168 17 events event NNS cord-132843-ilxt4b6g 168 18 . . . cord-132843-ilxt4b6g 169 1 Event event NN cord-132843-ilxt4b6g 169 2 time time NN cord-132843-ilxt4b6g 169 3 is be VBZ cord-132843-ilxt4b6g 169 4 typically typically RB cord-132843-ilxt4b6g 169 5 a a DT cord-132843-ilxt4b6g 169 6 numerical numerical JJ cord-132843-ilxt4b6g 169 7 values value NNS cord-132843-ilxt4b6g 169 8 and and CC cord-132843-ilxt4b6g 169 9 hence hence RB cord-132843-ilxt4b6g 169 10 can can MD cord-132843-ilxt4b6g 169 11 be be VB cord-132843-ilxt4b6g 169 12 easily easily RB cord-132843-ilxt4b6g 169 13 measured measure VBN cord-132843-ilxt4b6g 169 14 in in IN cord-132843-ilxt4b6g 169 15 terms term NNS cord-132843-ilxt4b6g 169 16 of of IN cord-132843-ilxt4b6g 169 17 metrics metric NNS cord-132843-ilxt4b6g 169 18 such such JJ cord-132843-ilxt4b6g 169 19 as as IN cord-132843-ilxt4b6g 169 20 mean mean JJ cord-132843-ilxt4b6g 169 21 squared squared JJ cord-132843-ilxt4b6g 169 22 error error NN cord-132843-ilxt4b6g 169 23 , , , cord-132843-ilxt4b6g 169 24 root root NN cord-132843-ilxt4b6g 169 25 mean mean NN cord-132843-ilxt4b6g 169 26 squared squared JJ cord-132843-ilxt4b6g 169 27 error error NN cord-132843-ilxt4b6g 169 28 , , , cord-132843-ilxt4b6g 169 29 and and CC cord-132843-ilxt4b6g 169 30 mean mean VB cord-132843-ilxt4b6g 169 31 absolute absolute JJ cord-132843-ilxt4b6g 169 32 error error NN cord-132843-ilxt4b6g 169 33 [ [ -LRB- cord-132843-ilxt4b6g 169 34 26 26 CD cord-132843-ilxt4b6g 169 35 ] ] -RRB- cord-132843-ilxt4b6g 169 36 . . . cord-132843-ilxt4b6g 170 1 This this DT cord-132843-ilxt4b6g 170 2 is be VBZ cord-132843-ilxt4b6g 170 3 also also RB cord-132843-ilxt4b6g 170 4 the the DT cord-132843-ilxt4b6g 170 5 case case NN cord-132843-ilxt4b6g 170 6 for for IN cord-132843-ilxt4b6g 170 7 location location NN cord-132843-ilxt4b6g 170 8 in in IN cord-132843-ilxt4b6g 170 9 Euclidean euclidean JJ cord-132843-ilxt4b6g 170 10 space space NN cord-132843-ilxt4b6g 170 11 , , , cord-132843-ilxt4b6g 170 12 which which WDT cord-132843-ilxt4b6g 170 13 can can MD cord-132843-ilxt4b6g 170 14 be be VB cord-132843-ilxt4b6g 170 15 measured measure VBN cord-132843-ilxt4b6g 170 16 in in IN cord-132843-ilxt4b6g 170 17 terms term NNS cord-132843-ilxt4b6g 170 18 of of IN cord-132843-ilxt4b6g 170 19 the the DT cord-132843-ilxt4b6g 170 20 Euclidean euclidean JJ cord-132843-ilxt4b6g 170 21 distance distance NN cord-132843-ilxt4b6g 170 22 between between IN cord-132843-ilxt4b6g 170 23 the the DT cord-132843-ilxt4b6g 170 24 predicted predict VBN cord-132843-ilxt4b6g 170 25 point point NN cord-132843-ilxt4b6g 170 26 ( ( -LRB- cord-132843-ilxt4b6g 170 27 or or CC cord-132843-ilxt4b6g 170 28 region region NN cord-132843-ilxt4b6g 170 29 ) ) -RRB- cord-132843-ilxt4b6g 170 30 and and CC cord-132843-ilxt4b6g 170 31 the the DT cord-132843-ilxt4b6g 170 32 real real JJ cord-132843-ilxt4b6g 170 33 point point NN cord-132843-ilxt4b6g 170 34 ( ( -LRB- cord-132843-ilxt4b6g 170 35 or or CC cord-132843-ilxt4b6g 170 36 region region NN cord-132843-ilxt4b6g 170 37 ) ) -RRB- cord-132843-ilxt4b6g 170 38 . . . cord-132843-ilxt4b6g 171 1 Some some DT cord-132843-ilxt4b6g 171 2 researchers researcher NNS cord-132843-ilxt4b6g 171 3 consider consider VBP cord-132843-ilxt4b6g 171 4 the the DT cord-132843-ilxt4b6g 171 5 administrative administrative JJ cord-132843-ilxt4b6g 171 6 unit unit NN cord-132843-ilxt4b6g 171 7 resolution resolution NN cord-132843-ilxt4b6g 171 8 . . . cord-132843-ilxt4b6g 172 1 For for IN cord-132843-ilxt4b6g 172 2 example example NN cord-132843-ilxt4b6g 172 3 , , , cord-132843-ilxt4b6g 172 4 a a DT cord-132843-ilxt4b6g 172 5 predicted predict VBN cord-132843-ilxt4b6g 172 6 location location NN cord-132843-ilxt4b6g 172 7 ( ( -LRB- cord-132843-ilxt4b6g 172 8 " " `` cord-132843-ilxt4b6g 172 9 New New NNP cord-132843-ilxt4b6g 172 10 York York NNP cord-132843-ilxt4b6g 172 11 City City NNP cord-132843-ilxt4b6g 172 12 " " '' cord-132843-ilxt4b6g 172 13 , , , cord-132843-ilxt4b6g 172 14 " " '' cord-132843-ilxt4b6g 172 15 New New NNP cord-132843-ilxt4b6g 172 16 York York NNP cord-132843-ilxt4b6g 172 17 State State NNP cord-132843-ilxt4b6g 172 18 " " '' cord-132843-ilxt4b6g 172 19 , , , cord-132843-ilxt4b6g 172 20 " " `` cord-132843-ilxt4b6g 172 21 USA USA NNP cord-132843-ilxt4b6g 172 22 " " '' cord-132843-ilxt4b6g 172 23 ) ) -RRB- cord-132843-ilxt4b6g 172 24 has have VBZ cord-132843-ilxt4b6g 172 25 a a DT cord-132843-ilxt4b6g 172 26 distance distance NN cord-132843-ilxt4b6g 172 27 of of IN cord-132843-ilxt4b6g 172 28 2 2 CD cord-132843-ilxt4b6g 172 29 from from IN cord-132843-ilxt4b6g 172 30 the the DT cord-132843-ilxt4b6g 172 31 real real JJ cord-132843-ilxt4b6g 172 32 location location NN cord-132843-ilxt4b6g 172 33 ( ( -LRB- cord-132843-ilxt4b6g 172 34 " " `` cord-132843-ilxt4b6g 172 35 Los Los NNP cord-132843-ilxt4b6g 172 36 Angeles Angeles NNP cord-132843-ilxt4b6g 172 37 " " '' cord-132843-ilxt4b6g 172 38 , , , cord-132843-ilxt4b6g 172 39 " " `` cord-132843-ilxt4b6g 172 40 California California NNP cord-132843-ilxt4b6g 172 41 " " '' cord-132843-ilxt4b6g 172 42 , , , cord-132843-ilxt4b6g 172 43 " " `` cord-132843-ilxt4b6g 172 44 USA USA NNP cord-132843-ilxt4b6g 172 45 " " '' cord-132843-ilxt4b6g 172 46 ) ) -RRB- cord-132843-ilxt4b6g 172 47 [ [ -LRB- cord-132843-ilxt4b6g 172 48 240 240 CD cord-132843-ilxt4b6g 172 49 ] ] -RRB- cord-132843-ilxt4b6g 172 50 . . . cord-132843-ilxt4b6g 173 1 Others other NNS cord-132843-ilxt4b6g 173 2 prefer prefer VBP cord-132843-ilxt4b6g 173 3 to to TO cord-132843-ilxt4b6g 173 4 measure measure VB cord-132843-ilxt4b6g 173 5 multi multi JJ cord-132843-ilxt4b6g 173 6 - - JJ cord-132843-ilxt4b6g 173 7 resolution resolution JJ cord-132843-ilxt4b6g 173 8 location location NN cord-132843-ilxt4b6g 173 9 prediction prediction NN cord-132843-ilxt4b6g 173 10 quality quality NN cord-132843-ilxt4b6g 173 11 as as IN cord-132843-ilxt4b6g 173 12 follows follow VBZ cord-132843-ilxt4b6g 173 13 : : : cord-132843-ilxt4b6g 173 14 ( ( -LRB- cord-132843-ilxt4b6g 173 15 1/3)(l 1/3)(l CD cord-132843-ilxt4b6g 173 16 count count NN cord-132843-ilxt4b6g 173 17 ry ry NNP cord-132843-ilxt4b6g 174 1 + + CC cord-132843-ilxt4b6g 175 1 l l NNP cord-132843-ilxt4b6g 175 2 count count NNP cord-132843-ilxt4b6g 176 1 ry ry NNP cord-132843-ilxt4b6g 177 1 · · NFP cord-132843-ilxt4b6g 177 2 l l NNP cord-132843-ilxt4b6g 177 3 st st NNP cord-132843-ilxt4b6g 177 4 at at IN cord-132843-ilxt4b6g 177 5 e e NNP cord-132843-ilxt4b6g 177 6 + + CC cord-132843-ilxt4b6g 177 7 l l NNP cord-132843-ilxt4b6g 177 8 count count NNP cord-132843-ilxt4b6g 177 9 r r NNP cord-132843-ilxt4b6g 177 10 y y NNP cord-132843-ilxt4b6g 177 11 · · NFP cord-132843-ilxt4b6g 177 12 l l NNP cord-132843-ilxt4b6g 177 13 st st NNP cord-132843-ilxt4b6g 177 14 at at IN cord-132843-ilxt4b6g 177 15 e e NNP cord-132843-ilxt4b6g 177 16 · · NNP cord-132843-ilxt4b6g 177 17 l l NNP cord-132843-ilxt4b6g 177 18 city city NNP cord-132843-ilxt4b6g 177 19 ) ) -RRB- cord-132843-ilxt4b6g 177 20 , , , cord-132843-ilxt4b6g 177 21 where where WRB cord-132843-ilxt4b6g 177 22 l l NNP cord-132843-ilxt4b6g 177 23 city city NNP cord-132843-ilxt4b6g 177 24 , , , cord-132843-ilxt4b6g 177 25 l l NNP cord-132843-ilxt4b6g 177 26 st st NNP cord-132843-ilxt4b6g 177 27 at at IN cord-132843-ilxt4b6g 177 28 e e NNP cord-132843-ilxt4b6g 177 29 , , , cord-132843-ilxt4b6g 177 30 and and CC cord-132843-ilxt4b6g 177 31 l l NNP cord-132843-ilxt4b6g 177 32 count count NNP cord-132843-ilxt4b6g 177 33 r r NNP cord-132843-ilxt4b6g 177 34 y y NNP cord-132843-ilxt4b6g 177 35 can can MD cord-132843-ilxt4b6g 177 36 only only RB cord-132843-ilxt4b6g 177 37 be be VB cord-132843-ilxt4b6g 177 38 either either CC cord-132843-ilxt4b6g 177 39 0 0 CD cord-132843-ilxt4b6g 178 1 ( ( -LRB- cord-132843-ilxt4b6g 178 2 i.e. i.e. FW cord-132843-ilxt4b6g 178 3 , , , cord-132843-ilxt4b6g 178 4 no no DT cord-132843-ilxt4b6g 178 5 match match NN cord-132843-ilxt4b6g 178 6 to to IN cord-132843-ilxt4b6g 178 7 the the DT cord-132843-ilxt4b6g 178 8 truth truth NN cord-132843-ilxt4b6g 178 9 ) ) -RRB- cord-132843-ilxt4b6g 178 10 or or CC cord-132843-ilxt4b6g 178 11 1 1 CD cord-132843-ilxt4b6g 178 12 ( ( -LRB- cord-132843-ilxt4b6g 178 13 i.e. i.e. FW cord-132843-ilxt4b6g 178 14 , , , cord-132843-ilxt4b6g 178 15 completely completely RB cord-132843-ilxt4b6g 178 16 matches match VBZ cord-132843-ilxt4b6g 178 17 the the DT cord-132843-ilxt4b6g 178 18 truth truth NN cord-132843-ilxt4b6g 178 19 ) ) -RRB- cord-132843-ilxt4b6g 178 20 [ [ -LRB- cord-132843-ilxt4b6g 178 21 171 171 CD cord-132843-ilxt4b6g 178 22 ] ] -RRB- cord-132843-ilxt4b6g 178 23 . . . cord-132843-ilxt4b6g 179 1 For for IN cord-132843-ilxt4b6g 179 2 a a DT cord-132843-ilxt4b6g 179 3 location location NN cord-132843-ilxt4b6g 179 4 in in IN cord-132843-ilxt4b6g 179 5 non non JJ cord-132843-ilxt4b6g 179 6 - - JJ cord-132843-ilxt4b6g 179 7 Euclidean euclidean JJ cord-132843-ilxt4b6g 179 8 space space NN cord-132843-ilxt4b6g 179 9 such such JJ cord-132843-ilxt4b6g 179 10 as as IN cord-132843-ilxt4b6g 179 11 a a DT cord-132843-ilxt4b6g 179 12 network network NN cord-132843-ilxt4b6g 179 13 [ [ -LRB- cord-132843-ilxt4b6g 179 14 187 187 CD cord-132843-ilxt4b6g 179 15 ] ] -RRB- cord-132843-ilxt4b6g 179 16 , , , cord-132843-ilxt4b6g 179 17 the the DT cord-132843-ilxt4b6g 179 18 quality quality NN cord-132843-ilxt4b6g 179 19 can can MD cord-132843-ilxt4b6g 179 20 be be VB cord-132843-ilxt4b6g 179 21 measured measure VBN cord-132843-ilxt4b6g 179 22 in in IN cord-132843-ilxt4b6g 179 23 terms term NNS cord-132843-ilxt4b6g 179 24 of of IN cord-132843-ilxt4b6g 179 25 the the DT cord-132843-ilxt4b6g 179 26 shortest short JJS cord-132843-ilxt4b6g 179 27 path path NN cord-132843-ilxt4b6g 179 28 length length NN cord-132843-ilxt4b6g 179 29 between between IN cord-132843-ilxt4b6g 179 30 the the DT cord-132843-ilxt4b6g 179 31 predicted predict VBN cord-132843-ilxt4b6g 179 32 node node NN cord-132843-ilxt4b6g 179 33 ( ( -LRB- cord-132843-ilxt4b6g 179 34 or or CC cord-132843-ilxt4b6g 179 35 subgraph subgraph NN cord-132843-ilxt4b6g 179 36 ) ) -RRB- cord-132843-ilxt4b6g 179 37 and and CC cord-132843-ilxt4b6g 179 38 the the DT cord-132843-ilxt4b6g 179 39 real real JJ cord-132843-ilxt4b6g 179 40 node node NN cord-132843-ilxt4b6g 179 41 ( ( -LRB- cord-132843-ilxt4b6g 179 42 or or CC cord-132843-ilxt4b6g 179 43 subgraph subgraph NN cord-132843-ilxt4b6g 179 44 ) ) -RRB- cord-132843-ilxt4b6g 179 45 , , , cord-132843-ilxt4b6g 179 46 or or CC cord-132843-ilxt4b6g 179 47 by by IN cord-132843-ilxt4b6g 179 48 the the DT cord-132843-ilxt4b6g 179 49 F F NNP cord-132843-ilxt4b6g 179 50 - - HYPH cord-132843-ilxt4b6g 179 51 measure measure NN cord-132843-ilxt4b6g 179 52 between between IN cord-132843-ilxt4b6g 179 53 the the DT cord-132843-ilxt4b6g 179 54 detected detect VBN cord-132843-ilxt4b6g 179 55 subsets subset NNS cord-132843-ilxt4b6g 179 56 of of IN cord-132843-ilxt4b6g 179 57 nodes node NNS cord-132843-ilxt4b6g 179 58 against against IN cord-132843-ilxt4b6g 179 59 the the DT cord-132843-ilxt4b6g 179 60 real real JJ cord-132843-ilxt4b6g 179 61 ones one NNS cord-132843-ilxt4b6g 179 62 , , , cord-132843-ilxt4b6g 179 63 which which WDT cord-132843-ilxt4b6g 179 64 is be VBZ cord-132843-ilxt4b6g 179 65 similar similar JJ cord-132843-ilxt4b6g 179 66 to to IN cord-132843-ilxt4b6g 179 67 the the DT cord-132843-ilxt4b6g 179 68 approach approach NN cord-132843-ilxt4b6g 179 69 for for IN cord-132843-ilxt4b6g 179 70 evaluating evaluate VBG cord-132843-ilxt4b6g 179 71 community community NN cord-132843-ilxt4b6g 179 72 detection detection NN cord-132843-ilxt4b6g 179 73 [ [ -LRB- cord-132843-ilxt4b6g 179 74 92 92 CD cord-132843-ilxt4b6g 179 75 ] ] -RRB- cord-132843-ilxt4b6g 179 76 . . . cord-132843-ilxt4b6g 180 1 For for IN cord-132843-ilxt4b6g 180 2 event event NN cord-132843-ilxt4b6g 180 3 topics topic NNS cord-132843-ilxt4b6g 180 4 , , , cord-132843-ilxt4b6g 180 5 in in IN cord-132843-ilxt4b6g 180 6 addition addition NN cord-132843-ilxt4b6g 180 7 to to IN cord-132843-ilxt4b6g 180 8 conventional conventional JJ cord-132843-ilxt4b6g 180 9 ways way NNS cord-132843-ilxt4b6g 180 10 of of IN cord-132843-ilxt4b6g 180 11 evaluating evaluate VBG cord-132843-ilxt4b6g 180 12 continuous continuous JJ cord-132843-ilxt4b6g 180 13 values value NNS cord-132843-ilxt4b6g 180 14 such such JJ cord-132843-ilxt4b6g 180 15 as as IN cord-132843-ilxt4b6g 180 16 population population NN cord-132843-ilxt4b6g 180 17 size size NN cord-132843-ilxt4b6g 180 18 , , , cord-132843-ilxt4b6g 180 19 ordinal ordinal JJ cord-132843-ilxt4b6g 180 20 values value NNS cord-132843-ilxt4b6g 180 21 such such JJ cord-132843-ilxt4b6g 180 22 as as IN cord-132843-ilxt4b6g 180 23 event event NN cord-132843-ilxt4b6g 180 24 scale scale NN cord-132843-ilxt4b6g 180 25 , , , cord-132843-ilxt4b6g 180 26 and and CC cord-132843-ilxt4b6g 180 27 categorical categorical JJ cord-132843-ilxt4b6g 180 28 values value NNS cord-132843-ilxt4b6g 180 29 such such JJ cord-132843-ilxt4b6g 180 30 as as IN cord-132843-ilxt4b6g 180 31 event event NN cord-132843-ilxt4b6g 180 32 type type NN cord-132843-ilxt4b6g 180 33 , , , cord-132843-ilxt4b6g 180 34 actors actor NNS cord-132843-ilxt4b6g 180 35 , , , cord-132843-ilxt4b6g 180 36 and and CC cord-132843-ilxt4b6g 180 37 actions action NNS cord-132843-ilxt4b6g 180 38 , , , cord-132843-ilxt4b6g 180 39 as as RB cord-132843-ilxt4b6g 180 40 well well RB cord-132843-ilxt4b6g 180 41 as as IN cord-132843-ilxt4b6g 180 42 more more RBR cord-132843-ilxt4b6g 180 43 complex complex JJ cord-132843-ilxt4b6g 180 44 semantic semantic JJ cord-132843-ilxt4b6g 180 45 values value NNS cord-132843-ilxt4b6g 180 46 such such JJ cord-132843-ilxt4b6g 180 47 as as IN cord-132843-ilxt4b6g 180 48 texts text NNS cord-132843-ilxt4b6g 180 49 , , , cord-132843-ilxt4b6g 180 50 can can MD cord-132843-ilxt4b6g 180 51 be be VB cord-132843-ilxt4b6g 180 52 evaluated evaluate VBN cord-132843-ilxt4b6g 180 53 using use VBG cord-132843-ilxt4b6g 180 54 Natural Natural NNP cord-132843-ilxt4b6g 180 55 Language Language NNP cord-132843-ilxt4b6g 180 56 Process Process NNP cord-132843-ilxt4b6g 180 57 measurements measurement NNS cord-132843-ilxt4b6g 180 58 such such JJ cord-132843-ilxt4b6g 180 59 as as IN cord-132843-ilxt4b6g 180 60 edit edit NN cord-132843-ilxt4b6g 180 61 distance distance NN cord-132843-ilxt4b6g 180 62 , , , cord-132843-ilxt4b6g 180 63 BLEU BLEU NNP cord-132843-ilxt4b6g 180 64 score score NN cord-132843-ilxt4b6g 180 65 , , , cord-132843-ilxt4b6g 180 66 Top top JJ cord-132843-ilxt4b6g 180 67 - - HYPH cord-132843-ilxt4b6g 180 68 K k NN cord-132843-ilxt4b6g 180 69 precision precision NN cord-132843-ilxt4b6g 180 70 , , , cord-132843-ilxt4b6g 180 71 and and CC cord-132843-ilxt4b6g 180 72 ROUGE ROUGE NNP cord-132843-ilxt4b6g 180 73 [ [ -LRB- cord-132843-ilxt4b6g 180 74 10 10 CD cord-132843-ilxt4b6g 180 75 ] ] -RRB- cord-132843-ilxt4b6g 180 76 . . . cord-132843-ilxt4b6g 181 1 This this DT cord-132843-ilxt4b6g 181 2 section section NN cord-132843-ilxt4b6g 181 3 focuses focus VBZ cord-132843-ilxt4b6g 181 4 on on IN cord-132843-ilxt4b6g 181 5 the the DT cord-132843-ilxt4b6g 181 6 taxonomy taxonomy NN cord-132843-ilxt4b6g 181 7 and and CC cord-132843-ilxt4b6g 181 8 representative representative NN cord-132843-ilxt4b6g 181 9 techniques technique NNS cord-132843-ilxt4b6g 181 10 utilized utilize VBN cord-132843-ilxt4b6g 181 11 for for IN cord-132843-ilxt4b6g 181 12 each each DT cord-132843-ilxt4b6g 181 13 category category NN cord-132843-ilxt4b6g 181 14 and and CC cord-132843-ilxt4b6g 181 15 subcategory subcategory NN cord-132843-ilxt4b6g 181 16 . . . cord-132843-ilxt4b6g 182 1 Due due IN cord-132843-ilxt4b6g 182 2 to to IN cord-132843-ilxt4b6g 182 3 the the DT cord-132843-ilxt4b6g 182 4 heterogeneity heterogeneity NN cord-132843-ilxt4b6g 182 5 of of IN cord-132843-ilxt4b6g 182 6 the the DT cord-132843-ilxt4b6g 182 7 prediction prediction NN cord-132843-ilxt4b6g 182 8 output output NN cord-132843-ilxt4b6g 182 9 , , , cord-132843-ilxt4b6g 182 10 the the DT cord-132843-ilxt4b6g 182 11 technique technique NN cord-132843-ilxt4b6g 182 12 types type NNS cord-132843-ilxt4b6g 182 13 depend depend VBP cord-132843-ilxt4b6g 182 14 on on IN cord-132843-ilxt4b6g 182 15 the the DT cord-132843-ilxt4b6g 182 16 type type NN cord-132843-ilxt4b6g 182 17 of of IN cord-132843-ilxt4b6g 182 18 output output NN cord-132843-ilxt4b6g 182 19 to to TO cord-132843-ilxt4b6g 182 20 be be VB cord-132843-ilxt4b6g 182 21 predicted predict VBN cord-132843-ilxt4b6g 182 22 , , , cord-132843-ilxt4b6g 182 23 such such JJ cord-132843-ilxt4b6g 182 24 as as IN cord-132843-ilxt4b6g 182 25 time time NN cord-132843-ilxt4b6g 182 26 , , , cord-132843-ilxt4b6g 182 27 location location NN cord-132843-ilxt4b6g 182 28 , , , cord-132843-ilxt4b6g 182 29 and and CC cord-132843-ilxt4b6g 182 30 semantics semantic NNS cord-132843-ilxt4b6g 182 31 . . . cord-132843-ilxt4b6g 183 1 As as IN cord-132843-ilxt4b6g 183 2 shown show VBN cord-132843-ilxt4b6g 183 3 in in IN cord-132843-ilxt4b6g 183 4 Figure Figure NNP cord-132843-ilxt4b6g 183 5 3 3 CD cord-132843-ilxt4b6g 183 6 , , , cord-132843-ilxt4b6g 183 7 all all PDT cord-132843-ilxt4b6g 183 8 the the DT cord-132843-ilxt4b6g 183 9 event event NN cord-132843-ilxt4b6g 183 10 prediction prediction NN cord-132843-ilxt4b6g 183 11 methods method NNS cord-132843-ilxt4b6g 183 12 are be VBP cord-132843-ilxt4b6g 183 13 classified classify VBN cord-132843-ilxt4b6g 183 14 in in IN cord-132843-ilxt4b6g 183 15 terms term NNS cord-132843-ilxt4b6g 183 16 of of IN cord-132843-ilxt4b6g 183 17 their -PRON- PRP$ cord-132843-ilxt4b6g 183 18 goals goal NNS cord-132843-ilxt4b6g 183 19 , , , cord-132843-ilxt4b6g 183 20 including include VBG cord-132843-ilxt4b6g 183 21 time time NN cord-132843-ilxt4b6g 183 22 , , , cord-132843-ilxt4b6g 183 23 location location NN cord-132843-ilxt4b6g 183 24 , , , cord-132843-ilxt4b6g 183 25 semantics semantic NNS cord-132843-ilxt4b6g 183 26 , , , cord-132843-ilxt4b6g 183 27 and and CC cord-132843-ilxt4b6g 183 28 the the DT cord-132843-ilxt4b6g 183 29 various various JJ cord-132843-ilxt4b6g 183 30 combinations combination NNS cord-132843-ilxt4b6g 183 31 of of IN cord-132843-ilxt4b6g 183 32 these these DT cord-132843-ilxt4b6g 183 33 three three CD cord-132843-ilxt4b6g 183 34 . . . cord-132843-ilxt4b6g 184 1 These these DT cord-132843-ilxt4b6g 184 2 are be VBP cord-132843-ilxt4b6g 184 3 then then RB cord-132843-ilxt4b6g 184 4 further further RB cord-132843-ilxt4b6g 184 5 categorized categorize VBN cord-132843-ilxt4b6g 184 6 in in IN cord-132843-ilxt4b6g 184 7 terms term NNS cord-132843-ilxt4b6g 184 8 of of IN cord-132843-ilxt4b6g 184 9 the the DT cord-132843-ilxt4b6g 184 10 output output NN cord-132843-ilxt4b6g 184 11 forms form NNS cord-132843-ilxt4b6g 184 12 of of IN cord-132843-ilxt4b6g 184 13 the the DT cord-132843-ilxt4b6g 184 14 goals goal NNS cord-132843-ilxt4b6g 184 15 of of IN cord-132843-ilxt4b6g 184 16 each each DT cord-132843-ilxt4b6g 184 17 and and CC cord-132843-ilxt4b6g 184 18 the the DT cord-132843-ilxt4b6g 184 19 corresponding corresponding JJ cord-132843-ilxt4b6g 184 20 techniques technique NNS cord-132843-ilxt4b6g 184 21 normally normally RB cord-132843-ilxt4b6g 184 22 used use VBN cord-132843-ilxt4b6g 184 23 , , , cord-132843-ilxt4b6g 184 24 as as IN cord-132843-ilxt4b6g 184 25 elaborated elaborate VBN cord-132843-ilxt4b6g 184 26 in in IN cord-132843-ilxt4b6g 184 27 the the DT cord-132843-ilxt4b6g 184 28 following following NN cord-132843-ilxt4b6g 184 29 . . . cord-132843-ilxt4b6g 185 1 Semantic semantic JJ cord-132843-ilxt4b6g 185 2 Sequence sequence NN cord-132843-ilxt4b6g 186 1 Discrete discrete JJ cord-132843-ilxt4b6g 186 2 Time Time NNP cord-132843-ilxt4b6g 186 3 Occurrence Occurrence NNP cord-132843-ilxt4b6g 186 4 Research Research NNP cord-132843-ilxt4b6g 186 5 Problems problem NNS cord-132843-ilxt4b6g 186 6 1 1 CD cord-132843-ilxt4b6g 186 7 . . . cord-132843-ilxt4b6g 187 1 Supervised supervise VBN cord-132843-ilxt4b6g 187 2 : : : cord-132843-ilxt4b6g 187 3 geo geo NNP cord-132843-ilxt4b6g 187 4 - - HYPH cord-132843-ilxt4b6g 187 5 featured feature VBN cord-132843-ilxt4b6g 187 6 classification classification NN cord-132843-ilxt4b6g 187 7 ; ; : cord-132843-ilxt4b6g 187 8 spatial spatial JJ cord-132843-ilxt4b6g 187 9 multi multi JJ cord-132843-ilxt4b6g 187 10 - - JJ cord-132843-ilxt4b6g 187 11 task task JJ cord-132843-ilxt4b6g 187 12 learning learning NN cord-132843-ilxt4b6g 187 13 ; ; : cord-132843-ilxt4b6g 187 14 spatial spatial JJ cord-132843-ilxt4b6g 187 15 autoregressive autoregressive JJ cord-132843-ilxt4b6g 187 16 2 2 CD cord-132843-ilxt4b6g 187 17 . . . cord-132843-ilxt4b6g 188 1 Unsupervised unsupervise VBN cord-132843-ilxt4b6g 188 2 : : : cord-132843-ilxt4b6g 189 1 Spatial spatial JJ cord-132843-ilxt4b6g 189 2 scan scan NN cord-132843-ilxt4b6g 189 3 , , , cord-132843-ilxt4b6g 189 4 network network NN cord-132843-ilxt4b6g 189 5 scan scan NN cord-132843-ilxt4b6g 189 6 Step step NN cord-132843-ilxt4b6g 189 7 1 1 CD cord-132843-ilxt4b6g 189 8 : : : cord-132843-ilxt4b6g 190 1 Event event NN cord-132843-ilxt4b6g 190 2 representation representation NN cord-132843-ilxt4b6g 190 3 Step Step NNP cord-132843-ilxt4b6g 190 4 2 2 CD cord-132843-ilxt4b6g 190 5 : : : cord-132843-ilxt4b6g 190 6 Event event NN cord-132843-ilxt4b6g 190 7 causality causality NN cord-132843-ilxt4b6g 190 8 inference inference NN cord-132843-ilxt4b6g 190 9 . . . cord-132843-ilxt4b6g 191 1 Step step NN cord-132843-ilxt4b6g 191 2 3 3 CD cord-132843-ilxt4b6g 191 3 : : : cord-132843-ilxt4b6g 192 1 Future future JJ cord-132843-ilxt4b6g 192 2 event event NN cord-132843-ilxt4b6g 192 3 inference inference NN cord-132843-ilxt4b6g 192 4 . . . cord-132843-ilxt4b6g 193 1 Fig Fig NNP cord-132843-ilxt4b6g 193 2 . . . cord-132843-ilxt4b6g 194 1 3 3 LS cord-132843-ilxt4b6g 194 2 . . . cord-132843-ilxt4b6g 195 1 Taxonomy taxonomy NN cord-132843-ilxt4b6g 195 2 of of IN cord-132843-ilxt4b6g 195 3 event event NN cord-132843-ilxt4b6g 195 4 prediction prediction NN cord-132843-ilxt4b6g 195 5 problems problem NNS cord-132843-ilxt4b6g 195 6 and and CC cord-132843-ilxt4b6g 195 7 techniques technique NNS cord-132843-ilxt4b6g 195 8 . . . cord-132843-ilxt4b6g 196 1 Event event NN cord-132843-ilxt4b6g 196 2 time time NN cord-132843-ilxt4b6g 196 3 prediction prediction NN cord-132843-ilxt4b6g 196 4 focuses focus VBZ cord-132843-ilxt4b6g 196 5 on on IN cord-132843-ilxt4b6g 196 6 predicting predict VBG cord-132843-ilxt4b6g 196 7 when when WRB cord-132843-ilxt4b6g 196 8 future future JJ cord-132843-ilxt4b6g 196 9 events event NNS cord-132843-ilxt4b6g 196 10 will will MD cord-132843-ilxt4b6g 196 11 occur occur VB cord-132843-ilxt4b6g 196 12 . . . cord-132843-ilxt4b6g 197 1 Based base VBN cord-132843-ilxt4b6g 197 2 on on IN cord-132843-ilxt4b6g 197 3 their -PRON- PRP$ cord-132843-ilxt4b6g 197 4 time time NN cord-132843-ilxt4b6g 197 5 granularity granularity NN cord-132843-ilxt4b6g 197 6 , , , cord-132843-ilxt4b6g 197 7 time time NN cord-132843-ilxt4b6g 197 8 prediction prediction NN cord-132843-ilxt4b6g 197 9 methods method NNS cord-132843-ilxt4b6g 197 10 can can MD cord-132843-ilxt4b6g 197 11 be be VB cord-132843-ilxt4b6g 197 12 categorized categorize VBN cord-132843-ilxt4b6g 197 13 into into IN cord-132843-ilxt4b6g 197 14 three three CD cord-132843-ilxt4b6g 197 15 types type NNS cord-132843-ilxt4b6g 197 16 : : : cord-132843-ilxt4b6g 197 17 1 1 LS cord-132843-ilxt4b6g 197 18 ) ) -RRB- cord-132843-ilxt4b6g 197 19 event event NN cord-132843-ilxt4b6g 197 20 Occurrence occurrence NN cord-132843-ilxt4b6g 197 21 : : : cord-132843-ilxt4b6g 197 22 Binary binary JJ cord-132843-ilxt4b6g 197 23 - - HYPH cord-132843-ilxt4b6g 197 24 valued value VBN cord-132843-ilxt4b6g 197 25 prediction prediction NN cord-132843-ilxt4b6g 197 26 on on IN cord-132843-ilxt4b6g 197 27 whether whether IN cord-132843-ilxt4b6g 197 28 an an DT cord-132843-ilxt4b6g 197 29 event event NN cord-132843-ilxt4b6g 197 30 does do VBZ cord-132843-ilxt4b6g 197 31 or or CC cord-132843-ilxt4b6g 197 32 does do VBZ cord-132843-ilxt4b6g 197 33 not not RB cord-132843-ilxt4b6g 197 34 occur occur VB cord-132843-ilxt4b6g 197 35 in in IN cord-132843-ilxt4b6g 197 36 a a DT cord-132843-ilxt4b6g 197 37 future future JJ cord-132843-ilxt4b6g 197 38 time time NN cord-132843-ilxt4b6g 197 39 period period NN cord-132843-ilxt4b6g 197 40 ; ; : cord-132843-ilxt4b6g 197 41 2 2 LS cord-132843-ilxt4b6g 197 42 ) ) -RRB- cord-132843-ilxt4b6g 197 43 discrete discrete JJ cord-132843-ilxt4b6g 197 44 - - HYPH cord-132843-ilxt4b6g 197 45 time time NN cord-132843-ilxt4b6g 197 46 prediction prediction NN cord-132843-ilxt4b6g 197 47 : : : cord-132843-ilxt4b6g 197 48 in in IN cord-132843-ilxt4b6g 197 49 which which WDT cord-132843-ilxt4b6g 197 50 future future JJ cord-132843-ilxt4b6g 197 51 time time NN cord-132843-ilxt4b6g 197 52 slot slot NN cord-132843-ilxt4b6g 197 53 will will MD cord-132843-ilxt4b6g 197 54 the the DT cord-132843-ilxt4b6g 197 55 event event NN cord-132843-ilxt4b6g 197 56 occur occur VB cord-132843-ilxt4b6g 197 57 ; ; : cord-132843-ilxt4b6g 197 58 and and CC cord-132843-ilxt4b6g 197 59 3 3 LS cord-132843-ilxt4b6g 197 60 ) ) -RRB- cord-132843-ilxt4b6g 197 61 continuous continuous JJ cord-132843-ilxt4b6g 197 62 - - HYPH cord-132843-ilxt4b6g 197 63 time time NN cord-132843-ilxt4b6g 197 64 prediction prediction NN cord-132843-ilxt4b6g 197 65 : : : cord-132843-ilxt4b6g 197 66 at at IN cord-132843-ilxt4b6g 197 67 which which WDT cord-132843-ilxt4b6g 197 68 precise precise JJ cord-132843-ilxt4b6g 197 69 time time NN cord-132843-ilxt4b6g 197 70 point point NN cord-132843-ilxt4b6g 197 71 will will MD cord-132843-ilxt4b6g 197 72 the the DT cord-132843-ilxt4b6g 197 73 future future JJ cord-132843-ilxt4b6g 197 74 event event NN cord-132843-ilxt4b6g 197 75 occur occur VBP cord-132843-ilxt4b6g 197 76 . . . cord-132843-ilxt4b6g 198 1 Occurrence occurrence NN cord-132843-ilxt4b6g 198 2 prediction prediction NN cord-132843-ilxt4b6g 198 3 is be VBZ cord-132843-ilxt4b6g 198 4 arguably arguably RB cord-132843-ilxt4b6g 198 5 the the DT cord-132843-ilxt4b6g 198 6 most most RBS cord-132843-ilxt4b6g 198 7 extensive extensive JJ cord-132843-ilxt4b6g 198 8 , , , cord-132843-ilxt4b6g 198 9 classical classical JJ cord-132843-ilxt4b6g 198 10 , , , cord-132843-ilxt4b6g 198 11 and and CC cord-132843-ilxt4b6g 198 12 generally generally RB cord-132843-ilxt4b6g 198 13 simplest simple JJS cord-132843-ilxt4b6g 198 14 type type NN cord-132843-ilxt4b6g 198 15 of of IN cord-132843-ilxt4b6g 198 16 event event NN cord-132843-ilxt4b6g 198 17 time time NN cord-132843-ilxt4b6g 198 18 prediction prediction NN cord-132843-ilxt4b6g 198 19 task task NN cord-132843-ilxt4b6g 198 20 [ [ -LRB- cord-132843-ilxt4b6g 198 21 12 12 CD cord-132843-ilxt4b6g 198 22 ] ] -RRB- cord-132843-ilxt4b6g 198 23 . . . cord-132843-ilxt4b6g 199 1 It -PRON- PRP cord-132843-ilxt4b6g 199 2 focuses focus VBZ cord-132843-ilxt4b6g 199 3 on on IN cord-132843-ilxt4b6g 199 4 identifying identify VBG cord-132843-ilxt4b6g 199 5 whether whether IN cord-132843-ilxt4b6g 199 6 there there EX cord-132843-ilxt4b6g 199 7 will will MD cord-132843-ilxt4b6g 199 8 be be VB cord-132843-ilxt4b6g 199 9 event event NN cord-132843-ilxt4b6g 199 10 occurrence occurrence NN cord-132843-ilxt4b6g 199 11 ( ( -LRB- cord-132843-ilxt4b6g 199 12 positive positive JJ cord-132843-ilxt4b6g 199 13 class class NN cord-132843-ilxt4b6g 199 14 ) ) -RRB- cord-132843-ilxt4b6g 199 15 or or CC cord-132843-ilxt4b6g 199 16 not not RB cord-132843-ilxt4b6g 199 17 ( ( -LRB- cord-132843-ilxt4b6g 199 18 negative negative JJ cord-132843-ilxt4b6g 199 19 class class NN cord-132843-ilxt4b6g 199 20 ) ) -RRB- cord-132843-ilxt4b6g 199 21 in in IN cord-132843-ilxt4b6g 199 22 a a DT cord-132843-ilxt4b6g 199 23 future future JJ cord-132843-ilxt4b6g 199 24 time time NN cord-132843-ilxt4b6g 199 25 period period NN cord-132843-ilxt4b6g 199 26 [ [ -LRB- cord-132843-ilxt4b6g 199 27 244 244 CD cord-132843-ilxt4b6g 199 28 ] ] -RRB- cord-132843-ilxt4b6g 199 29 . . . cord-132843-ilxt4b6g 200 1 This this DT cord-132843-ilxt4b6g 200 2 problem problem NN cord-132843-ilxt4b6g 200 3 is be VBZ cord-132843-ilxt4b6g 200 4 usually usually RB cord-132843-ilxt4b6g 200 5 formulated formulate VBN cord-132843-ilxt4b6g 200 6 as as IN cord-132843-ilxt4b6g 200 7 a a DT cord-132843-ilxt4b6g 200 8 binary binary JJ cord-132843-ilxt4b6g 200 9 classification classification NN cord-132843-ilxt4b6g 200 10 problem problem NN cord-132843-ilxt4b6g 200 11 , , , cord-132843-ilxt4b6g 200 12 although although IN cord-132843-ilxt4b6g 200 13 a a DT cord-132843-ilxt4b6g 200 14 handful handful NN cord-132843-ilxt4b6g 200 15 of of IN cord-132843-ilxt4b6g 200 16 other other JJ cord-132843-ilxt4b6g 200 17 methods method NNS cord-132843-ilxt4b6g 200 18 instead instead RB cord-132843-ilxt4b6g 200 19 leverage leverage VBP cord-132843-ilxt4b6g 200 20 anomaly anomaly NN cord-132843-ilxt4b6g 200 21 detection detection NN cord-132843-ilxt4b6g 200 22 or or CC cord-132843-ilxt4b6g 200 23 regression regression NN cord-132843-ilxt4b6g 200 24 - - HYPH cord-132843-ilxt4b6g 200 25 based base VBN cord-132843-ilxt4b6g 200 26 techniques technique NNS cord-132843-ilxt4b6g 200 27 . . . cord-132843-ilxt4b6g 201 1 1 1 LS cord-132843-ilxt4b6g 201 2 . . . cord-132843-ilxt4b6g 202 1 Binary binary JJ cord-132843-ilxt4b6g 202 2 classification classification NN cord-132843-ilxt4b6g 202 3 . . . cord-132843-ilxt4b6g 203 1 Binary binary JJ cord-132843-ilxt4b6g 203 2 classification classification NN cord-132843-ilxt4b6g 203 3 methods method NNS cord-132843-ilxt4b6g 203 4 have have VBP cord-132843-ilxt4b6g 203 5 been be VBN cord-132843-ilxt4b6g 203 6 extensively extensively RB cord-132843-ilxt4b6g 203 7 explored explore VBN cord-132843-ilxt4b6g 203 8 for for IN cord-132843-ilxt4b6g 203 9 event event NN cord-132843-ilxt4b6g 203 10 occurrence occurrence NN cord-132843-ilxt4b6g 203 11 prediction prediction NN cord-132843-ilxt4b6g 203 12 . . . cord-132843-ilxt4b6g 204 1 The the DT cord-132843-ilxt4b6g 204 2 goal goal NN cord-132843-ilxt4b6g 204 3 here here RB cord-132843-ilxt4b6g 204 4 is be VBZ cord-132843-ilxt4b6g 204 5 essentially essentially RB cord-132843-ilxt4b6g 204 6 to to TO cord-132843-ilxt4b6g 204 7 estimate estimate VB cord-132843-ilxt4b6g 204 8 and and CC cord-132843-ilxt4b6g 204 9 compare compare VB cord-132843-ilxt4b6g 204 10 the the DT cord-132843-ilxt4b6g 204 11 values value NNS cord-132843-ilxt4b6g 204 12 of of IN cord-132843-ilxt4b6g 204 13 f f NNP cord-132843-ilxt4b6g 204 14 ( ( -LRB- cord-132843-ilxt4b6g 204 15 y y NN cord-132843-ilxt4b6g 204 16 = = : cord-132843-ilxt4b6g 204 17 " " '' cord-132843-ilxt4b6g 205 1 Yes yes UH cord-132843-ilxt4b6g 205 2 ′′ ′′ NN cord-132843-ilxt4b6g 205 3 |X |x CD cord-132843-ilxt4b6g 205 4 ) ) -RRB- cord-132843-ilxt4b6g 205 5 and and CC cord-132843-ilxt4b6g 205 6 f f NNP cord-132843-ilxt4b6g 205 7 ( ( -LRB- cord-132843-ilxt4b6g 205 8 y y NN cord-132843-ilxt4b6g 205 9 = = : cord-132843-ilxt4b6g 205 10 " " `` cord-132843-ilxt4b6g 205 11 No no DT cord-132843-ilxt4b6g 205 12 ′′ ′′ NN cord-132843-ilxt4b6g 205 13 |X |x CD cord-132843-ilxt4b6g 205 14 ) ) -RRB- cord-132843-ilxt4b6g 205 15 , , , cord-132843-ilxt4b6g 205 16 where where WRB cord-132843-ilxt4b6g 205 17 the the DT cord-132843-ilxt4b6g 205 18 former former JJ cord-132843-ilxt4b6g 205 19 denotes denote VBZ cord-132843-ilxt4b6g 205 20 the the DT cord-132843-ilxt4b6g 205 21 score score NN cord-132843-ilxt4b6g 205 22 or or CC cord-132843-ilxt4b6g 205 23 likelihood likelihood NN cord-132843-ilxt4b6g 205 24 of of IN cord-132843-ilxt4b6g 205 25 event event NN cord-132843-ilxt4b6g 205 26 occurrence occurrence NN cord-132843-ilxt4b6g 205 27 given give VBN cord-132843-ilxt4b6g 205 28 observation observation NN cord-132843-ilxt4b6g 205 29 X x NN cord-132843-ilxt4b6g 205 30 while while IN cord-132843-ilxt4b6g 205 31 the the DT cord-132843-ilxt4b6g 205 32 latter latter JJ cord-132843-ilxt4b6g 205 33 corresponds correspond VBZ cord-132843-ilxt4b6g 205 34 to to IN cord-132843-ilxt4b6g 205 35 no no DT cord-132843-ilxt4b6g 205 36 event event NN cord-132843-ilxt4b6g 205 37 occurrence occurrence NN cord-132843-ilxt4b6g 205 38 . . . cord-132843-ilxt4b6g 206 1 If if IN cord-132843-ilxt4b6g 206 2 the the DT cord-132843-ilxt4b6g 206 3 value value NN cord-132843-ilxt4b6g 206 4 of of IN cord-132843-ilxt4b6g 206 5 the the DT cord-132843-ilxt4b6g 206 6 former former JJ cord-132843-ilxt4b6g 206 7 is be VBZ cord-132843-ilxt4b6g 206 8 larger large JJR cord-132843-ilxt4b6g 206 9 than than IN cord-132843-ilxt4b6g 206 10 the the DT cord-132843-ilxt4b6g 206 11 latter latter JJ cord-132843-ilxt4b6g 206 12 , , , cord-132843-ilxt4b6g 206 13 then then RB cord-132843-ilxt4b6g 206 14 a a DT cord-132843-ilxt4b6g 206 15 future future JJ cord-132843-ilxt4b6g 206 16 event event NN cord-132843-ilxt4b6g 206 17 occurrence occurrence NN cord-132843-ilxt4b6g 206 18 is be VBZ cord-132843-ilxt4b6g 206 19 predicted predict VBN cord-132843-ilxt4b6g 206 20 , , , cord-132843-ilxt4b6g 206 21 but but CC cord-132843-ilxt4b6g 206 22 if if IN cord-132843-ilxt4b6g 206 23 not not RB cord-132843-ilxt4b6g 206 24 , , , cord-132843-ilxt4b6g 206 25 there there EX cord-132843-ilxt4b6g 206 26 is be VBZ cord-132843-ilxt4b6g 206 27 no no DT cord-132843-ilxt4b6g 206 28 event event NN cord-132843-ilxt4b6g 206 29 predicted predict VBN cord-132843-ilxt4b6g 206 30 . . . cord-132843-ilxt4b6g 207 1 To to TO cord-132843-ilxt4b6g 207 2 implement implement VB cord-132843-ilxt4b6g 207 3 f f NNP cord-132843-ilxt4b6g 207 4 , , , cord-132843-ilxt4b6g 207 5 the the DT cord-132843-ilxt4b6g 207 6 methods method NNS cord-132843-ilxt4b6g 207 7 typically typically RB cord-132843-ilxt4b6g 207 8 used use VBN cord-132843-ilxt4b6g 207 9 rely rely VB cord-132843-ilxt4b6g 207 10 on on IN cord-132843-ilxt4b6g 207 11 discriminative discriminative JJ cord-132843-ilxt4b6g 207 12 models model NNS cord-132843-ilxt4b6g 207 13 , , , cord-132843-ilxt4b6g 207 14 where where WRB cord-132843-ilxt4b6g 207 15 dedicated dedicated JJ cord-132843-ilxt4b6g 207 16 feature feature NN cord-132843-ilxt4b6g 207 17 engineering engineering NN cord-132843-ilxt4b6g 207 18 is be VBZ cord-132843-ilxt4b6g 207 19 leveraged leverage VBN cord-132843-ilxt4b6g 207 20 to to TO cord-132843-ilxt4b6g 207 21 manually manually RB cord-132843-ilxt4b6g 207 22 extract extract VB cord-132843-ilxt4b6g 207 23 potential potential JJ cord-132843-ilxt4b6g 207 24 event event NN cord-132843-ilxt4b6g 207 25 precursor precursor NN cord-132843-ilxt4b6g 207 26 features feature VBZ cord-132843-ilxt4b6g 207 27 to to TO cord-132843-ilxt4b6g 207 28 feed feed VB cord-132843-ilxt4b6g 207 29 into into IN cord-132843-ilxt4b6g 207 30 the the DT cord-132843-ilxt4b6g 207 31 models model NNS cord-132843-ilxt4b6g 207 32 . . . cord-132843-ilxt4b6g 208 1 Over over IN cord-132843-ilxt4b6g 208 2 the the DT cord-132843-ilxt4b6g 208 3 years year NNS cord-132843-ilxt4b6g 208 4 , , , cord-132843-ilxt4b6g 208 5 researchers researcher NNS cord-132843-ilxt4b6g 208 6 have have VBP cord-132843-ilxt4b6g 208 7 leveraged leverage VBN cord-132843-ilxt4b6g 208 8 various various JJ cord-132843-ilxt4b6g 208 9 binary binary JJ cord-132843-ilxt4b6g 208 10 classification classification NN cord-132843-ilxt4b6g 208 11 techniques technique NNS cord-132843-ilxt4b6g 208 12 ranging range VBG cord-132843-ilxt4b6g 208 13 from from IN cord-132843-ilxt4b6g 208 14 the the DT cord-132843-ilxt4b6g 208 15 simplest simple JJS cord-132843-ilxt4b6g 208 16 threshold threshold NN cord-132843-ilxt4b6g 208 17 - - HYPH cord-132843-ilxt4b6g 208 18 based base VBN cord-132843-ilxt4b6g 208 19 methods method NNS cord-132843-ilxt4b6g 208 20 [ [ -LRB- cord-132843-ilxt4b6g 208 21 121 121 CD cord-132843-ilxt4b6g 208 22 , , , cord-132843-ilxt4b6g 208 23 251 251 CD cord-132843-ilxt4b6g 208 24 ] ] -RRB- cord-132843-ilxt4b6g 208 25 , , , cord-132843-ilxt4b6g 208 26 to to IN cord-132843-ilxt4b6g 208 27 more more RBR cord-132843-ilxt4b6g 208 28 sophisticated sophisticated JJ cord-132843-ilxt4b6g 208 29 methods method NNS cord-132843-ilxt4b6g 208 30 such such JJ cord-132843-ilxt4b6g 208 31 as as IN cord-132843-ilxt4b6g 208 32 logistic logistic JJ cord-132843-ilxt4b6g 208 33 regression regression NN cord-132843-ilxt4b6g 208 34 [ [ -LRB- cord-132843-ilxt4b6g 208 35 18 18 CD cord-132843-ilxt4b6g 208 36 , , , cord-132843-ilxt4b6g 208 37 248 248 CD cord-132843-ilxt4b6g 208 38 ] ] -RRB- cord-132843-ilxt4b6g 208 39 , , , cord-132843-ilxt4b6g 208 40 Support Support NNP cord-132843-ilxt4b6g 208 41 Vector Vector NNP cord-132843-ilxt4b6g 208 42 Machines Machines NNPS cord-132843-ilxt4b6g 208 43 [ [ -LRB- cord-132843-ilxt4b6g 208 44 102 102 CD cord-132843-ilxt4b6g 208 45 ] ] -RRB- cord-132843-ilxt4b6g 208 46 , , , cord-132843-ilxt4b6g 208 47 ( ( -LRB- cord-132843-ilxt4b6g 208 48 Convolutional Convolutional NNP cord-132843-ilxt4b6g 208 49 ) ) -RRB- cord-132843-ilxt4b6g 208 50 Neural Neural NNP cord-132843-ilxt4b6g 208 51 Networks Networks NNPS cord-132843-ilxt4b6g 208 52 [ [ -LRB- cord-132843-ilxt4b6g 208 53 35 35 CD cord-132843-ilxt4b6g 208 54 , , , cord-132843-ilxt4b6g 208 55 135 135 CD cord-132843-ilxt4b6g 208 56 ] ] -RRB- cord-132843-ilxt4b6g 208 57 , , , cord-132843-ilxt4b6g 208 58 and and CC cord-132843-ilxt4b6g 208 59 decision decision NN cord-132843-ilxt4b6g 208 60 trees tree NNS cord-132843-ilxt4b6g 208 61 [ [ -LRB- cord-132843-ilxt4b6g 208 62 58 58 CD cord-132843-ilxt4b6g 208 63 , , , cord-132843-ilxt4b6g 208 64 185 185 CD cord-132843-ilxt4b6g 208 65 ] ] -RRB- cord-132843-ilxt4b6g 208 66 . . . cord-132843-ilxt4b6g 209 1 In in IN cord-132843-ilxt4b6g 209 2 addition addition NN cord-132843-ilxt4b6g 209 3 to to IN cord-132843-ilxt4b6g 209 4 discrminative discrminative JJ cord-132843-ilxt4b6g 209 5 models model NNS cord-132843-ilxt4b6g 209 6 , , , cord-132843-ilxt4b6g 209 7 generative generative JJ cord-132843-ilxt4b6g 209 8 models model NNS cord-132843-ilxt4b6g 209 9 [ [ -LRB- cord-132843-ilxt4b6g 209 10 11 11 CD cord-132843-ilxt4b6g 209 11 , , , cord-132843-ilxt4b6g 209 12 239 239 CD cord-132843-ilxt4b6g 209 13 ] ] -RRB- cord-132843-ilxt4b6g 209 14 have have VBP cord-132843-ilxt4b6g 209 15 also also RB cord-132843-ilxt4b6g 209 16 been be VBN cord-132843-ilxt4b6g 209 17 used use VBN cord-132843-ilxt4b6g 209 18 to to TO cord-132843-ilxt4b6g 209 19 embed embed VB cord-132843-ilxt4b6g 209 20 human human JJ cord-132843-ilxt4b6g 209 21 knowledge knowledge NN cord-132843-ilxt4b6g 209 22 for for IN cord-132843-ilxt4b6g 209 23 classifying classify VBG cord-132843-ilxt4b6g 209 24 event event NN cord-132843-ilxt4b6g 209 25 occurrences occurrence NNS cord-132843-ilxt4b6g 209 26 using use VBG cord-132843-ilxt4b6g 209 27 Bayesian bayesian JJ cord-132843-ilxt4b6g 209 28 decision decision NN cord-132843-ilxt4b6g 209 29 techniques technique NNS cord-132843-ilxt4b6g 209 30 . . . cord-132843-ilxt4b6g 210 1 Specifically specifically RB cord-132843-ilxt4b6g 210 2 , , , cord-132843-ilxt4b6g 210 3 instead instead RB cord-132843-ilxt4b6g 210 4 of of IN cord-132843-ilxt4b6g 210 5 assuming assume VBG cord-132843-ilxt4b6g 210 6 that that IN cord-132843-ilxt4b6g 210 7 the the DT cord-132843-ilxt4b6g 210 8 input input NN cord-132843-ilxt4b6g 210 9 features feature NNS cord-132843-ilxt4b6g 210 10 are be VBP cord-132843-ilxt4b6g 210 11 independent independent JJ cord-132843-ilxt4b6g 210 12 , , , cord-132843-ilxt4b6g 210 13 prior prior JJ cord-132843-ilxt4b6g 210 14 knowledge knowledge NN cord-132843-ilxt4b6g 210 15 can can MD cord-132843-ilxt4b6g 210 16 also also RB cord-132843-ilxt4b6g 210 17 be be VB cord-132843-ilxt4b6g 210 18 directly directly RB cord-132843-ilxt4b6g 210 19 leveraged leverage VBN cord-132843-ilxt4b6g 210 20 to to TO cord-132843-ilxt4b6g 210 21 establish establish VB cord-132843-ilxt4b6g 210 22 Bayesian bayesian JJ cord-132843-ilxt4b6g 210 23 networks network NNS cord-132843-ilxt4b6g 210 24 among among IN cord-132843-ilxt4b6g 210 25 the the DT cord-132843-ilxt4b6g 210 26 observed observed JJ cord-132843-ilxt4b6g 210 27 features feature NNS cord-132843-ilxt4b6g 210 28 and and CC cord-132843-ilxt4b6g 210 29 variables variable NNS cord-132843-ilxt4b6g 210 30 based base VBN cord-132843-ilxt4b6g 210 31 on on IN cord-132843-ilxt4b6g 210 32 graphical graphical JJ cord-132843-ilxt4b6g 210 33 models model NNS cord-132843-ilxt4b6g 210 34 such such JJ cord-132843-ilxt4b6g 210 35 as as IN cord-132843-ilxt4b6g 210 36 ( ( -LRB- cord-132843-ilxt4b6g 210 37 semi-)hidden semi-)hidden NNP cord-132843-ilxt4b6g 210 38 Markov Markov NNP cord-132843-ilxt4b6g 210 39 models model NNS cord-132843-ilxt4b6g 210 40 [ [ -LRB- cord-132843-ilxt4b6g 210 41 54 54 CD cord-132843-ilxt4b6g 210 42 , , , cord-132843-ilxt4b6g 210 43 183 183 CD cord-132843-ilxt4b6g 210 44 , , , cord-132843-ilxt4b6g 210 45 239 239 CD cord-132843-ilxt4b6g 210 46 ] ] -RRB- cord-132843-ilxt4b6g 210 47 and and CC cord-132843-ilxt4b6g 210 48 autoregresive autoregresive NNP cord-132843-ilxt4b6g 210 49 logit logit NN cord-132843-ilxt4b6g 210 50 models model NNS cord-132843-ilxt4b6g 210 51 [ [ -LRB- cord-132843-ilxt4b6g 210 52 199 199 CD cord-132843-ilxt4b6g 210 53 ] ] -RRB- cord-132843-ilxt4b6g 210 54 . . . cord-132843-ilxt4b6g 211 1 The the DT cord-132843-ilxt4b6g 211 2 joint joint JJ cord-132843-ilxt4b6g 211 3 probabilities probability NNS cord-132843-ilxt4b6g 211 4 p(y p(y NNP cord-132843-ilxt4b6g 211 5 = = SYM cord-132843-ilxt4b6g 211 6 " " `` cord-132843-ilxt4b6g 211 7 Yes yes UH cord-132843-ilxt4b6g 211 8 ′′ ′′ NN cord-132843-ilxt4b6g 211 9 , , , cord-132843-ilxt4b6g 211 10 X x NN cord-132843-ilxt4b6g 211 11 ) ) -RRB- cord-132843-ilxt4b6g 211 12 of of IN cord-132843-ilxt4b6g 211 13 p(y p(y NNP cord-132843-ilxt4b6g 211 14 = = SYM cord-132843-ilxt4b6g 211 15 " " `` cord-132843-ilxt4b6g 211 16 No no DT cord-132843-ilxt4b6g 211 17 ′′ ′′ NN cord-132843-ilxt4b6g 211 18 , , , cord-132843-ilxt4b6g 211 19 X x NN cord-132843-ilxt4b6g 211 20 ) ) -RRB- cord-132843-ilxt4b6g 211 21 can can MD cord-132843-ilxt4b6g 211 22 thus thus RB cord-132843-ilxt4b6g 211 23 be be VB cord-132843-ilxt4b6g 211 24 estimated estimate VBN cord-132843-ilxt4b6g 211 25 using use VBG cord-132843-ilxt4b6g 211 26 graphical graphical JJ cord-132843-ilxt4b6g 211 27 models model NNS cord-132843-ilxt4b6g 211 28 , , , cord-132843-ilxt4b6g 211 29 and and CC cord-132843-ilxt4b6g 211 30 then then RB cord-132843-ilxt4b6g 211 31 utilized utilize VBN cord-132843-ilxt4b6g 211 32 to to TO cord-132843-ilxt4b6g 211 33 estimate estimate VB cord-132843-ilxt4b6g 211 34 f f NNP cord-132843-ilxt4b6g 211 35 ( ( -LRB- cord-132843-ilxt4b6g 211 36 y y NN cord-132843-ilxt4b6g 211 37 = = : cord-132843-ilxt4b6g 211 38 " " '' cord-132843-ilxt4b6g 212 1 Yes yes UH cord-132843-ilxt4b6g 212 2 ′′ ′′ NN cord-132843-ilxt4b6g 212 3 |X |x CD cord-132843-ilxt4b6g 212 4 ) ) -RRB- cord-132843-ilxt4b6g 213 1 = = SYM cord-132843-ilxt4b6g 213 2 p(y p(y NNP cord-132843-ilxt4b6g 213 3 = = SYM cord-132843-ilxt4b6g 213 4 " " '' cord-132843-ilxt4b6g 214 1 Yes yes UH cord-132843-ilxt4b6g 214 2 ′′ ′′ NN cord-132843-ilxt4b6g 214 3 |X |x CD cord-132843-ilxt4b6g 214 4 ) ) -RRB- cord-132843-ilxt4b6g 214 5 and and CC cord-132843-ilxt4b6g 214 6 f f NNP cord-132843-ilxt4b6g 214 7 ( ( -LRB- cord-132843-ilxt4b6g 214 8 y y NN cord-132843-ilxt4b6g 214 9 = = : cord-132843-ilxt4b6g 214 10 " " '' cord-132843-ilxt4b6g 215 1 No no DT cord-132843-ilxt4b6g 215 2 ′′ ′′ NN cord-132843-ilxt4b6g 215 3 |X |x CD cord-132843-ilxt4b6g 215 4 ) ) -RRB- cord-132843-ilxt4b6g 215 5 = = SYM cord-132843-ilxt4b6g 215 6 p(y p(y NN cord-132843-ilxt4b6g 215 7 = = SYM cord-132843-ilxt4b6g 215 8 " " `` cord-132843-ilxt4b6g 215 9 No no DT cord-132843-ilxt4b6g 215 10 ′′ ′′ NN cord-132843-ilxt4b6g 215 11 |X |x CD cord-132843-ilxt4b6g 215 12 ) ) -RRB- cord-132843-ilxt4b6g 215 13 using use VBG cord-132843-ilxt4b6g 215 14 Bayesian Bayesian NNP cord-132843-ilxt4b6g 215 15 rules rule NNS cord-132843-ilxt4b6g 215 16 [ [ -LRB- cord-132843-ilxt4b6g 215 17 26 26 CD cord-132843-ilxt4b6g 215 18 ] ] -RRB- cord-132843-ilxt4b6g 215 19 . . . cord-132843-ilxt4b6g 216 1 2 2 LS cord-132843-ilxt4b6g 216 2 . . . cord-132843-ilxt4b6g 217 1 Anomaly Anomaly NNP cord-132843-ilxt4b6g 217 2 detection detection NN cord-132843-ilxt4b6g 217 3 . . . cord-132843-ilxt4b6g 218 1 Alternatively alternatively RB cord-132843-ilxt4b6g 218 2 , , , cord-132843-ilxt4b6g 218 3 anomaly anomaly NN cord-132843-ilxt4b6g 218 4 detection detection NN cord-132843-ilxt4b6g 218 5 can can MD cord-132843-ilxt4b6g 218 6 also also RB cord-132843-ilxt4b6g 218 7 be be VB cord-132843-ilxt4b6g 218 8 utilized utilize VBN cord-132843-ilxt4b6g 218 9 to to TO cord-132843-ilxt4b6g 218 10 learn learn VB cord-132843-ilxt4b6g 218 11 a a DT cord-132843-ilxt4b6g 218 12 " " `` cord-132843-ilxt4b6g 218 13 prototype prototype NN cord-132843-ilxt4b6g 218 14 " " '' cord-132843-ilxt4b6g 218 15 of of IN cord-132843-ilxt4b6g 218 16 normal normal JJ cord-132843-ilxt4b6g 218 17 samples sample NNS cord-132843-ilxt4b6g 218 18 ( ( -LRB- cord-132843-ilxt4b6g 218 19 typical typical JJ cord-132843-ilxt4b6g 218 20 values value NNS cord-132843-ilxt4b6g 218 21 corresponding correspond VBG cord-132843-ilxt4b6g 218 22 to to IN cord-132843-ilxt4b6g 218 23 the the DT cord-132843-ilxt4b6g 218 24 situation situation NN cord-132843-ilxt4b6g 218 25 of of IN cord-132843-ilxt4b6g 218 26 no no DT cord-132843-ilxt4b6g 218 27 event event NN cord-132843-ilxt4b6g 218 28 occurrence occurrence NN cord-132843-ilxt4b6g 218 29 ) ) -RRB- cord-132843-ilxt4b6g 218 30 , , , cord-132843-ilxt4b6g 218 31 and and CC cord-132843-ilxt4b6g 218 32 then then RB cord-132843-ilxt4b6g 218 33 identify identify VB cord-132843-ilxt4b6g 218 34 if if IN cord-132843-ilxt4b6g 218 35 any any DT cord-132843-ilxt4b6g 218 36 newly newly RB cord-132843-ilxt4b6g 218 37 - - HYPH cord-132843-ilxt4b6g 218 38 arriving arrive VBG cord-132843-ilxt4b6g 218 39 sample sample NN cord-132843-ilxt4b6g 218 40 is be VBZ cord-132843-ilxt4b6g 218 41 close close JJ cord-132843-ilxt4b6g 218 42 to to IN cord-132843-ilxt4b6g 218 43 or or CC cord-132843-ilxt4b6g 218 44 distant distant JJ cord-132843-ilxt4b6g 218 45 from from IN cord-132843-ilxt4b6g 218 46 the the DT cord-132843-ilxt4b6g 218 47 normal normal JJ cord-132843-ilxt4b6g 218 48 samples sample NNS cord-132843-ilxt4b6g 218 49 , , , cord-132843-ilxt4b6g 218 50 with with IN cord-132843-ilxt4b6g 218 51 distant distant JJ cord-132843-ilxt4b6g 218 52 ones one NNS cord-132843-ilxt4b6g 218 53 being be VBG cord-132843-ilxt4b6g 218 54 identified identify VBN cord-132843-ilxt4b6g 218 55 as as IN cord-132843-ilxt4b6g 218 56 future future JJ cord-132843-ilxt4b6g 218 57 event event NN cord-132843-ilxt4b6g 218 58 occurrences occurrence NNS cord-132843-ilxt4b6g 218 59 . . . cord-132843-ilxt4b6g 219 1 Such such JJ cord-132843-ilxt4b6g 219 2 methods method NNS cord-132843-ilxt4b6g 219 3 are be VBP cord-132843-ilxt4b6g 219 4 typically typically RB cord-132843-ilxt4b6g 219 5 utilized utilize VBN cord-132843-ilxt4b6g 219 6 to to TO cord-132843-ilxt4b6g 219 7 handle handle VB cord-132843-ilxt4b6g 219 8 " " `` cord-132843-ilxt4b6g 219 9 rare rare JJ cord-132843-ilxt4b6g 219 10 event event NN cord-132843-ilxt4b6g 219 11 " " '' cord-132843-ilxt4b6g 219 12 occurrences occurrence NNS cord-132843-ilxt4b6g 219 13 , , , cord-132843-ilxt4b6g 219 14 especially especially RB cord-132843-ilxt4b6g 219 15 when when WRB cord-132843-ilxt4b6g 219 16 the the DT cord-132843-ilxt4b6g 219 17 training training NN cord-132843-ilxt4b6g 219 18 data data NN cord-132843-ilxt4b6g 219 19 is be VBZ cord-132843-ilxt4b6g 219 20 highly highly RB cord-132843-ilxt4b6g 219 21 imbalanced imbalanced JJ cord-132843-ilxt4b6g 219 22 with with IN cord-132843-ilxt4b6g 219 23 little little JJ cord-132843-ilxt4b6g 219 24 to to IN cord-132843-ilxt4b6g 219 25 no no DT cord-132843-ilxt4b6g 219 26 data data NN cord-132843-ilxt4b6g 219 27 for for IN cord-132843-ilxt4b6g 219 28 " " `` cord-132843-ilxt4b6g 219 29 positive positive JJ cord-132843-ilxt4b6g 219 30 " " '' cord-132843-ilxt4b6g 219 31 samples sample NNS cord-132843-ilxt4b6g 219 32 . . . cord-132843-ilxt4b6g 220 1 Anomaly anomaly NN cord-132843-ilxt4b6g 220 2 detection detection NN cord-132843-ilxt4b6g 220 3 techniques technique NNS cord-132843-ilxt4b6g 220 4 such such JJ cord-132843-ilxt4b6g 220 5 as as IN cord-132843-ilxt4b6g 220 6 one one CD cord-132843-ilxt4b6g 220 7 - - HYPH cord-132843-ilxt4b6g 220 8 classification classification NN cord-132843-ilxt4b6g 220 9 [ [ -LRB- cord-132843-ilxt4b6g 220 10 189 189 CD cord-132843-ilxt4b6g 220 11 ] ] -RRB- cord-132843-ilxt4b6g 220 12 and and CC cord-132843-ilxt4b6g 220 13 hypotheses hypothesis NNS cord-132843-ilxt4b6g 220 14 testing test VBG cord-132843-ilxt4b6g 220 15 [ [ -LRB- cord-132843-ilxt4b6g 220 16 100 100 CD cord-132843-ilxt4b6g 220 17 , , , cord-132843-ilxt4b6g 220 18 187 187 CD cord-132843-ilxt4b6g 220 19 ] ] -RRB- cord-132843-ilxt4b6g 220 20 are be VBP cord-132843-ilxt4b6g 220 21 often often RB cord-132843-ilxt4b6g 220 22 utilized utilize VBN cord-132843-ilxt4b6g 220 23 here here RB cord-132843-ilxt4b6g 220 24 . . . cord-132843-ilxt4b6g 221 1 3 3 LS cord-132843-ilxt4b6g 221 2 . . . cord-132843-ilxt4b6g 222 1 Regression regression NN cord-132843-ilxt4b6g 222 2 . . . cord-132843-ilxt4b6g 223 1 In in IN cord-132843-ilxt4b6g 223 2 addition addition NN cord-132843-ilxt4b6g 223 3 to to TO cord-132843-ilxt4b6g 223 4 simply simply RB cord-132843-ilxt4b6g 223 5 predicting predict VBG cord-132843-ilxt4b6g 223 6 the the DT cord-132843-ilxt4b6g 223 7 occurrence occurrence NN cord-132843-ilxt4b6g 223 8 or or CC cord-132843-ilxt4b6g 223 9 not not RB cord-132843-ilxt4b6g 223 10 , , , cord-132843-ilxt4b6g 223 11 some some DT cord-132843-ilxt4b6g 223 12 researchers researcher NNS cord-132843-ilxt4b6g 223 13 have have VBP cord-132843-ilxt4b6g 223 14 sought seek VBN cord-132843-ilxt4b6g 223 15 to to TO cord-132843-ilxt4b6g 223 16 extend extend VB cord-132843-ilxt4b6g 223 17 the the DT cord-132843-ilxt4b6g 223 18 binary binary JJ cord-132843-ilxt4b6g 223 19 prediction prediction NN cord-132843-ilxt4b6g 223 20 problem problem NN cord-132843-ilxt4b6g 223 21 to to TO cord-132843-ilxt4b6g 223 22 deal deal VB cord-132843-ilxt4b6g 223 23 with with IN cord-132843-ilxt4b6g 223 24 ordinal ordinal JJ cord-132843-ilxt4b6g 223 25 and and CC cord-132843-ilxt4b6g 223 26 numerical numerical JJ cord-132843-ilxt4b6g 223 27 prediction prediction NN cord-132843-ilxt4b6g 223 28 problems problem NNS cord-132843-ilxt4b6g 223 29 , , , cord-132843-ilxt4b6g 223 30 including include VBG cord-132843-ilxt4b6g 223 31 event event NN cord-132843-ilxt4b6g 223 32 count count NN cord-132843-ilxt4b6g 223 33 prediction prediction NN cord-132843-ilxt4b6g 223 34 based base VBN cord-132843-ilxt4b6g 223 35 on on IN cord-132843-ilxt4b6g 223 36 ( ( -LRB- cord-132843-ilxt4b6g 223 37 auto)regression auto)regression NN cord-132843-ilxt4b6g 223 38 [ [ -LRB- cord-132843-ilxt4b6g 223 39 73 73 CD cord-132843-ilxt4b6g 223 40 ] ] -RRB- cord-132843-ilxt4b6g 223 41 , , , cord-132843-ilxt4b6g 223 42 event event NN cord-132843-ilxt4b6g 223 43 size size NN cord-132843-ilxt4b6g 223 44 prediction prediction NN cord-132843-ilxt4b6g 223 45 using use VBG cord-132843-ilxt4b6g 223 46 linear linear JJ cord-132843-ilxt4b6g 223 47 regression regression NN cord-132843-ilxt4b6g 223 48 [ [ -LRB- cord-132843-ilxt4b6g 223 49 229 229 CD cord-132843-ilxt4b6g 223 50 ] ] -RRB- cord-132843-ilxt4b6g 223 51 , , , cord-132843-ilxt4b6g 223 52 and and CC cord-132843-ilxt4b6g 223 53 event event NN cord-132843-ilxt4b6g 223 54 scale scale NN cord-132843-ilxt4b6g 223 55 prediction prediction NN cord-132843-ilxt4b6g 223 56 using use VBG cord-132843-ilxt4b6g 223 57 ordinal ordinal JJ cord-132843-ilxt4b6g 223 58 regression regression NN cord-132843-ilxt4b6g 223 59 [ [ -LRB- cord-132843-ilxt4b6g 223 60 84 84 CD cord-132843-ilxt4b6g 223 61 ] ] -RRB- cord-132843-ilxt4b6g 223 62 . . . cord-132843-ilxt4b6g 224 1 3.1.2 3.1.2 LS cord-132843-ilxt4b6g 224 2 Discrete Discrete NNP cord-132843-ilxt4b6g 224 3 - - HYPH cord-132843-ilxt4b6g 224 4 time time NN cord-132843-ilxt4b6g 224 5 Prediction Prediction NNP cord-132843-ilxt4b6g 224 6 . . . cord-132843-ilxt4b6g 225 1 In in IN cord-132843-ilxt4b6g 225 2 many many JJ cord-132843-ilxt4b6g 225 3 applications application NNS cord-132843-ilxt4b6g 225 4 , , , cord-132843-ilxt4b6g 225 5 practitioners practitioner NNS cord-132843-ilxt4b6g 225 6 want want VBP cord-132843-ilxt4b6g 225 7 to to TO cord-132843-ilxt4b6g 225 8 know know VB cord-132843-ilxt4b6g 225 9 the the DT cord-132843-ilxt4b6g 225 10 approximate approximate JJ cord-132843-ilxt4b6g 225 11 time time NN cord-132843-ilxt4b6g 225 12 ( ( -LRB- cord-132843-ilxt4b6g 225 13 i.e. i.e. FW cord-132843-ilxt4b6g 225 14 the the DT cord-132843-ilxt4b6g 225 15 date date NN cord-132843-ilxt4b6g 225 16 , , , cord-132843-ilxt4b6g 225 17 week week NN cord-132843-ilxt4b6g 225 18 , , , cord-132843-ilxt4b6g 225 19 or or CC cord-132843-ilxt4b6g 225 20 month month NN cord-132843-ilxt4b6g 225 21 ) ) -RRB- cord-132843-ilxt4b6g 225 22 of of IN cord-132843-ilxt4b6g 225 23 future future JJ cord-132843-ilxt4b6g 225 24 events event NNS cord-132843-ilxt4b6g 225 25 in in IN cord-132843-ilxt4b6g 225 26 addition addition NN cord-132843-ilxt4b6g 225 27 to to IN cord-132843-ilxt4b6g 225 28 just just RB cord-132843-ilxt4b6g 225 29 their -PRON- PRP$ cord-132843-ilxt4b6g 225 30 occurrence occurrence NN cord-132843-ilxt4b6g 225 31 . . . cord-132843-ilxt4b6g 226 1 To to TO cord-132843-ilxt4b6g 226 2 do do VB cord-132843-ilxt4b6g 226 3 this this DT cord-132843-ilxt4b6g 226 4 , , , cord-132843-ilxt4b6g 226 5 the the DT cord-132843-ilxt4b6g 226 6 time time NN cord-132843-ilxt4b6g 226 7 is be VBZ cord-132843-ilxt4b6g 226 8 typically typically RB cord-132843-ilxt4b6g 226 9 first first RB cord-132843-ilxt4b6g 226 10 partitioned partition VBN cord-132843-ilxt4b6g 226 11 into into IN cord-132843-ilxt4b6g 226 12 different different JJ cord-132843-ilxt4b6g 226 13 time time NN cord-132843-ilxt4b6g 226 14 slots slot NNS cord-132843-ilxt4b6g 226 15 and and CC cord-132843-ilxt4b6g 226 16 the the DT cord-132843-ilxt4b6g 226 17 various various JJ cord-132843-ilxt4b6g 226 18 methods method NNS cord-132843-ilxt4b6g 226 19 focus focus VBP cord-132843-ilxt4b6g 226 20 on on IN cord-132843-ilxt4b6g 226 21 identifying identify VBG cord-132843-ilxt4b6g 226 22 which which WDT cord-132843-ilxt4b6g 226 23 time time NN cord-132843-ilxt4b6g 226 24 slot slot NN cord-132843-ilxt4b6g 226 25 future future JJ cord-132843-ilxt4b6g 226 26 events event NNS cord-132843-ilxt4b6g 226 27 are be VBP cord-132843-ilxt4b6g 226 28 likely likely JJ cord-132843-ilxt4b6g 226 29 to to TO cord-132843-ilxt4b6g 226 30 occur occur VB cord-132843-ilxt4b6g 226 31 in in IN cord-132843-ilxt4b6g 226 32 . . . cord-132843-ilxt4b6g 227 1 Existing exist VBG cord-132843-ilxt4b6g 227 2 research research NN cord-132843-ilxt4b6g 227 3 on on IN cord-132843-ilxt4b6g 227 4 this this DT cord-132843-ilxt4b6g 227 5 problem problem NN cord-132843-ilxt4b6g 227 6 can can MD cord-132843-ilxt4b6g 227 7 be be VB cord-132843-ilxt4b6g 227 8 classified classify VBN cord-132843-ilxt4b6g 227 9 into into IN cord-132843-ilxt4b6g 227 10 either either CC cord-132843-ilxt4b6g 227 11 direct direct JJ cord-132843-ilxt4b6g 227 12 or or CC cord-132843-ilxt4b6g 227 13 indirect indirect JJ cord-132843-ilxt4b6g 227 14 approaches approach NNS cord-132843-ilxt4b6g 227 15 . . . cord-132843-ilxt4b6g 228 1 1 1 LS cord-132843-ilxt4b6g 228 2 . . . cord-132843-ilxt4b6g 229 1 Direct Direct NNP cord-132843-ilxt4b6g 229 2 Approaches approach NNS cord-132843-ilxt4b6g 229 3 . . . cord-132843-ilxt4b6g 230 1 These these DT cord-132843-ilxt4b6g 230 2 of of IN cord-132843-ilxt4b6g 230 3 methods method NNS cord-132843-ilxt4b6g 230 4 discretize discretize VBP cord-132843-ilxt4b6g 230 5 the the DT cord-132843-ilxt4b6g 230 6 future future JJ cord-132843-ilxt4b6g 230 7 time time NN cord-132843-ilxt4b6g 230 8 into into IN cord-132843-ilxt4b6g 230 9 discrete discrete JJ cord-132843-ilxt4b6g 230 10 values value NNS cord-132843-ilxt4b6g 230 11 , , , cord-132843-ilxt4b6g 230 12 which which WDT cord-132843-ilxt4b6g 230 13 can can MD cord-132843-ilxt4b6g 230 14 take take VB cord-132843-ilxt4b6g 230 15 the the DT cord-132843-ilxt4b6g 230 16 form form NN cord-132843-ilxt4b6g 230 17 of of IN cord-132843-ilxt4b6g 230 18 some some DT cord-132843-ilxt4b6g 230 19 number number NN cord-132843-ilxt4b6g 230 20 of of IN cord-132843-ilxt4b6g 230 21 time time NN cord-132843-ilxt4b6g 230 22 windows window NNS cord-132843-ilxt4b6g 230 23 or or CC cord-132843-ilxt4b6g 230 24 time time NN cord-132843-ilxt4b6g 230 25 scales scale NNS cord-132843-ilxt4b6g 230 26 such such JJ cord-132843-ilxt4b6g 230 27 as as IN cord-132843-ilxt4b6g 230 28 near near IN cord-132843-ilxt4b6g 230 29 future future NN cord-132843-ilxt4b6g 230 30 , , , cord-132843-ilxt4b6g 230 31 medium medium JJ cord-132843-ilxt4b6g 230 32 future future NN cord-132843-ilxt4b6g 230 33 , , , cord-132843-ilxt4b6g 230 34 or or CC cord-132843-ilxt4b6g 230 35 distant distant JJ cord-132843-ilxt4b6g 230 36 future future NN cord-132843-ilxt4b6g 230 37 . . . cord-132843-ilxt4b6g 231 1 These these DT cord-132843-ilxt4b6g 231 2 are be VBP cord-132843-ilxt4b6g 231 3 then then RB cord-132843-ilxt4b6g 231 4 used use VBN cord-132843-ilxt4b6g 231 5 to to TO cord-132843-ilxt4b6g 231 6 directly directly RB cord-132843-ilxt4b6g 231 7 predict predict VB cord-132843-ilxt4b6g 231 8 the the DT cord-132843-ilxt4b6g 231 9 integer integer NN cord-132843-ilxt4b6g 231 10 - - HYPH cord-132843-ilxt4b6g 231 11 valued value VBN cord-132843-ilxt4b6g 231 12 index index NN cord-132843-ilxt4b6g 231 13 of of IN cord-132843-ilxt4b6g 231 14 future future JJ cord-132843-ilxt4b6g 231 15 time time NN cord-132843-ilxt4b6g 231 16 windows window NNS cord-132843-ilxt4b6g 231 17 of of IN cord-132843-ilxt4b6g 231 18 the the DT cord-132843-ilxt4b6g 231 19 event event NN cord-132843-ilxt4b6g 231 20 occurrence occurrence NN cord-132843-ilxt4b6g 231 21 using use VBG cord-132843-ilxt4b6g 231 22 ( ( -LRB- cord-132843-ilxt4b6g 231 23 auto)regression auto)regression NN cord-132843-ilxt4b6g 231 24 methods method NNS cord-132843-ilxt4b6g 231 25 [ [ -LRB- cord-132843-ilxt4b6g 231 26 147 147 CD cord-132843-ilxt4b6g 231 27 , , , cord-132843-ilxt4b6g 231 28 154 154 CD cord-132843-ilxt4b6g 231 29 ] ] -RRB- cord-132843-ilxt4b6g 231 30 , , , cord-132843-ilxt4b6g 231 31 or or CC cord-132843-ilxt4b6g 231 32 to to TO cord-132843-ilxt4b6g 231 33 predict predict VB cord-132843-ilxt4b6g 231 34 the the DT cord-132843-ilxt4b6g 231 35 ordinal ordinal JJ cord-132843-ilxt4b6g 231 36 values value NNS cord-132843-ilxt4b6g 231 37 of of IN cord-132843-ilxt4b6g 231 38 future future JJ cord-132843-ilxt4b6g 231 39 time time NN cord-132843-ilxt4b6g 231 40 scales scale NNS cord-132843-ilxt4b6g 231 41 using use VBG cord-132843-ilxt4b6g 231 42 ordinal ordinal JJ cord-132843-ilxt4b6g 231 43 regression regression NN cord-132843-ilxt4b6g 231 44 or or CC cord-132843-ilxt4b6g 231 45 classification classification NN cord-132843-ilxt4b6g 231 46 [ [ -LRB- cord-132843-ilxt4b6g 231 47 201 201 CD cord-132843-ilxt4b6g 231 48 ] ] -RRB- cord-132843-ilxt4b6g 231 49 . . . cord-132843-ilxt4b6g 232 1 2 2 LS cord-132843-ilxt4b6g 232 2 . . . cord-132843-ilxt4b6g 233 1 Indirect Indirect NNP cord-132843-ilxt4b6g 233 2 Approaches approach NNS cord-132843-ilxt4b6g 233 3 . . . cord-132843-ilxt4b6g 234 1 These these DT cord-132843-ilxt4b6g 234 2 methods method NNS cord-132843-ilxt4b6g 234 3 adopt adopt VBP cord-132843-ilxt4b6g 234 4 a a DT cord-132843-ilxt4b6g 234 5 two two CD cord-132843-ilxt4b6g 234 6 - - HYPH cord-132843-ilxt4b6g 234 7 step step NN cord-132843-ilxt4b6g 234 8 approach approach NN cord-132843-ilxt4b6g 234 9 , , , cord-132843-ilxt4b6g 234 10 with with IN cord-132843-ilxt4b6g 234 11 the the DT cord-132843-ilxt4b6g 234 12 first first JJ cord-132843-ilxt4b6g 234 13 step step NN cord-132843-ilxt4b6g 234 14 being be VBG cord-132843-ilxt4b6g 234 15 to to TO cord-132843-ilxt4b6g 234 16 place place VB cord-132843-ilxt4b6g 234 17 the the DT cord-132843-ilxt4b6g 234 18 data datum NNS cord-132843-ilxt4b6g 234 19 into into IN cord-132843-ilxt4b6g 234 20 a a DT cord-132843-ilxt4b6g 234 21 series series NN cord-132843-ilxt4b6g 234 22 of of IN cord-132843-ilxt4b6g 234 23 time time NN cord-132843-ilxt4b6g 234 24 bins bin NNS cord-132843-ilxt4b6g 234 25 and and CC cord-132843-ilxt4b6g 234 26 then then RB cord-132843-ilxt4b6g 234 27 perform perform VB cord-132843-ilxt4b6g 234 28 time time NN cord-132843-ilxt4b6g 234 29 series series NN cord-132843-ilxt4b6g 234 30 forecasting forecasting NN cord-132843-ilxt4b6g 234 31 using use VBG cord-132843-ilxt4b6g 234 32 techniques technique NNS cord-132843-ilxt4b6g 234 33 such such JJ cord-132843-ilxt4b6g 234 34 as as IN cord-132843-ilxt4b6g 234 35 autoregressive autoregressive JJ cord-132843-ilxt4b6g 234 36 [ [ -LRB- cord-132843-ilxt4b6g 234 37 26 26 CD cord-132843-ilxt4b6g 234 38 ] ] -RRB- cord-132843-ilxt4b6g 234 39 based base VBN cord-132843-ilxt4b6g 234 40 on on IN cord-132843-ilxt4b6g 234 41 the the DT cord-132843-ilxt4b6g 234 42 historical historical JJ cord-132843-ilxt4b6g 234 43 time time NN cord-132843-ilxt4b6g 234 44 series series NN cord-132843-ilxt4b6g 235 1 x x LS cord-132843-ilxt4b6g 235 2 = = NN cord-132843-ilxt4b6g 235 3 { { -LRB- cord-132843-ilxt4b6g 235 4 x x SYM cord-132843-ilxt4b6g 235 5 1 1 CD cord-132843-ilxt4b6g 235 6 , , , cord-132843-ilxt4b6g 235 7 · · NFP cord-132843-ilxt4b6g 235 8 · · NFP cord-132843-ilxt4b6g 235 9 · · NFP cord-132843-ilxt4b6g 235 10 , , , cord-132843-ilxt4b6g 235 11 x x SYM cord-132843-ilxt4b6g 235 12 T t NN cord-132843-ilxt4b6g 235 13 } } -RRB- cord-132843-ilxt4b6g 235 14 to to TO cord-132843-ilxt4b6g 235 15 obtain obtain VB cord-132843-ilxt4b6g 235 16 the the DT cord-132843-ilxt4b6g 235 17 future future JJ cord-132843-ilxt4b6g 235 18 time time NN cord-132843-ilxt4b6g 235 19 seriesx seriesx NNP cord-132843-ilxt4b6g 235 20 = = SYM cord-132843-ilxt4b6g 235 21 { { -LRB- cord-132843-ilxt4b6g 235 22 x x NN cord-132843-ilxt4b6g 235 23 T t NN cord-132843-ilxt4b6g 235 24 +1 +1 NN cord-132843-ilxt4b6g 235 25 , , , cord-132843-ilxt4b6g 235 26 · · NFP cord-132843-ilxt4b6g 235 27 · · NFP cord-132843-ilxt4b6g 235 28 · · NFP cord-132843-ilxt4b6g 235 29 , , , cord-132843-ilxt4b6g 235 30 xT xT NNP cord-132843-ilxt4b6g 235 31 } } -RRB- cord-132843-ilxt4b6g 235 32 . . . cord-132843-ilxt4b6g 236 1 The the DT cord-132843-ilxt4b6g 236 2 second second JJ cord-132843-ilxt4b6g 236 3 step step NN cord-132843-ilxt4b6g 236 4 is be VBZ cord-132843-ilxt4b6g 236 5 to to TO cord-132843-ilxt4b6g 236 6 identify identify VB cord-132843-ilxt4b6g 236 7 events event NNS cord-132843-ilxt4b6g 236 8 in in IN cord-132843-ilxt4b6g 236 9 the the DT cord-132843-ilxt4b6g 236 10 predicted predict VBN cord-132843-ilxt4b6g 236 11 future future JJ cord-132843-ilxt4b6g 236 12 time time NN cord-132843-ilxt4b6g 236 13 seriesx seriesx NN cord-132843-ilxt4b6g 236 14 using use VBG cord-132843-ilxt4b6g 236 15 either either CC cord-132843-ilxt4b6g 236 16 unsupervised unsupervised JJ cord-132843-ilxt4b6g 236 17 methods method NNS cord-132843-ilxt4b6g 236 18 such such JJ cord-132843-ilxt4b6g 236 19 as as IN cord-132843-ilxt4b6g 236 20 burstness burstness NN cord-132843-ilxt4b6g 236 21 detection detection NN cord-132843-ilxt4b6g 236 22 [ [ -LRB- cord-132843-ilxt4b6g 236 23 31 31 CD cord-132843-ilxt4b6g 236 24 ] ] -RRB- cord-132843-ilxt4b6g 236 25 and and CC cord-132843-ilxt4b6g 236 26 change change VB cord-132843-ilxt4b6g 236 27 detection detection NN cord-132843-ilxt4b6g 236 28 [ [ -LRB- cord-132843-ilxt4b6g 236 29 109 109 CD cord-132843-ilxt4b6g 236 30 ] ] -RRB- cord-132843-ilxt4b6g 236 31 , , , cord-132843-ilxt4b6g 236 32 or or CC cord-132843-ilxt4b6g 236 33 supervised supervise VBN cord-132843-ilxt4b6g 236 34 techniques technique NNS cord-132843-ilxt4b6g 236 35 based base VBN cord-132843-ilxt4b6g 236 36 on on IN cord-132843-ilxt4b6g 236 37 learning learn VBG cord-132843-ilxt4b6g 236 38 event event NN cord-132843-ilxt4b6g 236 39 characterization characterization NN cord-132843-ilxt4b6g 236 40 function function NN cord-132843-ilxt4b6g 236 41 . . . cord-132843-ilxt4b6g 237 1 For for IN cord-132843-ilxt4b6g 237 2 example example NN cord-132843-ilxt4b6g 237 3 , , , cord-132843-ilxt4b6g 237 4 existing exist VBG cord-132843-ilxt4b6g 237 5 works work NNS cord-132843-ilxt4b6g 237 6 [ [ -LRB- cord-132843-ilxt4b6g 237 7 165 165 CD cord-132843-ilxt4b6g 237 8 , , , cord-132843-ilxt4b6g 237 9 173 173 CD cord-132843-ilxt4b6g 237 10 ] ] -RRB- cord-132843-ilxt4b6g 237 11 first first RB cord-132843-ilxt4b6g 237 12 represent represent VBP cord-132843-ilxt4b6g 238 1 the the DT cord-132843-ilxt4b6g 238 2 predicted predict VBN cord-132843-ilxt4b6g 238 3 future future JJ cord-132843-ilxt4b6g 238 4 time time NN cord-132843-ilxt4b6g 238 5 seriesx seriesx NNP cord-132843-ilxt4b6g 238 6 ∈ ∈ NNP cord-132843-ilxt4b6g 238 7 RT RT NNP cord-132843-ilxt4b6g 238 8 ×D ×d CD cord-132843-ilxt4b6g 238 9 using use VBG cord-132843-ilxt4b6g 238 10 time time NN cord-132843-ilxt4b6g 238 11 - - HYPH cord-132843-ilxt4b6g 238 12 delayed delay VBN cord-132843-ilxt4b6g 238 13 embedding embedding NN cord-132843-ilxt4b6g 238 14 , , , cord-132843-ilxt4b6g 238 15 intox intox NNP cord-132843-ilxt4b6g 238 16 ∈ ∈ NNP cord-132843-ilxt4b6g 238 17 RT RT NNP cord-132843-ilxt4b6g 238 18 ×D ×d CD cord-132843-ilxt4b6g 238 19 ′ ′ CD cord-132843-ilxt4b6g 238 20 where where WRB cord-132843-ilxt4b6g 238 21 each each DT cord-132843-ilxt4b6g 238 22 observation observation NN cord-132843-ilxt4b6g 238 23 at at IN cord-132843-ilxt4b6g 238 24 time time NN cord-132843-ilxt4b6g 238 25 t t NNP cord-132843-ilxt4b6g 238 26 can can MD cord-132843-ilxt4b6g 238 27 be be VB cord-132843-ilxt4b6g 238 28 represented represent VBN cord-132843-ilxt4b6g 238 29 x x IN cord-132843-ilxt4b6g 238 30 t t NN cord-132843-ilxt4b6g 238 31 } } -RRB- cord-132843-ilxt4b6g 238 32 and and CC cord-132843-ilxt4b6g 238 33 t t NN cord-132843-ilxt4b6g 238 34 = = SYM cord-132843-ilxt4b6g 238 35 T T NNP cord-132843-ilxt4b6g 238 36 , , , cord-132843-ilxt4b6g 238 37 T t NN cord-132843-ilxt4b6g 238 38 + + SYM cord-132843-ilxt4b6g 238 39 1 1 CD cord-132843-ilxt4b6g 238 40 , , , cord-132843-ilxt4b6g 238 41 · · NFP cord-132843-ilxt4b6g 238 42 · · NFP cord-132843-ilxt4b6g 238 43 · · NFP cord-132843-ilxt4b6g 238 44 T T NNP cord-132843-ilxt4b6g 238 45 . . . cord-132843-ilxt4b6g 239 1 Then then RB cord-132843-ilxt4b6g 239 2 an an DT cord-132843-ilxt4b6g 239 3 event event NN cord-132843-ilxt4b6g 239 4 characterization characterization NN cord-132843-ilxt4b6g 239 5 function function NN cord-132843-ilxt4b6g 240 1 f f NNP cord-132843-ilxt4b6g 240 2 c c NNP cord-132843-ilxt4b6g 240 3 ( ( -LRB- cord-132843-ilxt4b6g 240 4 x x SYM cord-132843-ilxt4b6g 240 5 t t NNP cord-132843-ilxt4b6g 240 6 ) ) -RRB- cord-132843-ilxt4b6g 240 7 is be VBZ cord-132843-ilxt4b6g 240 8 established establish VBN cord-132843-ilxt4b6g 240 9 to to TO cord-132843-ilxt4b6g 240 10 mapx mapx NNP cord-132843-ilxt4b6g 240 11 t t NNP cord-132843-ilxt4b6g 240 12 to to IN cord-132843-ilxt4b6g 240 13 the the DT cord-132843-ilxt4b6g 240 14 likelihood likelihood NN cord-132843-ilxt4b6g 240 15 of of IN cord-132843-ilxt4b6g 240 16 an an DT cord-132843-ilxt4b6g 240 17 event event NN cord-132843-ilxt4b6g 240 18 , , , cord-132843-ilxt4b6g 240 19 which which WDT cord-132843-ilxt4b6g 240 20 can can MD cord-132843-ilxt4b6g 240 21 be be VB cord-132843-ilxt4b6g 240 22 fitted fit VBN cord-132843-ilxt4b6g 240 23 based base VBN cord-132843-ilxt4b6g 240 24 on on IN cord-132843-ilxt4b6g 240 25 the the DT cord-132843-ilxt4b6g 240 26 event event NN cord-132843-ilxt4b6g 240 27 labels label NNS cord-132843-ilxt4b6g 240 28 provided provide VBN cord-132843-ilxt4b6g 240 29 in in IN cord-132843-ilxt4b6g 240 30 the the DT cord-132843-ilxt4b6g 240 31 training training NN cord-132843-ilxt4b6g 240 32 set set VBN cord-132843-ilxt4b6g 240 33 intuitively intuitively RB cord-132843-ilxt4b6g 240 34 . . . cord-132843-ilxt4b6g 241 1 Overall overall RB cord-132843-ilxt4b6g 241 2 , , , cord-132843-ilxt4b6g 241 3 the the DT cord-132843-ilxt4b6g 241 4 unsupervised unsupervised JJ cord-132843-ilxt4b6g 241 5 method method NN cord-132843-ilxt4b6g 241 6 requires require VBZ cord-132843-ilxt4b6g 241 7 users user NNS cord-132843-ilxt4b6g 241 8 to to TO cord-132843-ilxt4b6g 241 9 assume assume VB cord-132843-ilxt4b6g 241 10 the the DT cord-132843-ilxt4b6g 241 11 type type NN cord-132843-ilxt4b6g 241 12 of of IN cord-132843-ilxt4b6g 241 13 patterns pattern NNS cord-132843-ilxt4b6g 241 14 ( ( -LRB- cord-132843-ilxt4b6g 241 15 e.g. e.g. RB cord-132843-ilxt4b6g 241 16 , , , cord-132843-ilxt4b6g 241 17 burstiness burstiness NN cord-132843-ilxt4b6g 241 18 and and CC cord-132843-ilxt4b6g 241 19 change change NN cord-132843-ilxt4b6g 241 20 ) ) -RRB- cord-132843-ilxt4b6g 241 21 of of IN cord-132843-ilxt4b6g 241 22 future future JJ cord-132843-ilxt4b6g 241 23 events event NNS cord-132843-ilxt4b6g 241 24 based base VBN cord-132843-ilxt4b6g 241 25 on on IN cord-132843-ilxt4b6g 241 26 prior prior JJ cord-132843-ilxt4b6g 241 27 knowledge knowledge NN cord-132843-ilxt4b6g 241 28 but but CC cord-132843-ilxt4b6g 241 29 do do VBP cord-132843-ilxt4b6g 241 30 not not RB cord-132843-ilxt4b6g 241 31 require require VB cord-132843-ilxt4b6g 241 32 event event NN cord-132843-ilxt4b6g 241 33 label label NN cord-132843-ilxt4b6g 241 34 data datum NNS cord-132843-ilxt4b6g 241 35 . . . cord-132843-ilxt4b6g 242 1 However however RB cord-132843-ilxt4b6g 242 2 , , , cord-132843-ilxt4b6g 242 3 in in IN cord-132843-ilxt4b6g 242 4 cases case NNS cord-132843-ilxt4b6g 242 5 where where WRB cord-132843-ilxt4b6g 242 6 the the DT cord-132843-ilxt4b6g 242 7 event event NN cord-132843-ilxt4b6g 242 8 time time NN cord-132843-ilxt4b6g 242 9 series series NN cord-132843-ilxt4b6g 242 10 pattern pattern NN cord-132843-ilxt4b6g 242 11 is be VBZ cord-132843-ilxt4b6g 242 12 difficult difficult JJ cord-132843-ilxt4b6g 242 13 to to TO cord-132843-ilxt4b6g 242 14 assume assume VB cord-132843-ilxt4b6g 242 15 but but CC cord-132843-ilxt4b6g 242 16 the the DT cord-132843-ilxt4b6g 242 17 label label NN cord-132843-ilxt4b6g 242 18 data data NN cord-132843-ilxt4b6g 242 19 is be VBZ cord-132843-ilxt4b6g 242 20 available available JJ cord-132843-ilxt4b6g 242 21 , , , cord-132843-ilxt4b6g 242 22 supervised supervise VBN cord-132843-ilxt4b6g 242 23 learning learning NN cord-132843-ilxt4b6g 242 24 - - HYPH cord-132843-ilxt4b6g 242 25 based base VBN cord-132843-ilxt4b6g 242 26 methods method NNS cord-132843-ilxt4b6g 242 27 are be VBP cord-132843-ilxt4b6g 242 28 usually usually RB cord-132843-ilxt4b6g 242 29 used use VBN cord-132843-ilxt4b6g 242 30 . . . cord-132843-ilxt4b6g 243 1 Discrete discrete JJ cord-132843-ilxt4b6g 243 2 - - HYPH cord-132843-ilxt4b6g 243 3 time time NN cord-132843-ilxt4b6g 243 4 prediction prediction NN cord-132843-ilxt4b6g 243 5 methods method NNS cord-132843-ilxt4b6g 243 6 , , , cord-132843-ilxt4b6g 243 7 although although IN cord-132843-ilxt4b6g 243 8 usually usually RB cord-132843-ilxt4b6g 243 9 simple simple JJ cord-132843-ilxt4b6g 243 10 to to TO cord-132843-ilxt4b6g 243 11 establish establish VB cord-132843-ilxt4b6g 243 12 , , , cord-132843-ilxt4b6g 243 13 also also RB cord-132843-ilxt4b6g 243 14 suffer suffer VB cord-132843-ilxt4b6g 243 15 from from IN cord-132843-ilxt4b6g 243 16 several several JJ cord-132843-ilxt4b6g 243 17 issues issue NNS cord-132843-ilxt4b6g 243 18 . . . cord-132843-ilxt4b6g 244 1 First first RB cord-132843-ilxt4b6g 244 2 , , , cord-132843-ilxt4b6g 244 3 their -PRON- PRP$ cord-132843-ilxt4b6g 244 4 time time NN cord-132843-ilxt4b6g 244 5 - - HYPH cord-132843-ilxt4b6g 244 6 resolution resolution NN cord-132843-ilxt4b6g 244 7 is be VBZ cord-132843-ilxt4b6g 244 8 limited limit VBN cord-132843-ilxt4b6g 244 9 to to IN cord-132843-ilxt4b6g 244 10 the the DT cord-132843-ilxt4b6g 244 11 discretization discretization NN cord-132843-ilxt4b6g 244 12 granularity granularity NN cord-132843-ilxt4b6g 244 13 ; ; : cord-132843-ilxt4b6g 244 14 increasing increase VBG cord-132843-ilxt4b6g 244 15 this this DT cord-132843-ilxt4b6g 244 16 granularity granularity NN cord-132843-ilxt4b6g 244 17 significantly significantly RB cord-132843-ilxt4b6g 244 18 increases increase VBZ cord-132843-ilxt4b6g 244 19 the the DT cord-132843-ilxt4b6g 244 20 computations computation NNS cord-132843-ilxt4b6g 244 21 al al NNP cord-132843-ilxt4b6g 244 22 resources resource NNS cord-132843-ilxt4b6g 244 23 required require VBN cord-132843-ilxt4b6g 244 24 , , , cord-132843-ilxt4b6g 244 25 which which WDT cord-132843-ilxt4b6g 244 26 means mean VBZ cord-132843-ilxt4b6g 244 27 the the DT cord-132843-ilxt4b6g 244 28 resolution resolution NN cord-132843-ilxt4b6g 244 29 can can MD cord-132843-ilxt4b6g 244 30 not not RB cord-132843-ilxt4b6g 244 31 be be VB cord-132843-ilxt4b6g 244 32 arbitrarily arbitrarily RB cord-132843-ilxt4b6g 244 33 high high JJ cord-132843-ilxt4b6g 244 34 . . . cord-132843-ilxt4b6g 245 1 Moreover moreover RB cord-132843-ilxt4b6g 245 2 , , , cord-132843-ilxt4b6g 245 3 this this DT cord-132843-ilxt4b6g 245 4 trade trade NN cord-132843-ilxt4b6g 245 5 - - HYPH cord-132843-ilxt4b6g 245 6 off off NN cord-132843-ilxt4b6g 245 7 is be VBZ cord-132843-ilxt4b6g 245 8 itself -PRON- PRP cord-132843-ilxt4b6g 245 9 a a DT cord-132843-ilxt4b6g 245 10 hyperparameter hyperparameter NN cord-132843-ilxt4b6g 245 11 that that WDT cord-132843-ilxt4b6g 245 12 is be VBZ cord-132843-ilxt4b6g 245 13 sensitive sensitive JJ cord-132843-ilxt4b6g 245 14 to to IN cord-132843-ilxt4b6g 245 15 the the DT cord-132843-ilxt4b6g 245 16 prediction prediction NN cord-132843-ilxt4b6g 245 17 accuracy accuracy NN cord-132843-ilxt4b6g 245 18 , , , cord-132843-ilxt4b6g 245 19 rendering render VBG cord-132843-ilxt4b6g 245 20 it -PRON- PRP cord-132843-ilxt4b6g 245 21 difficult difficult JJ cord-132843-ilxt4b6g 245 22 and and CC cord-132843-ilxt4b6g 245 23 time time NN cord-132843-ilxt4b6g 245 24 - - HYPH cord-132843-ilxt4b6g 245 25 consuming consume VBG cord-132843-ilxt4b6g 245 26 to to TO cord-132843-ilxt4b6g 245 27 tune tune VB cord-132843-ilxt4b6g 245 28 during during IN cord-132843-ilxt4b6g 245 29 training training NN cord-132843-ilxt4b6g 245 30 . . . cord-132843-ilxt4b6g 246 1 To to TO cord-132843-ilxt4b6g 246 2 address address VB cord-132843-ilxt4b6g 246 3 these these DT cord-132843-ilxt4b6g 246 4 issues issue NNS cord-132843-ilxt4b6g 246 5 , , , cord-132843-ilxt4b6g 246 6 a a DT cord-132843-ilxt4b6g 246 7 number number NN cord-132843-ilxt4b6g 246 8 of of IN cord-132843-ilxt4b6g 246 9 techniques technique NNS cord-132843-ilxt4b6g 246 10 work work VBP cord-132843-ilxt4b6g 246 11 around around IN cord-132843-ilxt4b6g 246 12 it -PRON- PRP cord-132843-ilxt4b6g 246 13 by by IN cord-132843-ilxt4b6g 246 14 directly directly RB cord-132843-ilxt4b6g 246 15 predicting predict VBG cord-132843-ilxt4b6g 246 16 the the DT cord-132843-ilxt4b6g 246 17 continuous continuous RB cord-132843-ilxt4b6g 246 18 - - HYPH cord-132843-ilxt4b6g 246 19 valued value VBN cord-132843-ilxt4b6g 246 20 event event NN cord-132843-ilxt4b6g 246 21 time time NN cord-132843-ilxt4b6g 246 22 [ [ -LRB- cord-132843-ilxt4b6g 246 23 191 191 CD cord-132843-ilxt4b6g 246 24 ] ] -RRB- cord-132843-ilxt4b6g 246 25 , , , cord-132843-ilxt4b6g 246 26 usually usually RB cord-132843-ilxt4b6g 246 27 by by IN cord-132843-ilxt4b6g 246 28 leveraging leverage VBG cord-132843-ilxt4b6g 246 29 one one CD cord-132843-ilxt4b6g 246 30 of of IN cord-132843-ilxt4b6g 246 31 three three CD cord-132843-ilxt4b6g 246 32 techniques technique NNS cord-132843-ilxt4b6g 246 33 . . . cord-132843-ilxt4b6g 247 1 1 1 LS cord-132843-ilxt4b6g 247 2 . . . cord-132843-ilxt4b6g 248 1 Simple simple JJ cord-132843-ilxt4b6g 248 2 Regression Regression NNP cord-132843-ilxt4b6g 248 3 . . . cord-132843-ilxt4b6g 249 1 The the DT cord-132843-ilxt4b6g 249 2 simplest simple JJS cord-132843-ilxt4b6g 249 3 methods method NNS cord-132843-ilxt4b6g 249 4 directly directly RB cord-132843-ilxt4b6g 249 5 formalize formalize VBP cord-132843-ilxt4b6g 249 6 continuous continuous JJ cord-132843-ilxt4b6g 249 7 - - HYPH cord-132843-ilxt4b6g 249 8 event event NN cord-132843-ilxt4b6g 249 9 - - HYPH cord-132843-ilxt4b6g 249 10 time time NN cord-132843-ilxt4b6g 249 11 prediction prediction NN cord-132843-ilxt4b6g 249 12 as as IN cord-132843-ilxt4b6g 249 13 a a DT cord-132843-ilxt4b6g 249 14 regression regression NN cord-132843-ilxt4b6g 249 15 problem problem NN cord-132843-ilxt4b6g 249 16 [ [ -LRB- cord-132843-ilxt4b6g 249 17 26 26 CD cord-132843-ilxt4b6g 249 18 ] ] -RRB- cord-132843-ilxt4b6g 249 19 , , , cord-132843-ilxt4b6g 249 20 where where WRB cord-132843-ilxt4b6g 249 21 the the DT cord-132843-ilxt4b6g 249 22 output output NN cord-132843-ilxt4b6g 249 23 is be VBZ cord-132843-ilxt4b6g 249 24 the the DT cord-132843-ilxt4b6g 249 25 numerical numerical JJ cord-132843-ilxt4b6g 249 26 - - HYPH cord-132843-ilxt4b6g 249 27 value value NN cord-132843-ilxt4b6g 249 28 future future JJ cord-132843-ilxt4b6g 249 29 event event NN cord-132843-ilxt4b6g 249 30 time time NN cord-132843-ilxt4b6g 249 31 [ [ -LRB- cord-132843-ilxt4b6g 249 32 212 212 CD cord-132843-ilxt4b6g 249 33 ] ] -RRB- cord-132843-ilxt4b6g 250 1 and/or and/or CC cord-132843-ilxt4b6g 250 2 their -PRON- PRP$ cord-132843-ilxt4b6g 250 3 duration duration NN cord-132843-ilxt4b6g 250 4 [ [ -LRB- cord-132843-ilxt4b6g 250 5 80 80 CD cord-132843-ilxt4b6g 250 6 , , , cord-132843-ilxt4b6g 250 7 129 129 CD cord-132843-ilxt4b6g 250 8 ] ] -RRB- cord-132843-ilxt4b6g 250 9 . . . cord-132843-ilxt4b6g 251 1 Common common JJ cord-132843-ilxt4b6g 251 2 regressors regressor NNS cord-132843-ilxt4b6g 251 3 such such JJ cord-132843-ilxt4b6g 251 4 as as IN cord-132843-ilxt4b6g 251 5 linear linear JJ cord-132843-ilxt4b6g 251 6 regression regression NN cord-132843-ilxt4b6g 251 7 and and CC cord-132843-ilxt4b6g 251 8 recurrent recurrent JJ cord-132843-ilxt4b6g 251 9 neural neural JJ cord-132843-ilxt4b6g 251 10 networks network NNS cord-132843-ilxt4b6g 251 11 have have VBP cord-132843-ilxt4b6g 251 12 been be VBN cord-132843-ilxt4b6g 251 13 utilized utilize VBN cord-132843-ilxt4b6g 251 14 for for IN cord-132843-ilxt4b6g 251 15 this this DT cord-132843-ilxt4b6g 251 16 . . . cord-132843-ilxt4b6g 252 1 Despite despite IN cord-132843-ilxt4b6g 252 2 their -PRON- PRP$ cord-132843-ilxt4b6g 252 3 apparent apparent JJ cord-132843-ilxt4b6g 252 4 simplicity simplicity NN cord-132843-ilxt4b6g 252 5 , , , cord-132843-ilxt4b6g 252 6 this this DT cord-132843-ilxt4b6g 252 7 is be VBZ cord-132843-ilxt4b6g 252 8 not not RB cord-132843-ilxt4b6g 252 9 straightforward straightforward JJ cord-132843-ilxt4b6g 252 10 as as IN cord-132843-ilxt4b6g 252 11 simple simple JJ cord-132843-ilxt4b6g 252 12 regression regression NN cord-132843-ilxt4b6g 252 13 typically typically RB cord-132843-ilxt4b6g 252 14 assumes assume VBZ cord-132843-ilxt4b6g 252 15 Gaussian gaussian JJ cord-132843-ilxt4b6g 252 16 distribution distribution NN cord-132843-ilxt4b6g 252 17 [ [ -LRB- cord-132843-ilxt4b6g 252 18 129 129 CD cord-132843-ilxt4b6g 252 19 ] ] -RRB- cord-132843-ilxt4b6g 252 20 , , , cord-132843-ilxt4b6g 252 21 which which WDT cord-132843-ilxt4b6g 252 22 does do VBZ cord-132843-ilxt4b6g 252 23 not not RB cord-132843-ilxt4b6g 252 24 usually usually RB cord-132843-ilxt4b6g 252 25 reflect reflect VB cord-132843-ilxt4b6g 252 26 the the DT cord-132843-ilxt4b6g 252 27 true true JJ cord-132843-ilxt4b6g 252 28 distribution distribution NN cord-132843-ilxt4b6g 252 29 of of IN cord-132843-ilxt4b6g 252 30 event event NN cord-132843-ilxt4b6g 252 31 times time NNS cord-132843-ilxt4b6g 252 32 . . . cord-132843-ilxt4b6g 253 1 For for IN cord-132843-ilxt4b6g 253 2 example example NN cord-132843-ilxt4b6g 253 3 , , , cord-132843-ilxt4b6g 253 4 the the DT cord-132843-ilxt4b6g 253 5 future future JJ cord-132843-ilxt4b6g 253 6 event event NN cord-132843-ilxt4b6g 253 7 time time NN cord-132843-ilxt4b6g 253 8 needs need VBZ cord-132843-ilxt4b6g 253 9 to to TO cord-132843-ilxt4b6g 253 10 be be VB cord-132843-ilxt4b6g 253 11 left leave VBN cord-132843-ilxt4b6g 253 12 - - HYPH cord-132843-ilxt4b6g 253 13 bounded bound VBN cord-132843-ilxt4b6g 253 14 ( ( -LRB- cord-132843-ilxt4b6g 253 15 i.e. i.e. FW cord-132843-ilxt4b6g 253 16 , , , cord-132843-ilxt4b6g 253 17 larger large JJR cord-132843-ilxt4b6g 253 18 than than IN cord-132843-ilxt4b6g 253 19 the the DT cord-132843-ilxt4b6g 253 20 current current JJ cord-132843-ilxt4b6g 253 21 time time NN cord-132843-ilxt4b6g 253 22 ) ) -RRB- cord-132843-ilxt4b6g 253 23 , , , cord-132843-ilxt4b6g 253 24 as as IN cord-132843-ilxt4b6g 253 25 well well RB cord-132843-ilxt4b6g 253 26 asbeing asbee VBG cord-132843-ilxt4b6g 253 27 typically typically RB cord-132843-ilxt4b6g 253 28 non non JJ cord-132843-ilxt4b6g 253 29 - - JJ cord-132843-ilxt4b6g 253 30 symmetric symmetric JJ cord-132843-ilxt4b6g 253 31 and and CC cord-132843-ilxt4b6g 253 32 usually usually RB cord-132843-ilxt4b6g 253 33 periodic periodic JJ cord-132843-ilxt4b6g 253 34 , , , cord-132843-ilxt4b6g 253 35 with with IN cord-132843-ilxt4b6g 253 36 recurrent recurrent JJ cord-132843-ilxt4b6g 253 37 events event NNS cord-132843-ilxt4b6g 253 38 having have VBG cord-132843-ilxt4b6g 253 39 multiple multiple JJ cord-132843-ilxt4b6g 253 40 peaks peak NNS cord-132843-ilxt4b6g 253 41 in in IN cord-132843-ilxt4b6g 253 42 the the DT cord-132843-ilxt4b6g 253 43 probability probability NN cord-132843-ilxt4b6g 253 44 density density NN cord-132843-ilxt4b6g 253 45 function function NN cord-132843-ilxt4b6g 253 46 along along IN cord-132843-ilxt4b6g 253 47 the the DT cord-132843-ilxt4b6g 253 48 time time NN cord-132843-ilxt4b6g 253 49 dimension dimension NN cord-132843-ilxt4b6g 253 50 . . . cord-132843-ilxt4b6g 254 1 2 2 LS cord-132843-ilxt4b6g 254 2 . . . cord-132843-ilxt4b6g 255 1 Point point NN cord-132843-ilxt4b6g 255 2 Processes process NNS cord-132843-ilxt4b6g 255 3 . . . cord-132843-ilxt4b6g 256 1 As as IN cord-132843-ilxt4b6g 256 2 they -PRON- PRP cord-132843-ilxt4b6g 256 3 allow allow VBP cord-132843-ilxt4b6g 256 4 more more JJR cord-132843-ilxt4b6g 256 5 flexibility flexibility NN cord-132843-ilxt4b6g 256 6 in in IN cord-132843-ilxt4b6g 256 7 fitting fitting JJ cord-132843-ilxt4b6g 256 8 true true JJ cord-132843-ilxt4b6g 256 9 event event NN cord-132843-ilxt4b6g 256 10 time time NN cord-132843-ilxt4b6g 256 11 distributions distribution NNS cord-132843-ilxt4b6g 256 12 , , , cord-132843-ilxt4b6g 256 13 point point NN cord-132843-ilxt4b6g 256 14 process process NN cord-132843-ilxt4b6g 256 15 methods method NNS cord-132843-ilxt4b6g 256 16 [ [ -LRB- cord-132843-ilxt4b6g 256 17 167 167 CD cord-132843-ilxt4b6g 256 18 , , , cord-132843-ilxt4b6g 256 19 219 219 CD cord-132843-ilxt4b6g 256 20 ] ] -RRB- cord-132843-ilxt4b6g 256 21 are be VBP cord-132843-ilxt4b6g 256 22 widely widely RB cord-132843-ilxt4b6g 256 23 leveraged leverage VBN cord-132843-ilxt4b6g 256 24 and and CC cord-132843-ilxt4b6g 256 25 have have VBP cord-132843-ilxt4b6g 256 26 demonstrated demonstrate VBN cord-132843-ilxt4b6g 256 27 their -PRON- PRP$ cord-132843-ilxt4b6g 256 28 effectiveness effectiveness NN cord-132843-ilxt4b6g 256 29 for for IN cord-132843-ilxt4b6g 256 30 continuous continuous JJ cord-132843-ilxt4b6g 256 31 time time NN cord-132843-ilxt4b6g 256 32 event event NN cord-132843-ilxt4b6g 256 33 prediction prediction NN cord-132843-ilxt4b6g 256 34 tasks task NNS cord-132843-ilxt4b6g 256 35 . . . cord-132843-ilxt4b6g 257 1 They -PRON- PRP cord-132843-ilxt4b6g 257 2 require require VBP cord-132843-ilxt4b6g 257 3 a a DT cord-132843-ilxt4b6g 257 4 conditional conditional JJ cord-132843-ilxt4b6g 257 5 intensity intensity NN cord-132843-ilxt4b6g 257 6 function function NN cord-132843-ilxt4b6g 257 7 , , , cord-132843-ilxt4b6g 257 8 defined define VBN cord-132843-ilxt4b6g 257 9 as as IN cord-132843-ilxt4b6g 257 10 follows follow VBZ cord-132843-ilxt4b6g 257 11 : : : cord-132843-ilxt4b6g 257 12 where where WRB cord-132843-ilxt4b6g 257 13 д(t д(t NNP cord-132843-ilxt4b6g 257 14 |X |x CD cord-132843-ilxt4b6g 257 15 ) ) -RRB- cord-132843-ilxt4b6g 257 16 is be VBZ cord-132843-ilxt4b6g 257 17 the the DT cord-132843-ilxt4b6g 257 18 conditional conditional JJ cord-132843-ilxt4b6g 257 19 density density NN cord-132843-ilxt4b6g 257 20 function function NN cord-132843-ilxt4b6g 257 21 of of IN cord-132843-ilxt4b6g 257 22 the the DT cord-132843-ilxt4b6g 257 23 event event NN cord-132843-ilxt4b6g 257 24 occurrence occurrence NN cord-132843-ilxt4b6g 257 25 probability probability NN cord-132843-ilxt4b6g 257 26 at at IN cord-132843-ilxt4b6g 258 1 time time NNP cord-132843-ilxt4b6g 258 2 t t NNP cord-132843-ilxt4b6g 258 3 given give VBD cord-132843-ilxt4b6g 258 4 an an DT cord-132843-ilxt4b6g 258 5 observation observation NN cord-132843-ilxt4b6g 258 6 X x NN cord-132843-ilxt4b6g 258 7 , , , cord-132843-ilxt4b6g 258 8 and and CC cord-132843-ilxt4b6g 258 9 whose whose WP$ cord-132843-ilxt4b6g 258 10 corresponding corresponding JJ cord-132843-ilxt4b6g 258 11 cumulative cumulative JJ cord-132843-ilxt4b6g 258 12 distribution distribution NN cord-132843-ilxt4b6g 258 13 function function NN cord-132843-ilxt4b6g 258 14 , , , cord-132843-ilxt4b6g 258 15 G(t G(t NNP cord-132843-ilxt4b6g 258 16 |X |x CD cord-132843-ilxt4b6g 258 17 ) ) -RRB- cord-132843-ilxt4b6g 258 18 ) ) -RRB- cord-132843-ilxt4b6g 258 19 , , , cord-132843-ilxt4b6g 258 20 N N NNP cord-132843-ilxt4b6g 258 21 ( ( -LRB- cord-132843-ilxt4b6g 258 22 t t NNP cord-132843-ilxt4b6g 258 23 , , , cord-132843-ilxt4b6g 258 24 t t NN cord-132843-ilxt4b6g 258 25 + + CC cord-132843-ilxt4b6g 258 26 dt dt NNP cord-132843-ilxt4b6g 258 27 ) ) -RRB- cord-132843-ilxt4b6g 258 28 , , , cord-132843-ilxt4b6g 258 29 denotes denote VBZ cord-132843-ilxt4b6g 258 30 the the DT cord-132843-ilxt4b6g 258 31 count count NN cord-132843-ilxt4b6g 258 32 of of IN cord-132843-ilxt4b6g 258 33 events event NNS cord-132843-ilxt4b6g 258 34 during during IN cord-132843-ilxt4b6g 258 35 the the DT cord-132843-ilxt4b6g 258 36 time time NN cord-132843-ilxt4b6g 258 37 period period NN cord-132843-ilxt4b6g 258 38 between between IN cord-132843-ilxt4b6g 258 39 t t NN cord-132843-ilxt4b6g 258 40 and and CC cord-132843-ilxt4b6g 258 41 t t NN cord-132843-ilxt4b6g 258 42 + + CC cord-132843-ilxt4b6g 258 43 dt dt NNP cord-132843-ilxt4b6g 258 44 , , , cord-132843-ilxt4b6g 258 45 where where WRB cord-132843-ilxt4b6g 258 46 dt dt NNP cord-132843-ilxt4b6g 258 47 is be VBZ cord-132843-ilxt4b6g 258 48 an an DT cord-132843-ilxt4b6g 258 49 infinitelysmall infinitelysmall NN cord-132843-ilxt4b6g 258 50 time time NN cord-132843-ilxt4b6g 258 51 period period NN cord-132843-ilxt4b6g 258 52 . . . cord-132843-ilxt4b6g 259 1 Hence hence RB cord-132843-ilxt4b6g 259 2 , , , cord-132843-ilxt4b6g 259 3 by by IN cord-132843-ilxt4b6g 259 4 leveraging leverage VBG cord-132843-ilxt4b6g 259 5 the the DT cord-132843-ilxt4b6g 259 6 relation relation NN cord-132843-ilxt4b6g 259 7 between between IN cord-132843-ilxt4b6g 259 8 density density NN cord-132843-ilxt4b6g 259 9 and and CC cord-132843-ilxt4b6g 259 10 accumulative accumulative JJ cord-132843-ilxt4b6g 259 11 functions function NNS cord-132843-ilxt4b6g 259 12 and and CC cord-132843-ilxt4b6g 259 13 then then RB cord-132843-ilxt4b6g 259 14 rearranging rearrange VBG cord-132843-ilxt4b6g 259 15 Equation equation NN cord-132843-ilxt4b6g 259 16 ( ( -LRB- cord-132843-ilxt4b6g 259 17 1 1 CD cord-132843-ilxt4b6g 259 18 ) ) -RRB- cord-132843-ilxt4b6g 259 19 , , , cord-132843-ilxt4b6g 259 20 the the DT cord-132843-ilxt4b6g 259 21 following follow VBG cord-132843-ilxt4b6g 259 22 conditional conditional JJ cord-132843-ilxt4b6g 259 23 density density NN cord-132843-ilxt4b6g 259 24 function function NN cord-132843-ilxt4b6g 259 25 is be VBZ cord-132843-ilxt4b6g 259 26 obtained obtain VBN cord-132843-ilxt4b6g 259 27 : : : cord-132843-ilxt4b6g 259 28 Once once IN cord-132843-ilxt4b6g 259 29 the the DT cord-132843-ilxt4b6g 259 30 above above JJ cord-132843-ilxt4b6g 259 31 model model NN cord-132843-ilxt4b6g 259 32 has have VBZ cord-132843-ilxt4b6g 259 33 been be VBN cord-132843-ilxt4b6g 259 34 trained train VBN cord-132843-ilxt4b6g 259 35 using use VBG cord-132843-ilxt4b6g 259 36 a a DT cord-132843-ilxt4b6g 259 37 technique technique NN cord-132843-ilxt4b6g 259 38 such such JJ cord-132843-ilxt4b6g 259 39 as as IN cord-132843-ilxt4b6g 259 40 maximal maximal JJ cord-132843-ilxt4b6g 259 41 likelihood likelihood NN cord-132843-ilxt4b6g 259 42 [ [ -LRB- cord-132843-ilxt4b6g 259 43 26 26 CD cord-132843-ilxt4b6g 259 44 ] ] -RRB- cord-132843-ilxt4b6g 259 45 , , , cord-132843-ilxt4b6g 259 46 the the DT cord-132843-ilxt4b6g 259 47 time time NN cord-132843-ilxt4b6g 259 48 of of IN cord-132843-ilxt4b6g 259 49 the the DT cord-132843-ilxt4b6g 259 50 next next JJ cord-132843-ilxt4b6g 259 51 event event NN cord-132843-ilxt4b6g 259 52 in in IN cord-132843-ilxt4b6g 259 53 the the DT cord-132843-ilxt4b6g 259 54 future future NN cord-132843-ilxt4b6g 259 55 is be VBZ cord-132843-ilxt4b6g 259 56 predicted predict VBN cord-132843-ilxt4b6g 259 57 as as IN cord-132843-ilxt4b6g 259 58 : : : cord-132843-ilxt4b6g 259 59 Although although IN cord-132843-ilxt4b6g 259 60 existing existing JJ cord-132843-ilxt4b6g 259 61 methods method NNS cord-132843-ilxt4b6g 259 62 typically typically RB cord-132843-ilxt4b6g 259 63 share share VBP cord-132843-ilxt4b6g 259 64 the the DT cord-132843-ilxt4b6g 259 65 same same JJ cord-132843-ilxt4b6g 259 66 workflow workflow NN cord-132843-ilxt4b6g 259 67 as as IN cord-132843-ilxt4b6g 259 68 that that DT cord-132843-ilxt4b6g 259 69 shown show VBN cord-132843-ilxt4b6g 259 70 above above RB cord-132843-ilxt4b6g 259 71 , , , cord-132843-ilxt4b6g 259 72 they -PRON- PRP cord-132843-ilxt4b6g 259 73 vary vary VBP cord-132843-ilxt4b6g 259 74 in in IN cord-132843-ilxt4b6g 259 75 the the DT cord-132843-ilxt4b6g 259 76 way way NN cord-132843-ilxt4b6g 259 77 they -PRON- PRP cord-132843-ilxt4b6g 259 78 define define VBP cord-132843-ilxt4b6g 259 79 the the DT cord-132843-ilxt4b6g 259 80 conditional conditional JJ cord-132843-ilxt4b6g 259 81 intensity intensity NN cord-132843-ilxt4b6g 259 82 function function NN cord-132843-ilxt4b6g 259 83 λ(t λ(t NNP cord-132843-ilxt4b6g 259 84 |X |x CD cord-132843-ilxt4b6g 259 85 ) ) -RRB- cord-132843-ilxt4b6g 259 86 . . . cord-132843-ilxt4b6g 260 1 Traditional traditional JJ cord-132843-ilxt4b6g 260 2 models model NNS cord-132843-ilxt4b6g 260 3 typically typically RB cord-132843-ilxt4b6g 260 4 utilize utilize VBP cord-132843-ilxt4b6g 260 5 prescribed prescribed JJ cord-132843-ilxt4b6g 260 6 distributions distribution NNS cord-132843-ilxt4b6g 260 7 such such JJ cord-132843-ilxt4b6g 260 8 as as IN cord-132843-ilxt4b6g 260 9 the the DT cord-132843-ilxt4b6g 260 10 Poisson Poisson NNP cord-132843-ilxt4b6g 260 11 distribution distribution NN cord-132843-ilxt4b6g 260 12 [ [ -LRB- cord-132843-ilxt4b6g 260 13 191 191 CD cord-132843-ilxt4b6g 260 14 ] ] -RRB- cord-132843-ilxt4b6g 260 15 , , , cord-132843-ilxt4b6g 260 16 Gamma gamma NN cord-132843-ilxt4b6g 260 17 distribution distribution NN cord-132843-ilxt4b6g 260 18 [ [ -LRB- cord-132843-ilxt4b6g 260 19 53 53 CD cord-132843-ilxt4b6g 260 20 ] ] -RRB- cord-132843-ilxt4b6g 260 21 , , , cord-132843-ilxt4b6g 260 22 Hawks Hawks NNPS cord-132843-ilxt4b6g 260 23 [ [ -LRB- cord-132843-ilxt4b6g 260 24 69 69 CD cord-132843-ilxt4b6g 260 25 ] ] -RRB- cord-132843-ilxt4b6g 260 26 , , , cord-132843-ilxt4b6g 260 27 Weibull Weibull NNP cord-132843-ilxt4b6g 260 28 process process NN cord-132843-ilxt4b6g 260 29 [ [ -LRB- cord-132843-ilxt4b6g 260 30 56 56 CD cord-132843-ilxt4b6g 260 31 ] ] -RRB- cord-132843-ilxt4b6g 260 32 , , , cord-132843-ilxt4b6g 260 33 and and CC cord-132843-ilxt4b6g 260 34 other other JJ cord-132843-ilxt4b6g 260 35 distributions distribution NNS cord-132843-ilxt4b6g 260 36 [ [ -LRB- cord-132843-ilxt4b6g 260 37 219 219 CD cord-132843-ilxt4b6g 260 38 ] ] -RRB- cord-132843-ilxt4b6g 260 39 . . . cord-132843-ilxt4b6g 261 1 For for IN cord-132843-ilxt4b6g 261 2 example example NN cord-132843-ilxt4b6g 261 3 , , , cord-132843-ilxt4b6g 261 4 Damaschke Damaschke NNP cord-132843-ilxt4b6g 261 5 et et NNP cord-132843-ilxt4b6g 261 6 al al NNP cord-132843-ilxt4b6g 261 7 . . . cord-132843-ilxt4b6g 262 1 [ [ -LRB- cord-132843-ilxt4b6g 262 2 56 56 CD cord-132843-ilxt4b6g 262 3 ] ] -RRB- cord-132843-ilxt4b6g 262 4 utilized utilize VBN cord-132843-ilxt4b6g 262 5 a a DT cord-132843-ilxt4b6g 262 6 Weibull Weibull NNP cord-132843-ilxt4b6g 262 7 distribution distribution NN cord-132843-ilxt4b6g 262 8 to to TO cord-132843-ilxt4b6g 262 9 model model VB cord-132843-ilxt4b6g 262 10 volcano volcano NN cord-132843-ilxt4b6g 262 11 eruption eruption NN cord-132843-ilxt4b6g 262 12 events event NNS cord-132843-ilxt4b6g 262 13 , , , cord-132843-ilxt4b6g 262 14 while while IN cord-132843-ilxt4b6g 262 15 Ertekin Ertekin NNP cord-132843-ilxt4b6g 262 16 et et NNP cord-132843-ilxt4b6g 262 17 al al NNP cord-132843-ilxt4b6g 262 18 . . . cord-132843-ilxt4b6g 263 1 [ [ -LRB- cord-132843-ilxt4b6g 263 2 72 72 CD cord-132843-ilxt4b6g 263 3 ] ] -RRB- cord-132843-ilxt4b6g 263 4 instead instead RB cord-132843-ilxt4b6g 263 5 proposed propose VBD cord-132843-ilxt4b6g 263 6 the the DT cord-132843-ilxt4b6g 263 7 use use NN cord-132843-ilxt4b6g 263 8 of of IN cord-132843-ilxt4b6g 263 9 a a DT cord-132843-ilxt4b6g 263 10 non non JJ cord-132843-ilxt4b6g 263 11 - - JJ cord-132843-ilxt4b6g 263 12 homogeneous homogeneous JJ cord-132843-ilxt4b6g 263 13 Poisson Poisson NNP cord-132843-ilxt4b6g 263 14 process process NN cord-132843-ilxt4b6g 263 15 to to TO cord-132843-ilxt4b6g 263 16 fit fit VB cord-132843-ilxt4b6g 263 17 the the DT cord-132843-ilxt4b6g 263 18 conditional conditional JJ cord-132843-ilxt4b6g 263 19 intensity intensity NN cord-132843-ilxt4b6g 263 20 function function NN cord-132843-ilxt4b6g 263 21 for for IN cord-132843-ilxt4b6g 263 22 power power NN cord-132843-ilxt4b6g 263 23 system system NN cord-132843-ilxt4b6g 263 24 failure failure NN cord-132843-ilxt4b6g 263 25 events event NNS cord-132843-ilxt4b6g 263 26 . . . cord-132843-ilxt4b6g 264 1 However however RB cord-132843-ilxt4b6g 264 2 , , , cord-132843-ilxt4b6g 264 3 in in IN cord-132843-ilxt4b6g 264 4 many many JJ cord-132843-ilxt4b6g 264 5 other other JJ cord-132843-ilxt4b6g 264 6 situations situation NNS cord-132843-ilxt4b6g 264 7 where where WRB cord-132843-ilxt4b6g 264 8 there there EX cord-132843-ilxt4b6g 264 9 is be VBZ cord-132843-ilxt4b6g 264 10 no no DT cord-132843-ilxt4b6g 264 11 information information NN cord-132843-ilxt4b6g 264 12 regarding regard VBG cord-132843-ilxt4b6g 264 13 appropriate appropriate JJ cord-132843-ilxt4b6g 264 14 prescribed prescribed JJ cord-132843-ilxt4b6g 264 15 distributions distribution NNS cord-132843-ilxt4b6g 264 16 , , , cord-132843-ilxt4b6g 264 17 researchers researcher NNS cord-132843-ilxt4b6g 264 18 must must MD cord-132843-ilxt4b6g 264 19 start start VB cord-132843-ilxt4b6g 264 20 by by IN cord-132843-ilxt4b6g 264 21 leveraging leverage VBG cord-132843-ilxt4b6g 264 22 nonparametric nonparametric JJ cord-132843-ilxt4b6g 264 23 approaches approach NNS cord-132843-ilxt4b6g 264 24 to to TO cord-132843-ilxt4b6g 264 25 learn learn VB cord-132843-ilxt4b6g 264 26 sophisticated sophisticated JJ cord-132843-ilxt4b6g 264 27 distributions distribution NNS cord-132843-ilxt4b6g 264 28 from from IN cord-132843-ilxt4b6g 264 29 the the DT cord-132843-ilxt4b6g 264 30 data datum NNS cord-132843-ilxt4b6g 264 31 using use VBG cord-132843-ilxt4b6g 264 32 expressive expressive JJ cord-132843-ilxt4b6g 264 33 models model NNS cord-132843-ilxt4b6g 264 34 such such JJ cord-132843-ilxt4b6g 264 35 as as IN cord-132843-ilxt4b6g 264 36 neural neural JJ cord-132843-ilxt4b6g 264 37 networks network NNS cord-132843-ilxt4b6g 264 38 . . . cord-132843-ilxt4b6g 265 1 For for IN cord-132843-ilxt4b6g 265 2 example example NN cord-132843-ilxt4b6g 265 3 , , , cord-132843-ilxt4b6g 265 4 Simma Simma NNP cord-132843-ilxt4b6g 265 5 and and CC cord-132843-ilxt4b6g 265 6 Jordan Jordan NNP cord-132843-ilxt4b6g 265 7 [ [ -LRB- cord-132843-ilxt4b6g 265 8 191 191 CD cord-132843-ilxt4b6g 265 9 ] ] -RRB- cord-132843-ilxt4b6g 265 10 utilized utilize VBN cord-132843-ilxt4b6g 265 11 of of IN cord-132843-ilxt4b6g 265 12 RNN RNN NNP cord-132843-ilxt4b6g 265 13 to to TO cord-132843-ilxt4b6g 265 14 learn learn VB cord-132843-ilxt4b6g 265 15 a a DT cord-132843-ilxt4b6g 265 16 highly highly RB cord-132843-ilxt4b6g 265 17 nonlinear nonlinear JJ cord-132843-ilxt4b6g 265 18 function function NN cord-132843-ilxt4b6g 265 19 of of IN cord-132843-ilxt4b6g 265 20 λ(t λ(t NNP cord-132843-ilxt4b6g 265 21 |X |x CD cord-132843-ilxt4b6g 265 22 ) ) -RRB- cord-132843-ilxt4b6g 265 23 . . . cord-132843-ilxt4b6g 266 1 3 3 LS cord-132843-ilxt4b6g 266 2 . . . cord-132843-ilxt4b6g 267 1 Survival Survival NNP cord-132843-ilxt4b6g 267 2 Analysis Analysis NNP cord-132843-ilxt4b6g 267 3 . . . cord-132843-ilxt4b6g 268 1 Survival survival NN cord-132843-ilxt4b6g 268 2 analysis analysis NN cord-132843-ilxt4b6g 268 3 [ [ -LRB- cord-132843-ilxt4b6g 268 4 62 62 CD cord-132843-ilxt4b6g 268 5 , , , cord-132843-ilxt4b6g 268 6 204 204 CD cord-132843-ilxt4b6g 268 7 ] ] -RRB- cord-132843-ilxt4b6g 268 8 is be VBZ cord-132843-ilxt4b6g 268 9 related relate VBN cord-132843-ilxt4b6g 268 10 to to IN cord-132843-ilxt4b6g 268 11 point point NN cord-132843-ilxt4b6g 268 12 processes process NNS cord-132843-ilxt4b6g 268 13 in in IN cord-132843-ilxt4b6g 268 14 that that IN cord-132843-ilxt4b6g 268 15 it -PRON- PRP cord-132843-ilxt4b6g 268 16 also also RB cord-132843-ilxt4b6g 268 17 defines define VBZ cord-132843-ilxt4b6g 268 18 an an DT cord-132843-ilxt4b6g 268 19 event event NN cord-132843-ilxt4b6g 268 20 intensity intensity NN cord-132843-ilxt4b6g 268 21 or or CC cord-132843-ilxt4b6g 268 22 hazard hazard NN cord-132843-ilxt4b6g 268 23 function function NN cord-132843-ilxt4b6g 268 24 , , , cord-132843-ilxt4b6g 268 25 but but CC cord-132843-ilxt4b6g 268 26 in in IN cord-132843-ilxt4b6g 268 27 this this DT cord-132843-ilxt4b6g 268 28 case case NN cord-132843-ilxt4b6g 268 29 based base VBN cord-132843-ilxt4b6g 268 30 on on IN cord-132843-ilxt4b6g 268 31 survival survival NN cord-132843-ilxt4b6g 268 32 probability probability NN cord-132843-ilxt4b6g 268 33 considerations consideration NNS cord-132843-ilxt4b6g 268 34 , , , cord-132843-ilxt4b6g 268 35 as as IN cord-132843-ilxt4b6g 268 36 follows follow VBZ cord-132843-ilxt4b6g 268 37 : : : cord-132843-ilxt4b6g 268 38 where where WRB cord-132843-ilxt4b6g 268 39 H H NNP cord-132843-ilxt4b6g 268 40 ( ( -LRB- cord-132843-ilxt4b6g 268 41 t t NNP cord-132843-ilxt4b6g 268 42 |X |x CD cord-132843-ilxt4b6g 268 43 ) ) -RRB- cord-132843-ilxt4b6g 268 44 is be VBZ cord-132843-ilxt4b6g 268 45 the the DT cord-132843-ilxt4b6g 268 46 so so RB cord-132843-ilxt4b6g 268 47 - - HYPH cord-132843-ilxt4b6g 268 48 called call VBN cord-132843-ilxt4b6g 268 49 Hazard Hazard NNP cord-132843-ilxt4b6g 268 50 function function NN cord-132843-ilxt4b6g 268 51 denoting denote VBG cord-132843-ilxt4b6g 268 52 the the DT cord-132843-ilxt4b6g 268 53 hazard hazard NN cord-132843-ilxt4b6g 268 54 of of IN cord-132843-ilxt4b6g 268 55 event event NN cord-132843-ilxt4b6g 268 56 occurrence occurrence NN cord-132843-ilxt4b6g 268 57 between between IN cord-132843-ilxt4b6g 268 58 time time NN cord-132843-ilxt4b6g 268 59 ( ( -LRB- cord-132843-ilxt4b6g 268 60 t t NN cord-132843-ilxt4b6g 268 61 −dt −dt CD cord-132843-ilxt4b6g 268 62 ) ) -RRB- cord-132843-ilxt4b6g 268 63 for for IN cord-132843-ilxt4b6g 268 64 a a DT cord-132843-ilxt4b6g 268 65 t t NN cord-132843-ilxt4b6g 268 66 for for IN cord-132843-ilxt4b6g 268 67 a a DT cord-132843-ilxt4b6g 268 68 given give VBN cord-132843-ilxt4b6g 268 69 observation observation NN cord-132843-ilxt4b6g 268 70 X x NN cord-132843-ilxt4b6g 268 71 . . . cord-132843-ilxt4b6g 269 1 Either either CC cord-132843-ilxt4b6g 269 2 H h NN cord-132843-ilxt4b6g 269 3 ( ( -LRB- cord-132843-ilxt4b6g 269 4 t t NNP cord-132843-ilxt4b6g 269 5 |X |x CD cord-132843-ilxt4b6g 269 6 ) ) -RRB- cord-132843-ilxt4b6g 269 7 or or CC cord-132843-ilxt4b6g 269 8 ξ ξ NNP cord-132843-ilxt4b6g 269 9 ( ( -LRB- cord-132843-ilxt4b6g 269 10 t t NNP cord-132843-ilxt4b6g 269 11 |X |x CD cord-132843-ilxt4b6g 269 12 ) ) -RRB- cord-132843-ilxt4b6g 269 13 could could MD cord-132843-ilxt4b6g 269 14 be be VB cord-132843-ilxt4b6g 269 15 utilized utilize VBN cord-132843-ilxt4b6g 269 16 for for IN cord-132843-ilxt4b6g 269 17 predicting predict VBG cord-132843-ilxt4b6g 269 18 the the DT cord-132843-ilxt4b6g 269 19 time time NN cord-132843-ilxt4b6g 269 20 of of IN cord-132843-ilxt4b6g 269 21 future future JJ cord-132843-ilxt4b6g 269 22 events event NNS cord-132843-ilxt4b6g 269 23 . . . cord-132843-ilxt4b6g 270 1 For for IN cord-132843-ilxt4b6g 270 2 example example NN cord-132843-ilxt4b6g 270 3 , , , cord-132843-ilxt4b6g 270 4 the the DT cord-132843-ilxt4b6g 270 5 event event NN cord-132843-ilxt4b6g 270 6 occurrence occurrence NN cord-132843-ilxt4b6g 270 7 time time NN cord-132843-ilxt4b6g 270 8 can can MD cord-132843-ilxt4b6g 270 9 be be VB cord-132843-ilxt4b6g 270 10 estimated estimate VBN cord-132843-ilxt4b6g 270 11 when when WRB cord-132843-ilxt4b6g 270 12 ξ ξ NNS cord-132843-ilxt4b6g 270 13 ( ( -LRB- cord-132843-ilxt4b6g 270 14 t t NNP cord-132843-ilxt4b6g 270 15 |X |x CD cord-132843-ilxt4b6g 270 16 ) ) -RRB- cord-132843-ilxt4b6g 270 17 is be VBZ cord-132843-ilxt4b6g 270 18 lower low JJR cord-132843-ilxt4b6g 270 19 than than IN cord-132843-ilxt4b6g 270 20 a a DT cord-132843-ilxt4b6g 270 21 specific specific JJ cord-132843-ilxt4b6g 270 22 value value NN cord-132843-ilxt4b6g 270 23 . . . cord-132843-ilxt4b6g 271 1 Also also RB cord-132843-ilxt4b6g 271 2 , , , cord-132843-ilxt4b6g 271 3 one one PRP cord-132843-ilxt4b6g 271 4 can can MD cord-132843-ilxt4b6g 271 5 obtain obtain VB cord-132843-ilxt4b6g 271 6 ξ ξ NNS cord-132843-ilxt4b6g 271 7 ( ( -LRB- cord-132843-ilxt4b6g 271 8 t t NNP cord-132843-ilxt4b6g 271 9 |X |x CD cord-132843-ilxt4b6g 271 10 ) ) -RRB- cord-132843-ilxt4b6g 271 11 = = NFP cord-132843-ilxt4b6g 272 1 exp exp NNP cord-132843-ilxt4b6g 272 2 − − NNP cord-132843-ilxt4b6g 273 1 ∫ ∫ NNP cord-132843-ilxt4b6g 274 1 t t NN cord-132843-ilxt4b6g 274 2 0 0 CD cord-132843-ilxt4b6g 274 3 H(u|X)du H(u|X)du NNP cord-132843-ilxt4b6g 274 4 according accord VBG cord-132843-ilxt4b6g 274 5 to to IN cord-132843-ilxt4b6g 274 6 Equation equation NN cord-132843-ilxt4b6g 274 7 ( ( -LRB- cord-132843-ilxt4b6g 274 8 4 4 CD cord-132843-ilxt4b6g 274 9 ) ) -RRB- cord-132843-ilxt4b6g 275 1 [ [ -LRB- cord-132843-ilxt4b6g 275 2 132 132 CD cord-132843-ilxt4b6g 275 3 ] ] -RRB- cord-132843-ilxt4b6g 275 4 . . . cord-132843-ilxt4b6g 276 1 Here here RB cord-132843-ilxt4b6g 276 2 H h NN cord-132843-ilxt4b6g 276 3 ( ( -LRB- cord-132843-ilxt4b6g 276 4 t t NNP cord-132843-ilxt4b6g 276 5 |X |x CD cord-132843-ilxt4b6g 276 6 ) ) -RRB- cord-132843-ilxt4b6g 276 7 can can MD cord-132843-ilxt4b6g 276 8 adopt adopt VB cord-132843-ilxt4b6g 276 9 any any DT cord-132843-ilxt4b6g 276 10 one one CD cord-132843-ilxt4b6g 276 11 of of IN cord-132843-ilxt4b6g 276 12 several several JJ cord-132843-ilxt4b6g 276 13 prescribed prescribed JJ cord-132843-ilxt4b6g 276 14 models model NNS cord-132843-ilxt4b6g 276 15 , , , cord-132843-ilxt4b6g 276 16 such such JJ cord-132843-ilxt4b6g 276 17 as as IN cord-132843-ilxt4b6g 276 18 the the DT cord-132843-ilxt4b6g 276 19 wellknown wellknown JJ cord-132843-ilxt4b6g 276 20 Cox Cox NNP cord-132843-ilxt4b6g 276 21 hazard hazard NN cord-132843-ilxt4b6g 276 22 model model NN cord-132843-ilxt4b6g 276 23 [ [ -LRB- cord-132843-ilxt4b6g 276 24 61 61 CD cord-132843-ilxt4b6g 276 25 , , , cord-132843-ilxt4b6g 276 26 132 132 CD cord-132843-ilxt4b6g 276 27 ] ] -RRB- cord-132843-ilxt4b6g 276 28 . . . cord-132843-ilxt4b6g 277 1 To to TO cord-132843-ilxt4b6g 277 2 learn learn VB cord-132843-ilxt4b6g 277 3 the the DT cord-132843-ilxt4b6g 277 4 model model NN cord-132843-ilxt4b6g 277 5 directly directly RB cord-132843-ilxt4b6g 277 6 from from IN cord-132843-ilxt4b6g 277 7 the the DT cord-132843-ilxt4b6g 277 8 data datum NNS cord-132843-ilxt4b6g 277 9 , , , cord-132843-ilxt4b6g 277 10 some some DT cord-132843-ilxt4b6g 277 11 researchers researcher NNS cord-132843-ilxt4b6g 277 12 have have VBP cord-132843-ilxt4b6g 277 13 recommended recommend VBN cord-132843-ilxt4b6g 277 14 enhancing enhance VBG cord-132843-ilxt4b6g 277 15 it -PRON- PRP cord-132843-ilxt4b6g 277 16 using use VBG cord-132843-ilxt4b6g 277 17 deep deep JJ cord-132843-ilxt4b6g 277 18 neural neural JJ cord-132843-ilxt4b6g 277 19 networks network NNS cord-132843-ilxt4b6g 277 20 [ [ -LRB- cord-132843-ilxt4b6g 277 21 119 119 CD cord-132843-ilxt4b6g 277 22 ] ] -RRB- cord-132843-ilxt4b6g 277 23 . . . cord-132843-ilxt4b6g 278 1 Vahedian Vahedian NNP cord-132843-ilxt4b6g 278 2 et et NNP cord-132843-ilxt4b6g 278 3 al al NNP cord-132843-ilxt4b6g 278 4 . . . cord-132843-ilxt4b6g 279 1 [ [ -LRB- cord-132843-ilxt4b6g 279 2 204 204 CD cord-132843-ilxt4b6g 279 3 ] ] -RRB- cord-132843-ilxt4b6g 279 4 suggest suggest VBP cord-132843-ilxt4b6g 279 5 learning learn VBG cord-132843-ilxt4b6g 279 6 the the DT cord-132843-ilxt4b6g 279 7 survival survival NN cord-132843-ilxt4b6g 279 8 probability probability NN cord-132843-ilxt4b6g 279 9 ξ ξ NNP cord-132843-ilxt4b6g 279 10 ( ( -LRB- cord-132843-ilxt4b6g 279 11 t t NNP cord-132843-ilxt4b6g 279 12 |X |x CD cord-132843-ilxt4b6g 279 13 ) ) -RRB- cord-132843-ilxt4b6g 279 14 and and CC cord-132843-ilxt4b6g 279 15 then then RB cord-132843-ilxt4b6g 279 16 applying apply VBG cord-132843-ilxt4b6g 279 17 the the DT cord-132843-ilxt4b6g 279 18 function function NN cord-132843-ilxt4b6g 279 19 H h NN cord-132843-ilxt4b6g 279 20 ( ( -LRB- cord-132843-ilxt4b6g 279 21 · · NFP cord-132843-ilxt4b6g 279 22 |X |x CD cord-132843-ilxt4b6g 279 23 ) ) -RRB- cord-132843-ilxt4b6g 279 24 to to TO cord-132843-ilxt4b6g 279 25 indicate indicate VB cord-132843-ilxt4b6g 279 26 an an DT cord-132843-ilxt4b6g 279 27 event event NN cord-132843-ilxt4b6g 279 28 at at IN cord-132843-ilxt4b6g 279 29 time time NN cord-132843-ilxt4b6g 279 30 t t NN cord-132843-ilxt4b6g 279 31 if if IN cord-132843-ilxt4b6g 279 32 H H NNP cord-132843-ilxt4b6g 279 33 ( ( -LRB- cord-132843-ilxt4b6g 279 34 t t NNP cord-132843-ilxt4b6g 279 35 |X |x CD cord-132843-ilxt4b6g 279 36 ) ) -RRB- cord-132843-ilxt4b6g 279 37 is be VBZ cord-132843-ilxt4b6g 279 38 larger large JJR cord-132843-ilxt4b6g 279 39 than than IN cord-132843-ilxt4b6g 279 40 a a DT cord-132843-ilxt4b6g 279 41 predefined predefined JJ cord-132843-ilxt4b6g 279 42 threshold threshold NN cord-132843-ilxt4b6g 279 43 value value NN cord-132843-ilxt4b6g 279 44 . . . cord-132843-ilxt4b6g 280 1 A a DT cord-132843-ilxt4b6g 280 2 classifier classifier NN cord-132843-ilxt4b6g 280 3 can can MD cord-132843-ilxt4b6g 280 4 also also RB cord-132843-ilxt4b6g 280 5 be be VB cord-132843-ilxt4b6g 280 6 utilized utilize VBN cord-132843-ilxt4b6g 280 7 . . . cord-132843-ilxt4b6g 281 1 Instead instead RB cord-132843-ilxt4b6g 281 2 of of IN cord-132843-ilxt4b6g 281 3 using use VBG cord-132843-ilxt4b6g 281 4 the the DT cord-132843-ilxt4b6g 281 5 raw raw JJ cord-132843-ilxt4b6g 281 6 sequence sequence NN cord-132843-ilxt4b6g 281 7 data datum NNS cord-132843-ilxt4b6g 281 8 , , , cord-132843-ilxt4b6g 281 9 the the DT cord-132843-ilxt4b6g 281 10 conditional conditional JJ cord-132843-ilxt4b6g 281 11 intensity intensity NN cord-132843-ilxt4b6g 281 12 function function NN cord-132843-ilxt4b6g 281 13 can can MD cord-132843-ilxt4b6g 281 14 also also RB cord-132843-ilxt4b6g 281 15 be be VB cord-132843-ilxt4b6g 281 16 projected project VBN cord-132843-ilxt4b6g 281 17 onto onto IN cord-132843-ilxt4b6g 281 18 additional additional JJ cord-132843-ilxt4b6g 281 19 continuous continuous JJ cord-132843-ilxt4b6g 281 20 - - HYPH cord-132843-ilxt4b6g 281 21 time time NN cord-132843-ilxt4b6g 281 22 latent latent JJ cord-132843-ilxt4b6g 281 23 state state NN cord-132843-ilxt4b6g 281 24 layers layer NNS cord-132843-ilxt4b6g 281 25 that that WDT cord-132843-ilxt4b6g 281 26 eventually eventually RB cord-132843-ilxt4b6g 281 27 map map VBP cord-132843-ilxt4b6g 281 28 to to IN cord-132843-ilxt4b6g 281 29 the the DT cord-132843-ilxt4b6g 281 30 observations observation NNS cord-132843-ilxt4b6g 281 31 [ [ -LRB- cord-132843-ilxt4b6g 281 32 62 62 CD cord-132843-ilxt4b6g 281 33 , , , cord-132843-ilxt4b6g 281 34 205 205 CD cord-132843-ilxt4b6g 281 35 ] ] -RRB- cord-132843-ilxt4b6g 281 36 . . . cord-132843-ilxt4b6g 282 1 These these DT cord-132843-ilxt4b6g 282 2 latent latent JJ cord-132843-ilxt4b6g 282 3 states state NNS cord-132843-ilxt4b6g 282 4 can can MD cord-132843-ilxt4b6g 282 5 then then RB cord-132843-ilxt4b6g 282 6 be be VB cord-132843-ilxt4b6g 282 7 extracted extract VBN cord-132843-ilxt4b6g 282 8 using use VBG cord-132843-ilxt4b6g 282 9 techniques technique NNS cord-132843-ilxt4b6g 282 10 such such JJ cord-132843-ilxt4b6g 282 11 as as IN cord-132843-ilxt4b6g 282 12 hidden hidden JJ cord-132843-ilxt4b6g 282 13 semi semi JJ cord-132843-ilxt4b6g 282 14 - - JJ cord-132843-ilxt4b6g 282 15 Markov Markov NNP cord-132843-ilxt4b6g 282 16 models model NNS cord-132843-ilxt4b6g 282 17 [ [ -LRB- cord-132843-ilxt4b6g 282 18 26 26 CD cord-132843-ilxt4b6g 282 19 ] ] -RRB- cord-132843-ilxt4b6g 282 20 , , , cord-132843-ilxt4b6g 282 21 which which WDT cord-132843-ilxt4b6g 282 22 ensure ensure VBP cord-132843-ilxt4b6g 282 23 the the DT cord-132843-ilxt4b6g 282 24 elicitation elicitation NN cord-132843-ilxt4b6g 282 25 of of IN cord-132843-ilxt4b6g 282 26 the the DT cord-132843-ilxt4b6g 282 27 continuous continuous JJ cord-132843-ilxt4b6g 282 28 time time NN cord-132843-ilxt4b6g 282 29 patterns pattern NNS cord-132843-ilxt4b6g 282 30 . . . cord-132843-ilxt4b6g 283 1 Event event NN cord-132843-ilxt4b6g 283 2 location location NN cord-132843-ilxt4b6g 283 3 prediction prediction NN cord-132843-ilxt4b6g 283 4 focuses focus VBZ cord-132843-ilxt4b6g 283 5 on on IN cord-132843-ilxt4b6g 283 6 predicting predict VBG cord-132843-ilxt4b6g 283 7 the the DT cord-132843-ilxt4b6g 283 8 location location NN cord-132843-ilxt4b6g 283 9 of of IN cord-132843-ilxt4b6g 283 10 future future JJ cord-132843-ilxt4b6g 283 11 events event NNS cord-132843-ilxt4b6g 283 12 . . . cord-132843-ilxt4b6g 284 1 Location location NN cord-132843-ilxt4b6g 284 2 information information NN cord-132843-ilxt4b6g 284 3 can can MD cord-132843-ilxt4b6g 284 4 be be VB cord-132843-ilxt4b6g 284 5 formulated formulate VBN cord-132843-ilxt4b6g 284 6 as as IN cord-132843-ilxt4b6g 284 7 one one CD cord-132843-ilxt4b6g 284 8 of of IN cord-132843-ilxt4b6g 284 9 two two CD cord-132843-ilxt4b6g 284 10 types type NNS cord-132843-ilxt4b6g 284 11 : : : cord-132843-ilxt4b6g 284 12 1 1 CD cord-132843-ilxt4b6g 284 13 . . . cord-132843-ilxt4b6g 285 1 Raster raster NN cord-132843-ilxt4b6g 285 2 - - HYPH cord-132843-ilxt4b6g 285 3 based base VBN cord-132843-ilxt4b6g 285 4 . . . cord-132843-ilxt4b6g 286 1 Here here RB cord-132843-ilxt4b6g 286 2 , , , cord-132843-ilxt4b6g 286 3 a a DT cord-132843-ilxt4b6g 286 4 continuous continuous JJ cord-132843-ilxt4b6g 286 5 space space NN cord-132843-ilxt4b6g 286 6 is be VBZ cord-132843-ilxt4b6g 286 7 partitioned partition VBN cord-132843-ilxt4b6g 286 8 into into IN cord-132843-ilxt4b6g 286 9 a a DT cord-132843-ilxt4b6g 286 10 grid grid NN cord-132843-ilxt4b6g 286 11 of of IN cord-132843-ilxt4b6g 286 12 cells cell NNS cord-132843-ilxt4b6g 286 13 , , , cord-132843-ilxt4b6g 286 14 each each DT cord-132843-ilxt4b6g 286 15 of of IN cord-132843-ilxt4b6g 286 16 which which WDT cord-132843-ilxt4b6g 286 17 represents represent VBZ cord-132843-ilxt4b6g 286 18 a a DT cord-132843-ilxt4b6g 286 19 spatial spatial JJ cord-132843-ilxt4b6g 286 20 region region NN cord-132843-ilxt4b6g 286 21 , , , cord-132843-ilxt4b6g 286 22 as as IN cord-132843-ilxt4b6g 286 23 shown show VBN cord-132843-ilxt4b6g 286 24 in in IN cord-132843-ilxt4b6g 286 25 Figure Figure NNP cord-132843-ilxt4b6g 286 26 4 4 CD cord-132843-ilxt4b6g 286 27 ( ( -LRB- cord-132843-ilxt4b6g 286 28 a a NN cord-132843-ilxt4b6g 286 29 ) ) -RRB- cord-132843-ilxt4b6g 286 30 . . . cord-132843-ilxt4b6g 287 1 This this DT cord-132843-ilxt4b6g 287 2 type type NN cord-132843-ilxt4b6g 287 3 of of IN cord-132843-ilxt4b6g 287 4 representation representation NN cord-132843-ilxt4b6g 287 5 is be VBZ cord-132843-ilxt4b6g 287 6 suitable suitable JJ cord-132843-ilxt4b6g 287 7 for for IN cord-132843-ilxt4b6g 287 8 situations situation NNS cord-132843-ilxt4b6g 287 9 where where WRB cord-132843-ilxt4b6g 287 10 the the DT cord-132843-ilxt4b6g 287 11 spatial spatial JJ cord-132843-ilxt4b6g 287 12 size size NN cord-132843-ilxt4b6g 287 13 of of IN cord-132843-ilxt4b6g 287 14 the the DT cord-132843-ilxt4b6g 287 15 event event NN cord-132843-ilxt4b6g 287 16 is be VBZ cord-132843-ilxt4b6g 287 17 non non JJ cord-132843-ilxt4b6g 287 18 - - JJ cord-132843-ilxt4b6g 287 19 negligible negligible JJ cord-132843-ilxt4b6g 287 20 . . . cord-132843-ilxt4b6g 288 1 2 2 LS cord-132843-ilxt4b6g 288 2 . . . cord-132843-ilxt4b6g 289 1 Point point NN cord-132843-ilxt4b6g 289 2 - - HYPH cord-132843-ilxt4b6g 289 3 based base VBN cord-132843-ilxt4b6g 289 4 . . . cord-132843-ilxt4b6g 290 1 In in IN cord-132843-ilxt4b6g 290 2 this this DT cord-132843-ilxt4b6g 290 3 case case NN cord-132843-ilxt4b6g 290 4 , , , cord-132843-ilxt4b6g 290 5 each each DT cord-132843-ilxt4b6g 290 6 location location NN cord-132843-ilxt4b6g 290 7 is be VBZ cord-132843-ilxt4b6g 290 8 represented represent VBN cord-132843-ilxt4b6g 290 9 by by IN cord-132843-ilxt4b6g 290 10 an an DT cord-132843-ilxt4b6g 290 11 abstract abstract JJ cord-132843-ilxt4b6g 290 12 point point NN cord-132843-ilxt4b6g 290 13 with with IN cord-132843-ilxt4b6g 290 14 infinitely infinitely RB cord-132843-ilxt4b6g 290 15 - - HYPH cord-132843-ilxt4b6g 290 16 small small JJ cord-132843-ilxt4b6g 290 17 size size NN cord-132843-ilxt4b6g 290 18 , , , cord-132843-ilxt4b6g 290 19 as as IN cord-132843-ilxt4b6g 290 20 shown show VBN cord-132843-ilxt4b6g 290 21 in in IN cord-132843-ilxt4b6g 290 22 Figure Figure NNP cord-132843-ilxt4b6g 290 23 4 4 CD cord-132843-ilxt4b6g 290 24 ( ( -LRB- cord-132843-ilxt4b6g 290 25 b b NN cord-132843-ilxt4b6g 290 26 ) ) -RRB- cord-132843-ilxt4b6g 290 27 . . . cord-132843-ilxt4b6g 291 1 This this DT cord-132843-ilxt4b6g 291 2 type type NN cord-132843-ilxt4b6g 291 3 of of IN cord-132843-ilxt4b6g 291 4 representation representation NN cord-132843-ilxt4b6g 291 5 is be VBZ cord-132843-ilxt4b6g 291 6 most most RBS cord-132843-ilxt4b6g 291 7 suitable suitable JJ cord-132843-ilxt4b6g 291 8 for for IN cord-132843-ilxt4b6g 291 9 the the DT cord-132843-ilxt4b6g 291 10 situations situation NNS cord-132843-ilxt4b6g 291 11 where where WRB cord-132843-ilxt4b6g 291 12 the the DT cord-132843-ilxt4b6g 291 13 spatial spatial JJ cord-132843-ilxt4b6g 291 14 size size NN cord-132843-ilxt4b6g 291 15 of of IN cord-132843-ilxt4b6g 291 16 the the DT cord-132843-ilxt4b6g 291 17 event event NN cord-132843-ilxt4b6g 291 18 can can MD cord-132843-ilxt4b6g 291 19 be be VB cord-132843-ilxt4b6g 291 20 neglected neglect VBN cord-132843-ilxt4b6g 291 21 , , , cord-132843-ilxt4b6g 291 22 or or CC cord-132843-ilxt4b6g 291 23 the the DT cord-132843-ilxt4b6g 291 24 location location NN cord-132843-ilxt4b6g 291 25 regions region NNS cord-132843-ilxt4b6g 291 26 of of IN cord-132843-ilxt4b6g 291 27 the the DT cord-132843-ilxt4b6g 291 28 events event NNS cord-132843-ilxt4b6g 291 29 can can MD cord-132843-ilxt4b6g 291 30 only only RB cord-132843-ilxt4b6g 291 31 be be VB cord-132843-ilxt4b6g 291 32 in in IN cord-132843-ilxt4b6g 291 33 discrete discrete JJ cord-132843-ilxt4b6g 291 34 spaces space NNS cord-132843-ilxt4b6g 291 35 such such JJ cord-132843-ilxt4b6g 291 36 as as IN cord-132843-ilxt4b6g 291 37 network network NN cord-132843-ilxt4b6g 291 38 nodes node NNS cord-132843-ilxt4b6g 291 39 . . . cord-132843-ilxt4b6g 291 40 _SP cord-132843-ilxt4b6g 292 1 There there EX cord-132843-ilxt4b6g 292 2 are be VBP cord-132843-ilxt4b6g 292 3 three three CD cord-132843-ilxt4b6g 292 4 types type NNS cord-132843-ilxt4b6g 292 5 of of IN cord-132843-ilxt4b6g 292 6 techniques technique NNS cord-132843-ilxt4b6g 292 7 used use VBN cord-132843-ilxt4b6g 292 8 for for IN cord-132843-ilxt4b6g 292 9 raster raster NN cord-132843-ilxt4b6g 292 10 - - HYPH cord-132843-ilxt4b6g 292 11 based base VBN cord-132843-ilxt4b6g 292 12 event event NN cord-132843-ilxt4b6g 292 13 location location NN cord-132843-ilxt4b6g 292 14 prediction prediction NN cord-132843-ilxt4b6g 292 15 , , , cord-132843-ilxt4b6g 292 16 namely namely RB cord-132843-ilxt4b6g 292 17 spatial spatial JJ cord-132843-ilxt4b6g 292 18 clustering clustering NN cord-132843-ilxt4b6g 292 19 , , , cord-132843-ilxt4b6g 292 20 spatial spatial JJ cord-132843-ilxt4b6g 292 21 embedding embedding NN cord-132843-ilxt4b6g 292 22 , , , cord-132843-ilxt4b6g 292 23 and and CC cord-132843-ilxt4b6g 292 24 spatial spatial JJ cord-132843-ilxt4b6g 292 25 convolution convolution NN cord-132843-ilxt4b6g 292 26 . . . cord-132843-ilxt4b6g 293 1 1 1 LS cord-132843-ilxt4b6g 293 2 . . . cord-132843-ilxt4b6g 294 1 Spatial spatial JJ cord-132843-ilxt4b6g 294 2 clustering clustering NN cord-132843-ilxt4b6g 294 3 . . . cord-132843-ilxt4b6g 295 1 In in IN cord-132843-ilxt4b6g 295 2 raster raster NN cord-132843-ilxt4b6g 295 3 - - HYPH cord-132843-ilxt4b6g 295 4 based base VBN cord-132843-ilxt4b6g 295 5 representations representation NNS cord-132843-ilxt4b6g 295 6 , , , cord-132843-ilxt4b6g 295 7 each each DT cord-132843-ilxt4b6g 295 8 location location NN cord-132843-ilxt4b6g 295 9 unit unit NN cord-132843-ilxt4b6g 295 10 is be VBZ cord-132843-ilxt4b6g 295 11 usually usually RB cord-132843-ilxt4b6g 295 12 a a DT cord-132843-ilxt4b6g 295 13 regular regular JJ cord-132843-ilxt4b6g 295 14 grid grid NN cord-132843-ilxt4b6g 295 15 cell cell NN cord-132843-ilxt4b6g 295 16 with with IN cord-132843-ilxt4b6g 295 17 the the DT cord-132843-ilxt4b6g 295 18 same same JJ cord-132843-ilxt4b6g 295 19 size size NN cord-132843-ilxt4b6g 295 20 and and CC cord-132843-ilxt4b6g 295 21 shape shape NN cord-132843-ilxt4b6g 295 22 . . . cord-132843-ilxt4b6g 296 1 However however RB cord-132843-ilxt4b6g 296 2 , , , cord-132843-ilxt4b6g 296 3 regions region NNS cord-132843-ilxt4b6g 296 4 with with IN cord-132843-ilxt4b6g 296 5 similar similar JJ cord-132843-ilxt4b6g 296 6 spatial spatial JJ cord-132843-ilxt4b6g 296 7 characteristics characteristic NNS cord-132843-ilxt4b6g 296 8 typically typically RB cord-132843-ilxt4b6g 296 9 have have VBP cord-132843-ilxt4b6g 296 10 irregular irregular JJ cord-132843-ilxt4b6g 296 11 shapes shape NNS cord-132843-ilxt4b6g 296 12 and and CC cord-132843-ilxt4b6g 296 13 sizes size NNS cord-132843-ilxt4b6g 296 14 , , , cord-132843-ilxt4b6g 296 15 which which WDT cord-132843-ilxt4b6g 296 16 could could MD cord-132843-ilxt4b6g 296 17 be be VB cord-132843-ilxt4b6g 296 18 approximated approximate VBN cord-132843-ilxt4b6g 296 19 as as IN cord-132843-ilxt4b6g 296 20 composite composite JJ cord-132843-ilxt4b6g 296 21 representations representation NNS cord-132843-ilxt4b6g 296 22 of of IN cord-132843-ilxt4b6g 296 23 a a DT cord-132843-ilxt4b6g 296 24 number number NN cord-132843-ilxt4b6g 296 25 of of IN cord-132843-ilxt4b6g 296 26 grids grid NNS cord-132843-ilxt4b6g 296 27 [ [ -LRB- cord-132843-ilxt4b6g 296 28 105 105 CD cord-132843-ilxt4b6g 296 29 ] ] -RRB- cord-132843-ilxt4b6g 296 30 . . . cord-132843-ilxt4b6g 297 1 The the DT cord-132843-ilxt4b6g 297 2 purpose purpose NN cord-132843-ilxt4b6g 297 3 of of IN cord-132843-ilxt4b6g 297 4 spatial spatial JJ cord-132843-ilxt4b6g 297 5 clustering clustering NN cord-132843-ilxt4b6g 297 6 here here RB cord-132843-ilxt4b6g 297 7 is be VBZ cord-132843-ilxt4b6g 297 8 to to TO cord-132843-ilxt4b6g 297 9 group group VB cord-132843-ilxt4b6g 297 10 the the DT cord-132843-ilxt4b6g 297 11 contiguous contiguous JJ cord-132843-ilxt4b6g 297 12 regions region NNS cord-132843-ilxt4b6g 297 13 who who WP cord-132843-ilxt4b6g 297 14 collectively collectively RB cord-132843-ilxt4b6g 297 15 exhibit exhibit VBP cord-132843-ilxt4b6g 297 16 significant significant JJ cord-132843-ilxt4b6g 297 17 patterns pattern NNS cord-132843-ilxt4b6g 297 18 . . . cord-132843-ilxt4b6g 298 1 The the DT cord-132843-ilxt4b6g 298 2 methods method NNS cord-132843-ilxt4b6g 298 3 are be VBP cord-132843-ilxt4b6g 298 4 typically typically RB cord-132843-ilxt4b6g 298 5 agglomerative agglomerative JJ cord-132843-ilxt4b6g 298 6 style style NN cord-132843-ilxt4b6g 298 7 . . . cord-132843-ilxt4b6g 299 1 They -PRON- PRP cord-132843-ilxt4b6g 299 2 typically typically RB cord-132843-ilxt4b6g 299 3 start start VBP cord-132843-ilxt4b6g 299 4 from from IN cord-132843-ilxt4b6g 299 5 the the DT cord-132843-ilxt4b6g 299 6 original original JJ cord-132843-ilxt4b6g 299 7 finest fine JJS cord-132843-ilxt4b6g 299 8 - - HYPH cord-132843-ilxt4b6g 299 9 grained grained JJ cord-132843-ilxt4b6g 299 10 spatial spatial JJ cord-132843-ilxt4b6g 299 11 raster raster NN cord-132843-ilxt4b6g 299 12 units unit NNS cord-132843-ilxt4b6g 299 13 and and CC cord-132843-ilxt4b6g 299 14 proceed proceed VB cord-132843-ilxt4b6g 299 15 by by IN cord-132843-ilxt4b6g 299 16 merging merge VBG cord-132843-ilxt4b6g 299 17 the the DT cord-132843-ilxt4b6g 299 18 spatial spatial JJ cord-132843-ilxt4b6g 299 19 neighborhood neighborhood NN cord-132843-ilxt4b6g 299 20 of of IN cord-132843-ilxt4b6g 299 21 a a DT cord-132843-ilxt4b6g 299 22 specific specific JJ cord-132843-ilxt4b6g 299 23 unit unit NN cord-132843-ilxt4b6g 299 24 in in IN cord-132843-ilxt4b6g 299 25 each each DT cord-132843-ilxt4b6g 299 26 iteration iteration NN cord-132843-ilxt4b6g 299 27 . . . cord-132843-ilxt4b6g 300 1 But but CC cord-132843-ilxt4b6g 300 2 different different JJ cord-132843-ilxt4b6g 300 3 research research NN cord-132843-ilxt4b6g 300 4 works work NNS cord-132843-ilxt4b6g 300 5 define define VBP cord-132843-ilxt4b6g 300 6 different different JJ cord-132843-ilxt4b6g 300 7 criteria criterion NNS cord-132843-ilxt4b6g 300 8 for for IN cord-132843-ilxt4b6g 300 9 instantiating instantiate VBG cord-132843-ilxt4b6g 300 10 the the DT cord-132843-ilxt4b6g 300 11 merging merge VBG cord-132843-ilxt4b6g 300 12 operation operation NN cord-132843-ilxt4b6g 300 13 . . . cord-132843-ilxt4b6g 301 1 For for IN cord-132843-ilxt4b6g 301 2 example example NN cord-132843-ilxt4b6g 301 3 , , , cord-132843-ilxt4b6g 301 4 Wang Wang NNP cord-132843-ilxt4b6g 301 5 and and CC cord-132843-ilxt4b6g 301 6 Ding Ding NNP cord-132843-ilxt4b6g 301 7 [ [ -LRB- cord-132843-ilxt4b6g 301 8 211 211 CD cord-132843-ilxt4b6g 301 9 ] ] -RRB- cord-132843-ilxt4b6g 301 10 merge merge VB cord-132843-ilxt4b6g 301 11 neighborhoods neighborhood NNS cord-132843-ilxt4b6g 301 12 if if IN cord-132843-ilxt4b6g 301 13 the the DT cord-132843-ilxt4b6g 301 14 unified unified JJ cord-132843-ilxt4b6g 301 15 region region NN cord-132843-ilxt4b6g 301 16 after after IN cord-132843-ilxt4b6g 301 17 merging merge VBG cord-132843-ilxt4b6g 301 18 can can MD cord-132843-ilxt4b6g 301 19 maintain maintain VB cord-132843-ilxt4b6g 301 20 the the DT cord-132843-ilxt4b6g 301 21 spatially spatially RB cord-132843-ilxt4b6g 301 22 frequent frequent JJ cord-132843-ilxt4b6g 301 23 patterns pattern NNS cord-132843-ilxt4b6g 301 24 . . . cord-132843-ilxt4b6g 302 1 Xiong Xiong NNP cord-132843-ilxt4b6g 302 2 et et NNP cord-132843-ilxt4b6g 302 3 al al NNP cord-132843-ilxt4b6g 302 4 . . . cord-132843-ilxt4b6g 303 1 [ [ -LRB- cord-132843-ilxt4b6g 303 2 220 220 CD cord-132843-ilxt4b6g 303 3 ] ] -RRB- cord-132843-ilxt4b6g 303 4 chose choose VBD cord-132843-ilxt4b6g 303 5 an an DT cord-132843-ilxt4b6g 303 6 alternative alternative JJ cord-132843-ilxt4b6g 303 7 approach approach NN cord-132843-ilxt4b6g 303 8 by by IN cord-132843-ilxt4b6g 303 9 merging merge VBG cord-132843-ilxt4b6g 303 10 spatial spatial JJ cord-132843-ilxt4b6g 303 11 neighbor neighbor NN cord-132843-ilxt4b6g 303 12 locations location NNS cord-132843-ilxt4b6g 303 13 into into IN cord-132843-ilxt4b6g 303 14 the the DT cord-132843-ilxt4b6g 303 15 current current JJ cord-132843-ilxt4b6g 303 16 locations location NNS cord-132843-ilxt4b6g 303 17 sequentially sequentially RB cord-132843-ilxt4b6g 303 18 until until IN cord-132843-ilxt4b6g 303 19 the the DT cord-132843-ilxt4b6g 303 20 merged merge VBN cord-132843-ilxt4b6g 303 21 region region NN cord-132843-ilxt4b6g 303 22 possesses possess VBZ cord-132843-ilxt4b6g 303 23 event event NN cord-132843-ilxt4b6g 303 24 data datum NNS cord-132843-ilxt4b6g 303 25 that that WDT cord-132843-ilxt4b6g 303 26 is be VBZ cord-132843-ilxt4b6g 303 27 sufficiently sufficiently RB cord-132843-ilxt4b6g 303 28 statistically statistically RB cord-132843-ilxt4b6g 303 29 significant significant JJ cord-132843-ilxt4b6g 303 30 . . . cord-132843-ilxt4b6g 304 1 These these DT cord-132843-ilxt4b6g 304 2 methods method NNS cord-132843-ilxt4b6g 304 3 usually usually RB cord-132843-ilxt4b6g 304 4 run run VBP cord-132843-ilxt4b6g 304 5 in in IN cord-132843-ilxt4b6g 304 6 a a DT cord-132843-ilxt4b6g 304 7 greedy greedy JJ cord-132843-ilxt4b6g 304 8 style style NN cord-132843-ilxt4b6g 304 9 to to TO cord-132843-ilxt4b6g 304 10 ensure ensure VB cord-132843-ilxt4b6g 304 11 their -PRON- PRP$ cord-132843-ilxt4b6g 304 12 time time NN cord-132843-ilxt4b6g 304 13 complexity complexity NN cord-132843-ilxt4b6g 304 14 remains remain VBZ cord-132843-ilxt4b6g 304 15 smaller small JJR cord-132843-ilxt4b6g 304 16 than than IN cord-132843-ilxt4b6g 304 17 quadratic quadratic JJ cord-132843-ilxt4b6g 304 18 . . . cord-132843-ilxt4b6g 305 1 After after IN cord-132843-ilxt4b6g 305 2 the the DT cord-132843-ilxt4b6g 305 3 spatial spatial JJ cord-132843-ilxt4b6g 305 4 clustering clustering NN cord-132843-ilxt4b6g 305 5 is be VBZ cord-132843-ilxt4b6g 305 6 completed complete VBN cord-132843-ilxt4b6g 305 7 , , , cord-132843-ilxt4b6g 305 8 each each DT cord-132843-ilxt4b6g 305 9 spatial spatial JJ cord-132843-ilxt4b6g 305 10 cluster cluster NN cord-132843-ilxt4b6g 305 11 will will MD cord-132843-ilxt4b6g 305 12 be be VB cord-132843-ilxt4b6g 305 13 input input NN cord-132843-ilxt4b6g 305 14 into into IN cord-132843-ilxt4b6g 305 15 the the DT cord-132843-ilxt4b6g 305 16 classifier classifier NN cord-132843-ilxt4b6g 305 17 to to TO cord-132843-ilxt4b6g 305 18 determine determine VB cord-132843-ilxt4b6g 305 19 whether whether IN cord-132843-ilxt4b6g 305 20 or or CC cord-132843-ilxt4b6g 305 21 not not RB cord-132843-ilxt4b6g 305 22 there there EX cord-132843-ilxt4b6g 305 23 is be VBZ cord-132843-ilxt4b6g 305 24 an an DT cord-132843-ilxt4b6g 305 25 event event NN cord-132843-ilxt4b6g 305 26 corresponding correspond VBG cord-132843-ilxt4b6g 305 27 to to IN cord-132843-ilxt4b6g 305 28 it -PRON- PRP cord-132843-ilxt4b6g 305 29 . . . cord-132843-ilxt4b6g 306 1 2 2 LS cord-132843-ilxt4b6g 306 2 . . . cord-132843-ilxt4b6g 307 1 Spatial spatial JJ cord-132843-ilxt4b6g 307 2 interpolation interpolation NN cord-132843-ilxt4b6g 307 3 . . . cord-132843-ilxt4b6g 308 1 Unlike unlike IN cord-132843-ilxt4b6g 308 2 spatial spatial JJ cord-132843-ilxt4b6g 308 3 clustering clustering NN cord-132843-ilxt4b6g 308 4 - - HYPH cord-132843-ilxt4b6g 308 5 based base VBN cord-132843-ilxt4b6g 308 6 methods method NNS cord-132843-ilxt4b6g 308 7 , , , cord-132843-ilxt4b6g 308 8 spatial spatial JJ cord-132843-ilxt4b6g 308 9 interpolation interpolation NN cord-132843-ilxt4b6g 308 10 based base VBN cord-132843-ilxt4b6g 308 11 methods method NNS cord-132843-ilxt4b6g 308 12 maintain maintain VBP cord-132843-ilxt4b6g 308 13 the the DT cord-132843-ilxt4b6g 308 14 original original JJ cord-132843-ilxt4b6g 308 15 fine fine JJ cord-132843-ilxt4b6g 308 16 granularity granularity NN cord-132843-ilxt4b6g 308 17 of of IN cord-132843-ilxt4b6g 308 18 the the DT cord-132843-ilxt4b6g 308 19 event event NN cord-132843-ilxt4b6g 308 20 location location NN cord-132843-ilxt4b6g 308 21 information information NN cord-132843-ilxt4b6g 308 22 . . . cord-132843-ilxt4b6g 309 1 The the DT cord-132843-ilxt4b6g 309 2 estimation estimation NN cord-132843-ilxt4b6g 309 3 of of IN cord-132843-ilxt4b6g 309 4 event event NN cord-132843-ilxt4b6g 309 5 occurrence occurrence NN cord-132843-ilxt4b6g 309 6 probability probability NN cord-132843-ilxt4b6g 309 7 can can MD cord-132843-ilxt4b6g 309 8 be be VB cord-132843-ilxt4b6g 309 9 further further RB cord-132843-ilxt4b6g 309 10 interpolated interpolate VBN cord-132843-ilxt4b6g 309 11 for for IN cord-132843-ilxt4b6g 309 12 locations location NNS cord-132843-ilxt4b6g 309 13 with with IN cord-132843-ilxt4b6g 309 14 no no DT cord-132843-ilxt4b6g 309 15 historical historical JJ cord-132843-ilxt4b6g 309 16 events event NNS cord-132843-ilxt4b6g 309 17 and and CC cord-132843-ilxt4b6g 309 18 hence hence RB cord-132843-ilxt4b6g 309 19 achieve achieve VB cord-132843-ilxt4b6g 309 20 spatial spatial JJ cord-132843-ilxt4b6g 309 21 smoothness smoothness NN cord-132843-ilxt4b6g 309 22 . . . cord-132843-ilxt4b6g 310 1 This this DT cord-132843-ilxt4b6g 310 2 can can MD cord-132843-ilxt4b6g 310 3 be be VB cord-132843-ilxt4b6g 310 4 accomplished accomplish VBN cord-132843-ilxt4b6g 310 5 using use VBG cord-132843-ilxt4b6g 310 6 commonly commonly RB cord-132843-ilxt4b6g 310 7 - - HYPH cord-132843-ilxt4b6g 310 8 used use VBN cord-132843-ilxt4b6g 310 9 methods method NNS cord-132843-ilxt4b6g 310 10 such such JJ cord-132843-ilxt4b6g 310 11 as as IN cord-132843-ilxt4b6g 310 12 kernel kernel NN cord-132843-ilxt4b6g 310 13 density density NN cord-132843-ilxt4b6g 310 14 estimation estimation NN cord-132843-ilxt4b6g 310 15 [ [ -LRB- cord-132843-ilxt4b6g 310 16 5 5 CD cord-132843-ilxt4b6g 310 17 , , , cord-132843-ilxt4b6g 310 18 93 93 CD cord-132843-ilxt4b6g 310 19 ] ] -RRB- cord-132843-ilxt4b6g 310 20 and and CC cord-132843-ilxt4b6g 310 21 spatial spatial JJ cord-132843-ilxt4b6g 310 22 Kriging Kriging NNP cord-132843-ilxt4b6g 310 23 [ [ -LRB- cord-132843-ilxt4b6g 310 24 105 105 CD cord-132843-ilxt4b6g 310 25 , , , cord-132843-ilxt4b6g 310 26 114 114 CD cord-132843-ilxt4b6g 310 27 ] ] -RRB- cord-132843-ilxt4b6g 310 28 . . . cord-132843-ilxt4b6g 311 1 Kernel kernel NN cord-132843-ilxt4b6g 311 2 density density NN cord-132843-ilxt4b6g 311 3 estimation estimation NN cord-132843-ilxt4b6g 311 4 is be VBZ cord-132843-ilxt4b6g 311 5 a a DT cord-132843-ilxt4b6g 311 6 popular popular JJ cord-132843-ilxt4b6g 311 7 way way NN cord-132843-ilxt4b6g 311 8 to to TO cord-132843-ilxt4b6g 311 9 model model VB cord-132843-ilxt4b6g 311 10 the the DT cord-132843-ilxt4b6g 311 11 geo geo NN cord-132843-ilxt4b6g 311 12 - - HYPH cord-132843-ilxt4b6g 311 13 statistics statistic NNS cord-132843-ilxt4b6g 311 14 in in IN cord-132843-ilxt4b6g 311 15 numerous numerous JJ cord-132843-ilxt4b6g 311 16 types type NNS cord-132843-ilxt4b6g 311 17 of of IN cord-132843-ilxt4b6g 311 18 events event NNS cord-132843-ilxt4b6g 311 19 such such JJ cord-132843-ilxt4b6g 311 20 as as IN cord-132843-ilxt4b6g 311 21 crimes crime NNS cord-132843-ilxt4b6g 311 22 [ [ -LRB- cord-132843-ilxt4b6g 311 23 5 5 CD cord-132843-ilxt4b6g 311 24 ] ] -RRB- cord-132843-ilxt4b6g 311 25 and and CC cord-132843-ilxt4b6g 311 26 terrorism terrorism NN cord-132843-ilxt4b6g 311 27 [ [ -LRB- cord-132843-ilxt4b6g 311 28 93 93 CD cord-132843-ilxt4b6g 311 29 ] ] -RRB- cord-132843-ilxt4b6g 311 30 : : : cord-132843-ilxt4b6g 311 31 where where WRB cord-132843-ilxt4b6g 311 32 k(s k(s NNP cord-132843-ilxt4b6g 311 33 ) ) -RRB- cord-132843-ilxt4b6g 311 34 denotes denote VBZ cord-132843-ilxt4b6g 311 35 the the DT cord-132843-ilxt4b6g 311 36 kernel kernel NN cord-132843-ilxt4b6g 311 37 estimation estimation NN cord-132843-ilxt4b6g 311 38 for for IN cord-132843-ilxt4b6g 311 39 the the DT cord-132843-ilxt4b6g 311 40 location location NN cord-132843-ilxt4b6g 311 41 point point NN cord-132843-ilxt4b6g 311 42 s s NNP cord-132843-ilxt4b6g 312 1 , , , cord-132843-ilxt4b6g 312 2 n n NNP cord-132843-ilxt4b6g 312 3 is be VBZ cord-132843-ilxt4b6g 312 4 the the DT cord-132843-ilxt4b6g 312 5 number number NN cord-132843-ilxt4b6g 312 6 of of IN cord-132843-ilxt4b6g 312 7 historical historical JJ cord-132843-ilxt4b6g 312 8 event event NN cord-132843-ilxt4b6g 312 9 locations location NNS cord-132843-ilxt4b6g 312 10 , , , cord-132843-ilxt4b6g 312 11 each each DT cord-132843-ilxt4b6g 312 12 s s NN cord-132843-ilxt4b6g 313 1 i i PRP cord-132843-ilxt4b6g 313 2 is be VBZ cord-132843-ilxt4b6g 313 3 a a DT cord-132843-ilxt4b6g 313 4 historical historical JJ cord-132843-ilxt4b6g 313 5 event event NN cord-132843-ilxt4b6g 313 6 location location NN cord-132843-ilxt4b6g 313 7 , , , cord-132843-ilxt4b6g 313 8 γ γ NN cord-132843-ilxt4b6g 313 9 is be VBZ cord-132843-ilxt4b6g 313 10 a a DT cord-132843-ilxt4b6g 313 11 tunable tunable JJ cord-132843-ilxt4b6g 313 12 bandwidth bandwidth NN cord-132843-ilxt4b6g 313 13 parameter parameter NN cord-132843-ilxt4b6g 313 14 , , , cord-132843-ilxt4b6g 313 15 and and CC cord-132843-ilxt4b6g 313 16 K K NNP cord-132843-ilxt4b6g 313 17 ( ( -LRB- cord-132843-ilxt4b6g 313 18 · · NFP cord-132843-ilxt4b6g 313 19 ) ) -RRB- cord-132843-ilxt4b6g 313 20 is be VBZ cord-132843-ilxt4b6g 313 21 a a DT cord-132843-ilxt4b6g 313 22 kernel kernel NN cord-132843-ilxt4b6g 313 23 function function NN cord-132843-ilxt4b6g 313 24 such such JJ cord-132843-ilxt4b6g 313 25 as as IN cord-132843-ilxt4b6g 313 26 Gaussian gaussian JJ cord-132843-ilxt4b6g 313 27 kernel kernel NN cord-132843-ilxt4b6g 313 28 [ [ -LRB- cord-132843-ilxt4b6g 313 29 85 85 CD cord-132843-ilxt4b6g 313 30 ] ] -RRB- cord-132843-ilxt4b6g 313 31 . . . cord-132843-ilxt4b6g 314 1 More more RBR cord-132843-ilxt4b6g 314 2 recently recently RB cord-132843-ilxt4b6g 314 3 , , , cord-132843-ilxt4b6g 314 4 Ristea Ristea NNP cord-132843-ilxt4b6g 314 5 et et NNP cord-132843-ilxt4b6g 314 6 al al NNP cord-132843-ilxt4b6g 314 7 . . . cord-132843-ilxt4b6g 315 1 [ [ -LRB- cord-132843-ilxt4b6g 315 2 176 176 CD cord-132843-ilxt4b6g 315 3 ] ] -RRB- cord-132843-ilxt4b6g 315 4 further further RB cord-132843-ilxt4b6g 315 5 extended extend VBN cord-132843-ilxt4b6g 315 6 KDE KDE NNP cord-132843-ilxt4b6g 315 7 - - HYPH cord-132843-ilxt4b6g 315 8 based base VBN cord-132843-ilxt4b6g 315 9 techniques technique NNS cord-132843-ilxt4b6g 315 10 by by IN cord-132843-ilxt4b6g 315 11 leveraging leverage VBG cord-132843-ilxt4b6g 315 12 Localized localize VBN cord-132843-ilxt4b6g 315 13 KDE KDE NNP cord-132843-ilxt4b6g 315 14 and and CC cord-132843-ilxt4b6g 315 15 then then RB cord-132843-ilxt4b6g 315 16 applying apply VBG cord-132843-ilxt4b6g 315 17 spatial spatial JJ cord-132843-ilxt4b6g 315 18 interpolation interpolation NN cord-132843-ilxt4b6g 315 19 techniques technique NNS cord-132843-ilxt4b6g 315 20 to to TO cord-132843-ilxt4b6g 315 21 estimate estimate VB cord-132843-ilxt4b6g 315 22 spatial spatial JJ cord-132843-ilxt4b6g 315 23 feature feature NN cord-132843-ilxt4b6g 315 24 values value NNS cord-132843-ilxt4b6g 315 25 for for IN cord-132843-ilxt4b6g 315 26 the the DT cord-132843-ilxt4b6g 315 27 cells cell NNS cord-132843-ilxt4b6g 315 28 in in IN cord-132843-ilxt4b6g 315 29 the the DT cord-132843-ilxt4b6g 315 30 grid grid NN cord-132843-ilxt4b6g 315 31 . . . cord-132843-ilxt4b6g 316 1 Since since IN cord-132843-ilxt4b6g 316 2 each each DT cord-132843-ilxt4b6g 316 3 cell cell NN cord-132843-ilxt4b6g 316 4 is be VBZ cord-132843-ilxt4b6g 316 5 an an DT cord-132843-ilxt4b6g 316 6 area area NN cord-132843-ilxt4b6g 316 7 rather rather RB cord-132843-ilxt4b6g 316 8 than than IN cord-132843-ilxt4b6g 316 9 a a DT cord-132843-ilxt4b6g 316 10 point point NN cord-132843-ilxt4b6g 316 11 , , , cord-132843-ilxt4b6g 316 12 the the DT cord-132843-ilxt4b6g 316 13 center center NN cord-132843-ilxt4b6g 316 14 of of IN cord-132843-ilxt4b6g 316 15 each each DT cord-132843-ilxt4b6g 316 16 cell cell NN cord-132843-ilxt4b6g 316 17 is be VBZ cord-132843-ilxt4b6g 316 18 usually usually RB cord-132843-ilxt4b6g 316 19 leveraged leverage VBN cord-132843-ilxt4b6g 316 20 as as IN cord-132843-ilxt4b6g 316 21 the the DT cord-132843-ilxt4b6g 316 22 representative representative NN cord-132843-ilxt4b6g 316 23 of of IN cord-132843-ilxt4b6g 316 24 this this DT cord-132843-ilxt4b6g 316 25 cell cell NN cord-132843-ilxt4b6g 316 26 . . . cord-132843-ilxt4b6g 317 1 Finally finally RB cord-132843-ilxt4b6g 317 2 , , , cord-132843-ilxt4b6g 317 3 a a DT cord-132843-ilxt4b6g 317 4 classifier classifier NN cord-132843-ilxt4b6g 317 5 will will MD cord-132843-ilxt4b6g 317 6 take take VB cord-132843-ilxt4b6g 317 7 this this DT cord-132843-ilxt4b6g 317 8 as as IN cord-132843-ilxt4b6g 317 9 its -PRON- PRP$ cord-132843-ilxt4b6g 317 10 input input NN cord-132843-ilxt4b6g 317 11 to to TO cord-132843-ilxt4b6g 317 12 predict predict VB cord-132843-ilxt4b6g 317 13 the the DT cord-132843-ilxt4b6g 317 14 event event NN cord-132843-ilxt4b6g 317 15 occurrence occurrence NN cord-132843-ilxt4b6g 317 16 for for IN cord-132843-ilxt4b6g 317 17 each each DT cord-132843-ilxt4b6g 317 18 grid grid NN cord-132843-ilxt4b6g 317 19 [ [ -LRB- cord-132843-ilxt4b6g 317 20 5 5 CD cord-132843-ilxt4b6g 317 21 , , , cord-132843-ilxt4b6g 317 22 176 176 CD cord-132843-ilxt4b6g 317 23 ] ] -RRB- cord-132843-ilxt4b6g 317 24 . . . cord-132843-ilxt4b6g 318 1 3 3 LS cord-132843-ilxt4b6g 318 2 . . . cord-132843-ilxt4b6g 319 1 Spatial spatial JJ cord-132843-ilxt4b6g 319 2 convolution convolution NN cord-132843-ilxt4b6g 319 3 . . . cord-132843-ilxt4b6g 320 1 In in IN cord-132843-ilxt4b6g 320 2 the the DT cord-132843-ilxt4b6g 320 3 last last JJ cord-132843-ilxt4b6g 320 4 few few JJ cord-132843-ilxt4b6g 320 5 years year NNS cord-132843-ilxt4b6g 320 6 , , , cord-132843-ilxt4b6g 320 7 Convolutional Convolutional NNP cord-132843-ilxt4b6g 320 8 Neural Neural NNP cord-132843-ilxt4b6g 320 9 Networks Networks NNP cord-132843-ilxt4b6g 320 10 ( ( -LRB- cord-132843-ilxt4b6g 320 11 CNNs CNNs NNP cord-132843-ilxt4b6g 320 12 ) ) -RRB- cord-132843-ilxt4b6g 320 13 have have VBP cord-132843-ilxt4b6g 320 14 demonstrated demonstrate VBN cord-132843-ilxt4b6g 320 15 significant significant JJ cord-132843-ilxt4b6g 320 16 success success NN cord-132843-ilxt4b6g 320 17 in in IN cord-132843-ilxt4b6g 320 18 learning learn VBG cord-132843-ilxt4b6g 320 19 and and CC cord-132843-ilxt4b6g 320 20 representing represent VBG cord-132843-ilxt4b6g 320 21 sophisticated sophisticated JJ cord-132843-ilxt4b6g 320 22 spatial spatial JJ cord-132843-ilxt4b6g 320 23 patterns pattern NNS cord-132843-ilxt4b6g 320 24 from from IN cord-132843-ilxt4b6g 320 25 image image NN cord-132843-ilxt4b6g 320 26 and and CC cord-132843-ilxt4b6g 320 27 spatial spatial JJ cord-132843-ilxt4b6g 320 28 data datum NNS cord-132843-ilxt4b6g 320 29 [ [ -LRB- cord-132843-ilxt4b6g 320 30 88 88 CD cord-132843-ilxt4b6g 320 31 ] ] -RRB- cord-132843-ilxt4b6g 320 32 . . . cord-132843-ilxt4b6g 321 1 A a DT cord-132843-ilxt4b6g 321 2 CNN CNN NNP cord-132843-ilxt4b6g 321 3 contains contain VBZ cord-132843-ilxt4b6g 321 4 multiple multiple JJ cord-132843-ilxt4b6g 321 5 convolutional convolutional NN cord-132843-ilxt4b6g 321 6 layers layer NNS cord-132843-ilxt4b6g 321 7 that that WDT cord-132843-ilxt4b6g 321 8 extract extract VBP cord-132843-ilxt4b6g 321 9 the the DT cord-132843-ilxt4b6g 321 10 hierarchical hierarchical JJ cord-132843-ilxt4b6g 321 11 spatial spatial JJ cord-132843-ilxt4b6g 321 12 semantics semantic NNS cord-132843-ilxt4b6g 321 13 of of IN cord-132843-ilxt4b6g 321 14 images image NNS cord-132843-ilxt4b6g 321 15 . . . cord-132843-ilxt4b6g 322 1 In in IN cord-132843-ilxt4b6g 322 2 each each DT cord-132843-ilxt4b6g 322 3 convolutional convolutional NN cord-132843-ilxt4b6g 322 4 layer layer NN cord-132843-ilxt4b6g 322 5 , , , cord-132843-ilxt4b6g 322 6 a a DT cord-132843-ilxt4b6g 322 7 convolution convolution NN cord-132843-ilxt4b6g 322 8 operation operation NN cord-132843-ilxt4b6g 322 9 is be VBZ cord-132843-ilxt4b6g 322 10 executed execute VBN cord-132843-ilxt4b6g 322 11 by by IN cord-132843-ilxt4b6g 322 12 scanning scan VBG cord-132843-ilxt4b6g 322 13 a a DT cord-132843-ilxt4b6g 322 14 feature feature NN cord-132843-ilxt4b6g 322 15 map map NN cord-132843-ilxt4b6g 322 16 with with IN cord-132843-ilxt4b6g 322 17 a a DT cord-132843-ilxt4b6g 322 18 filter filter NN cord-132843-ilxt4b6g 322 19 , , , cord-132843-ilxt4b6g 322 20 which which WDT cord-132843-ilxt4b6g 322 21 results result VBZ cord-132843-ilxt4b6g 322 22 in in IN cord-132843-ilxt4b6g 322 23 another another DT cord-132843-ilxt4b6g 322 24 smaller small JJR cord-132843-ilxt4b6g 322 25 feature feature NN cord-132843-ilxt4b6g 322 26 map map NN cord-132843-ilxt4b6g 322 27 with with IN cord-132843-ilxt4b6g 322 28 a a DT cord-132843-ilxt4b6g 322 29 higher high JJR cord-132843-ilxt4b6g 322 30 level level NN cord-132843-ilxt4b6g 322 31 semantic semantic NN cord-132843-ilxt4b6g 322 32 . . . cord-132843-ilxt4b6g 323 1 Since since IN cord-132843-ilxt4b6g 323 2 raster raster NN cord-132843-ilxt4b6g 323 3 - - HYPH cord-132843-ilxt4b6g 323 4 based base VBN cord-132843-ilxt4b6g 323 5 spatial spatial JJ cord-132843-ilxt4b6g 323 6 data datum NNS cord-132843-ilxt4b6g 323 7 and and CC cord-132843-ilxt4b6g 323 8 images image NNS cord-132843-ilxt4b6g 323 9 share share VBP cord-132843-ilxt4b6g 323 10 a a DT cord-132843-ilxt4b6g 323 11 similar similar JJ cord-132843-ilxt4b6g 323 12 mathematical mathematical JJ cord-132843-ilxt4b6g 323 13 form form NN cord-132843-ilxt4b6g 323 14 , , , cord-132843-ilxt4b6g 323 15 it -PRON- PRP cord-132843-ilxt4b6g 323 16 is be VBZ cord-132843-ilxt4b6g 323 17 natural natural JJ cord-132843-ilxt4b6g 323 18 to to TO cord-132843-ilxt4b6g 323 19 leverage leverage VB cord-132843-ilxt4b6g 323 20 CNNs CNNs NNP cord-132843-ilxt4b6g 323 21 to to TO cord-132843-ilxt4b6g 323 22 process process VB cord-132843-ilxt4b6g 323 23 it -PRON- PRP cord-132843-ilxt4b6g 323 24 . . . cord-132843-ilxt4b6g 324 1 Existing exist VBG cord-132843-ilxt4b6g 324 2 methods method NNS cord-132843-ilxt4b6g 324 3 [ [ -LRB- cord-132843-ilxt4b6g 324 4 19 19 CD cord-132843-ilxt4b6g 324 5 , , , cord-132843-ilxt4b6g 324 6 150 150 CD cord-132843-ilxt4b6g 324 7 , , , cord-132843-ilxt4b6g 324 8 164 164 CD cord-132843-ilxt4b6g 324 9 , , , cord-132843-ilxt4b6g 324 10 209 209 CD cord-132843-ilxt4b6g 324 11 ] ] -RRB- cord-132843-ilxt4b6g 324 12 in in IN cord-132843-ilxt4b6g 324 13 this this DT cord-132843-ilxt4b6g 324 14 category category NN cord-132843-ilxt4b6g 324 15 typically typically RB cord-132843-ilxt4b6g 324 16 formulate formulate VBP cord-132843-ilxt4b6g 324 17 a a DT cord-132843-ilxt4b6g 324 18 spatial spatial JJ cord-132843-ilxt4b6g 324 19 map map NN cord-132843-ilxt4b6g 324 20 as as IN cord-132843-ilxt4b6g 324 21 input input NN cord-132843-ilxt4b6g 324 22 to to TO cord-132843-ilxt4b6g 324 23 predict predict VB cord-132843-ilxt4b6g 324 24 another another DT cord-132843-ilxt4b6g 324 25 spatial spatial JJ cord-132843-ilxt4b6g 324 26 map map NN cord-132843-ilxt4b6g 324 27 that that WDT cord-132843-ilxt4b6g 324 28 denotes denote VBZ cord-132843-ilxt4b6g 324 29 future future JJ cord-132843-ilxt4b6g 324 30 event event NN cord-132843-ilxt4b6g 324 31 hotspots hotspot NNS cord-132843-ilxt4b6g 324 32 . . . cord-132843-ilxt4b6g 325 1 Such such PDT cord-132843-ilxt4b6g 325 2 a a DT cord-132843-ilxt4b6g 325 3 formulation formulation NN cord-132843-ilxt4b6g 325 4 is be VBZ cord-132843-ilxt4b6g 325 5 analogous analogous JJ cord-132843-ilxt4b6g 325 6 to to IN cord-132843-ilxt4b6g 325 7 the the DT cord-132843-ilxt4b6g 325 8 " " `` cord-132843-ilxt4b6g 325 9 image image NN cord-132843-ilxt4b6g 325 10 translation translation NN cord-132843-ilxt4b6g 325 11 " " '' cord-132843-ilxt4b6g 325 12 problem problem NN cord-132843-ilxt4b6g 325 13 popular popular JJ cord-132843-ilxt4b6g 325 14 in in IN cord-132843-ilxt4b6g 325 15 recent recent JJ cord-132843-ilxt4b6g 325 16 years year NNS cord-132843-ilxt4b6g 325 17 in in IN cord-132843-ilxt4b6g 325 18 the the DT cord-132843-ilxt4b6g 325 19 computer computer NN cord-132843-ilxt4b6g 325 20 vision vision NN cord-132843-ilxt4b6g 325 21 domain domain NN cord-132843-ilxt4b6g 325 22 [ [ -LRB- cord-132843-ilxt4b6g 325 23 46 46 CD cord-132843-ilxt4b6g 325 24 ] ] -RRB- cord-132843-ilxt4b6g 325 25 . . . cord-132843-ilxt4b6g 326 1 Specifically specifically RB cord-132843-ilxt4b6g 326 2 , , , cord-132843-ilxt4b6g 326 3 researchers researcher NNS cord-132843-ilxt4b6g 326 4 typically typically RB cord-132843-ilxt4b6g 326 5 leverage leverage VBP cord-132843-ilxt4b6g 326 6 an an DT cord-132843-ilxt4b6g 326 7 encoder encoder NN cord-132843-ilxt4b6g 326 8 - - HYPH cord-132843-ilxt4b6g 326 9 decoder decoder NN cord-132843-ilxt4b6g 326 10 architecture architecture NN cord-132843-ilxt4b6g 326 11 , , , cord-132843-ilxt4b6g 326 12 where where WRB cord-132843-ilxt4b6g 326 13 the the DT cord-132843-ilxt4b6g 326 14 input input NN cord-132843-ilxt4b6g 326 15 images image NNS cord-132843-ilxt4b6g 326 16 ( ( -LRB- cord-132843-ilxt4b6g 326 17 or or CC cord-132843-ilxt4b6g 326 18 spatial spatial JJ cord-132843-ilxt4b6g 326 19 map map NN cord-132843-ilxt4b6g 326 20 ) ) -RRB- cord-132843-ilxt4b6g 326 21 are be VBP cord-132843-ilxt4b6g 326 22 processed process VBN cord-132843-ilxt4b6g 326 23 by by IN cord-132843-ilxt4b6g 326 24 multiple multiple JJ cord-132843-ilxt4b6g 326 25 convolutional convolutional NN cord-132843-ilxt4b6g 326 26 layers layer NNS cord-132843-ilxt4b6g 326 27 into into IN cord-132843-ilxt4b6g 326 28 a a DT cord-132843-ilxt4b6g 326 29 higher high JJR cord-132843-ilxt4b6g 326 30 - - HYPH cord-132843-ilxt4b6g 326 31 level level NN cord-132843-ilxt4b6g 326 32 representation representation NN cord-132843-ilxt4b6g 326 33 , , , cord-132843-ilxt4b6g 326 34 which which WDT cord-132843-ilxt4b6g 326 35 is be VBZ cord-132843-ilxt4b6g 326 36 then then RB cord-132843-ilxt4b6g 326 37 decoded decode VBN cord-132843-ilxt4b6g 326 38 back back RB cord-132843-ilxt4b6g 326 39 into into IN cord-132843-ilxt4b6g 326 40 an an DT cord-132843-ilxt4b6g 326 41 output output NN cord-132843-ilxt4b6g 326 42 image image NN cord-132843-ilxt4b6g 326 43 with with IN cord-132843-ilxt4b6g 326 44 the the DT cord-132843-ilxt4b6g 326 45 same same JJ cord-132843-ilxt4b6g 326 46 size size NN cord-132843-ilxt4b6g 326 47 , , , cord-132843-ilxt4b6g 326 48 through through IN cord-132843-ilxt4b6g 326 49 a a DT cord-132843-ilxt4b6g 326 50 reverse reverse JJ cord-132843-ilxt4b6g 326 51 convolutional convolutional NN cord-132843-ilxt4b6g 326 52 operations operation NNS cord-132843-ilxt4b6g 326 53 process process NN cord-132843-ilxt4b6g 326 54 known know VBN cord-132843-ilxt4b6g 326 55 as as IN cord-132843-ilxt4b6g 326 56 transposed transpose VBN cord-132843-ilxt4b6g 326 57 convolution convolution NN cord-132843-ilxt4b6g 326 58 [ [ -LRB- cord-132843-ilxt4b6g 326 59 88 88 CD cord-132843-ilxt4b6g 326 60 ] ] -RRB- cord-132843-ilxt4b6g 326 61 . . . cord-132843-ilxt4b6g 327 1 4 4 LS cord-132843-ilxt4b6g 327 2 . . . cord-132843-ilxt4b6g 328 1 Trajectory trajectory NN cord-132843-ilxt4b6g 328 2 destination destination NN cord-132843-ilxt4b6g 328 3 prediction prediction NN cord-132843-ilxt4b6g 328 4 . . . cord-132843-ilxt4b6g 329 1 This this DT cord-132843-ilxt4b6g 329 2 type type NN cord-132843-ilxt4b6g 329 3 of of IN cord-132843-ilxt4b6g 329 4 method method NN cord-132843-ilxt4b6g 329 5 typically typically RB cord-132843-ilxt4b6g 329 6 focuses focus VBZ cord-132843-ilxt4b6g 329 7 on on IN cord-132843-ilxt4b6g 329 8 populationbased populationbased JJ cord-132843-ilxt4b6g 329 9 events event NNS cord-132843-ilxt4b6g 329 10 whose whose WP$ cord-132843-ilxt4b6g 329 11 patterns pattern NNS cord-132843-ilxt4b6g 329 12 can can MD cord-132843-ilxt4b6g 329 13 be be VB cord-132843-ilxt4b6g 329 14 interpreted interpret VBN cord-132843-ilxt4b6g 329 15 as as IN cord-132843-ilxt4b6g 329 16 the the DT cord-132843-ilxt4b6g 329 17 collective collective JJ cord-132843-ilxt4b6g 329 18 behaviors behavior NNS cord-132843-ilxt4b6g 329 19 of of IN cord-132843-ilxt4b6g 329 20 individuals individual NNS cord-132843-ilxt4b6g 329 21 , , , cord-132843-ilxt4b6g 329 22 such such JJ cord-132843-ilxt4b6g 329 23 as as IN cord-132843-ilxt4b6g 329 24 " " `` cord-132843-ilxt4b6g 329 25 gathering gathering NN cord-132843-ilxt4b6g 329 26 events event NNS cord-132843-ilxt4b6g 329 27 " " '' cord-132843-ilxt4b6g 329 28 and and CC cord-132843-ilxt4b6g 329 29 " " `` cord-132843-ilxt4b6g 329 30 dispersal dispersal NN cord-132843-ilxt4b6g 329 31 events event NNS cord-132843-ilxt4b6g 329 32 " " '' cord-132843-ilxt4b6g 329 33 . . . cord-132843-ilxt4b6g 330 1 These these DT cord-132843-ilxt4b6g 330 2 methods method NNS cord-132843-ilxt4b6g 330 3 share share VBP cord-132843-ilxt4b6g 330 4 a a DT cord-132843-ilxt4b6g 330 5 unified unified JJ cord-132843-ilxt4b6g 330 6 procedure procedure NN cord-132843-ilxt4b6g 330 7 that that WDT cord-132843-ilxt4b6g 330 8 typically typically RB cord-132843-ilxt4b6g 330 9 consists consist VBZ cord-132843-ilxt4b6g 330 10 of of IN cord-132843-ilxt4b6g 330 11 two two CD cord-132843-ilxt4b6g 330 12 steps step NNS cord-132843-ilxt4b6g 330 13 : : : cord-132843-ilxt4b6g 330 14 1 1 LS cord-132843-ilxt4b6g 330 15 ) ) -RRB- cord-132843-ilxt4b6g 330 16 predict predict VB cord-132843-ilxt4b6g 330 17 future future JJ cord-132843-ilxt4b6g 330 18 locations location NNS cord-132843-ilxt4b6g 330 19 based base VBN cord-132843-ilxt4b6g 330 20 on on IN cord-132843-ilxt4b6g 330 21 the the DT cord-132843-ilxt4b6g 330 22 observed observed JJ cord-132843-ilxt4b6g 330 23 trajectories trajectory NNS cord-132843-ilxt4b6g 330 24 of of IN cord-132843-ilxt4b6g 330 25 individuals individual NNS cord-132843-ilxt4b6g 330 26 , , , cord-132843-ilxt4b6g 330 27 and and CC cord-132843-ilxt4b6g 330 28 2 2 LS cord-132843-ilxt4b6g 330 29 ) ) -RRB- cord-132843-ilxt4b6g 330 30 detect detect VB cord-132843-ilxt4b6g 330 31 the the DT cord-132843-ilxt4b6g 330 32 occurrence occurrence NN cord-132843-ilxt4b6g 330 33 of of IN cord-132843-ilxt4b6g 330 34 the the DT cord-132843-ilxt4b6g 330 35 " " `` cord-132843-ilxt4b6g 330 36 future future JJ cord-132843-ilxt4b6g 330 37 " " '' cord-132843-ilxt4b6g 330 38 events event NNS cord-132843-ilxt4b6g 330 39 based base VBN cord-132843-ilxt4b6g 330 40 on on IN cord-132843-ilxt4b6g 330 41 the the DT cord-132843-ilxt4b6g 330 42 future future JJ cord-132843-ilxt4b6g 330 43 spatial spatial JJ cord-132843-ilxt4b6g 330 44 patterns pattern NNS cord-132843-ilxt4b6g 330 45 obtained obtain VBN cord-132843-ilxt4b6g 330 46 in in IN cord-132843-ilxt4b6g 330 47 Step Step NNP cord-132843-ilxt4b6g 330 48 1 1 CD cord-132843-ilxt4b6g 330 49 . . . cord-132843-ilxt4b6g 331 1 The the DT cord-132843-ilxt4b6g 331 2 specific specific JJ cord-132843-ilxt4b6g 331 3 methodologies methodology NNS cord-132843-ilxt4b6g 331 4 for for IN cord-132843-ilxt4b6g 331 5 each each DT cord-132843-ilxt4b6g 331 6 step step NN cord-132843-ilxt4b6g 331 7 are be VBP cord-132843-ilxt4b6g 331 8 as as IN cord-132843-ilxt4b6g 331 9 follows follow VBZ cord-132843-ilxt4b6g 331 10 : : : cord-132843-ilxt4b6g 331 11 • • NNP cord-132843-ilxt4b6g 332 1 Step step NN cord-132843-ilxt4b6g 332 2 1 1 CD cord-132843-ilxt4b6g 332 3 : : : cord-132843-ilxt4b6g 333 1 Here here RB cord-132843-ilxt4b6g 333 2 , , , cord-132843-ilxt4b6g 333 3 the the DT cord-132843-ilxt4b6g 333 4 aim aim NN cord-132843-ilxt4b6g 333 5 is be VBZ cord-132843-ilxt4b6g 333 6 to to TO cord-132843-ilxt4b6g 333 7 predict predict VB cord-132843-ilxt4b6g 333 8 each each DT cord-132843-ilxt4b6g 333 9 location location NN cord-132843-ilxt4b6g 333 10 an an DT cord-132843-ilxt4b6g 333 11 individual individual NN cord-132843-ilxt4b6g 333 12 will will MD cord-132843-ilxt4b6g 333 13 visit visit VB cord-132843-ilxt4b6g 333 14 in in IN cord-132843-ilxt4b6g 333 15 the the DT cord-132843-ilxt4b6g 333 16 future future NN cord-132843-ilxt4b6g 333 17 , , , cord-132843-ilxt4b6g 333 18 given give VBN cord-132843-ilxt4b6g 333 19 a a DT cord-132843-ilxt4b6g 333 20 historical historical JJ cord-132843-ilxt4b6g 333 21 sequence sequence NN cord-132843-ilxt4b6g 333 22 of of IN cord-132843-ilxt4b6g 333 23 locations location NNS cord-132843-ilxt4b6g 333 24 visited visit VBN cord-132843-ilxt4b6g 333 25 . . . cord-132843-ilxt4b6g 334 1 This this DT cord-132843-ilxt4b6g 334 2 can can MD cord-132843-ilxt4b6g 334 3 be be VB cord-132843-ilxt4b6g 334 4 formulated formulate VBN cord-132843-ilxt4b6g 334 5 as as IN cord-132843-ilxt4b6g 334 6 a a DT cord-132843-ilxt4b6g 334 7 sequence sequence NN cord-132843-ilxt4b6g 334 8 prediction prediction NN cord-132843-ilxt4b6g 334 9 problem problem NN cord-132843-ilxt4b6g 334 10 . . . cord-132843-ilxt4b6g 335 1 For for IN cord-132843-ilxt4b6g 335 2 example example NN cord-132843-ilxt4b6g 335 3 , , , cord-132843-ilxt4b6g 335 4 Wang Wang NNP cord-132843-ilxt4b6g 335 5 and and CC cord-132843-ilxt4b6g 335 6 Gerber Gerber NNP cord-132843-ilxt4b6g 335 7 [ [ -LRB- cord-132843-ilxt4b6g 335 8 214 214 CD cord-132843-ilxt4b6g 335 9 ] ] -RRB- cord-132843-ilxt4b6g 335 10 sought seek VBD cord-132843-ilxt4b6g 335 11 to to TO cord-132843-ilxt4b6g 335 12 predict predict VB cord-132843-ilxt4b6g 335 13 the the DT cord-132843-ilxt4b6g 335 14 probability probability NN cord-132843-ilxt4b6g 335 15 of of IN cord-132843-ilxt4b6g 335 16 the the DT cord-132843-ilxt4b6g 335 17 next next JJ cord-132843-ilxt4b6g 335 18 time time NN cord-132843-ilxt4b6g 335 19 point point NN cord-132843-ilxt4b6g 335 20 t t NNP cord-132843-ilxt4b6g 335 21 + + SYM cord-132843-ilxt4b6g 335 22 1 1 NNP cord-132843-ilxt4b6g 335 23 's 's POS cord-132843-ilxt4b6g 335 24 location location NN cord-132843-ilxt4b6g 335 25 s s NN cord-132843-ilxt4b6g 335 26 t t NN cord-132843-ilxt4b6g 335 27 +1 +1 XX cord-132843-ilxt4b6g 335 28 based base VBN cord-132843-ilxt4b6g 335 29 on on IN cord-132843-ilxt4b6g 335 30 all all PDT cord-132843-ilxt4b6g 335 31 the the DT cord-132843-ilxt4b6g 335 32 preceding precede VBG cord-132843-ilxt4b6g 335 33 time time NN cord-132843-ilxt4b6g 335 34 points point NNS cord-132843-ilxt4b6g 335 35 : : : cord-132843-ilxt4b6g 335 36 p(s p(s NNP cord-132843-ilxt4b6g 335 37 t t NN cord-132843-ilxt4b6g 335 38 +1 +1 NN cord-132843-ilxt4b6g 335 39 |s |s NNP cord-132843-ilxt4b6g 335 40 ≤t ≤t NNP cord-132843-ilxt4b6g 335 41 ) ) -RRB- cord-132843-ilxt4b6g 335 42 = = NFP cord-132843-ilxt4b6g 336 1 p(s p(s NNP cord-132843-ilxt4b6g 336 2 t t NNP cord-132843-ilxt4b6g 337 1 +1 +1 NFP cord-132843-ilxt4b6g 338 1 |s |s NNP cord-132843-ilxt4b6g 338 2 t t NNP cord-132843-ilxt4b6g 338 3 , , , cord-132843-ilxt4b6g 338 4 s s NNP cord-132843-ilxt4b6g 338 5 t t NNP cord-132843-ilxt4b6g 338 6 −1 −1 NNP cord-132843-ilxt4b6g 338 7 , , , cord-132843-ilxt4b6g 338 8 · · NFP cord-132843-ilxt4b6g 338 9 · · NFP cord-132843-ilxt4b6g 338 10 · · NFP cord-132843-ilxt4b6g 338 11 , , , cord-132843-ilxt4b6g 338 12 s s NN cord-132843-ilxt4b6g 338 13 0 0 CD cord-132843-ilxt4b6g 338 14 ) ) -RRB- cord-132843-ilxt4b6g 338 15 , , , cord-132843-ilxt4b6g 338 16 based base VBN cord-132843-ilxt4b6g 338 17 on on IN cord-132843-ilxt4b6g 338 18 various various JJ cord-132843-ilxt4b6g 338 19 strategies strategy NNS cord-132843-ilxt4b6g 338 20 including include VBG cord-132843-ilxt4b6g 338 21 a a DT cord-132843-ilxt4b6g 338 22 historical historical JJ cord-132843-ilxt4b6g 338 23 volume volume NN cord-132843-ilxt4b6g 338 24 - - HYPH cord-132843-ilxt4b6g 338 25 based base VBN cord-132843-ilxt4b6g 338 26 prior prior JJ cord-132843-ilxt4b6g 338 27 model model NN cord-132843-ilxt4b6g 338 28 , , , cord-132843-ilxt4b6g 338 29 Markov Markov NNP cord-132843-ilxt4b6g 338 30 models model NNS cord-132843-ilxt4b6g 338 31 , , , cord-132843-ilxt4b6g 338 32 and and CC cord-132843-ilxt4b6g 338 33 multi multi JJ cord-132843-ilxt4b6g 338 34 - - JJ cord-132843-ilxt4b6g 338 35 class class JJ cord-132843-ilxt4b6g 338 36 classification classification NN cord-132843-ilxt4b6g 338 37 models model NNS cord-132843-ilxt4b6g 338 38 . . . cord-132843-ilxt4b6g 339 1 Vahedian Vahedian NNP cord-132843-ilxt4b6g 339 2 et et NNP cord-132843-ilxt4b6g 339 3 al al NNP cord-132843-ilxt4b6g 339 4 . . . cord-132843-ilxt4b6g 340 1 [ [ -LRB- cord-132843-ilxt4b6g 340 2 203 203 CD cord-132843-ilxt4b6g 340 3 ] ] -RRB- cord-132843-ilxt4b6g 340 4 adopted adopt VBN cord-132843-ilxt4b6g 340 5 Bayesian bayesian JJ cord-132843-ilxt4b6g 340 6 theory theory NN cord-132843-ilxt4b6g 340 7 p(s p(s NN cord-132843-ilxt4b6g 340 8 t t NN cord-132843-ilxt4b6g 340 9 +1 +1 NN cord-132843-ilxt4b6g 340 10 |s |s NNP cord-132843-ilxt4b6g 340 11 ≤t ≤t NNP cord-132843-ilxt4b6g 340 12 ) ) -RRB- cord-132843-ilxt4b6g 340 13 = = NFP cord-132843-ilxt4b6g 341 1 p(s p(s NNP cord-132843-ilxt4b6g 341 2 ≤t ≤t XX cord-132843-ilxt4b6g 342 1 |s |s NNP cord-132843-ilxt4b6g 342 2 t t NNP cord-132843-ilxt4b6g 342 3 +1 +1 -RRB- cord-132843-ilxt4b6g 342 4 ) ) -RRB- cord-132843-ilxt4b6g 342 5 · · NFP cord-132843-ilxt4b6g 342 6 p(s p(s NN cord-132843-ilxt4b6g 342 7 t t NN cord-132843-ilxt4b6g 342 8 +1 +1 NNP cord-132843-ilxt4b6g 342 9 ) ) -RRB- cord-132843-ilxt4b6g 342 10 /p(s /p(s . cord-132843-ilxt4b6g 342 11 ≤t ≤t NNP cord-132843-ilxt4b6g 342 12 ) ) -RRB- cord-132843-ilxt4b6g 342 13 which which WDT cord-132843-ilxt4b6g 342 14 requires require VBZ cord-132843-ilxt4b6g 342 15 the the DT cord-132843-ilxt4b6g 342 16 conditional conditional JJ cord-132843-ilxt4b6g 342 17 probability probability NN cord-132843-ilxt4b6g 342 18 p(s p(s NN cord-132843-ilxt4b6g 342 19 ≤t ≤t XX cord-132843-ilxt4b6g 342 20 |s |s IN cord-132843-ilxt4b6g 342 21 t t NN cord-132843-ilxt4b6g 342 22 +1 +1 -RRB- cord-132843-ilxt4b6g 342 23 ) ) -RRB- cord-132843-ilxt4b6g 342 24 to to TO cord-132843-ilxt4b6g 342 25 be be VB cord-132843-ilxt4b6g 342 26 stored store VBN cord-132843-ilxt4b6g 342 27 . . . cord-132843-ilxt4b6g 343 1 However however RB cord-132843-ilxt4b6g 343 2 , , , cord-132843-ilxt4b6g 343 3 in in IN cord-132843-ilxt4b6g 343 4 many many JJ cord-132843-ilxt4b6g 343 5 situations situation NNS cord-132843-ilxt4b6g 343 6 , , , cord-132843-ilxt4b6g 343 7 there there EX cord-132843-ilxt4b6g 343 8 is be VBZ cord-132843-ilxt4b6g 343 9 huge huge JJ cord-132843-ilxt4b6g 343 10 number number NN cord-132843-ilxt4b6g 343 11 of of IN cord-132843-ilxt4b6g 343 12 possible possible JJ cord-132843-ilxt4b6g 343 13 trajectories trajectory NNS cord-132843-ilxt4b6g 343 14 for for IN cord-132843-ilxt4b6g 343 15 each each DT cord-132843-ilxt4b6g 343 16 destination destination NN cord-132843-ilxt4b6g 343 17 . . . cord-132843-ilxt4b6g 344 1 For for IN cord-132843-ilxt4b6g 344 2 example example NN cord-132843-ilxt4b6g 344 3 , , , cord-132843-ilxt4b6g 344 4 with with IN cord-132843-ilxt4b6g 344 5 a a DT cord-132843-ilxt4b6g 344 6 128 128 CD cord-132843-ilxt4b6g 344 7 × × NN cord-132843-ilxt4b6g 344 8 64 64 CD cord-132843-ilxt4b6g 344 9 grid grid NN cord-132843-ilxt4b6g 344 10 , , , cord-132843-ilxt4b6g 344 11 one one PRP cord-132843-ilxt4b6g 344 12 needs need VBZ cord-132843-ilxt4b6g 344 13 to to TO cord-132843-ilxt4b6g 344 14 store store VB cord-132843-ilxt4b6g 344 15 ( ( -LRB- cord-132843-ilxt4b6g 344 16 128 128 CD cord-132843-ilxt4b6g 344 17 × × NN cord-132843-ilxt4b6g 344 18 64 64 CD cord-132843-ilxt4b6g 344 19 ) ) -RRB- cord-132843-ilxt4b6g 344 20 3 3 CD cord-132843-ilxt4b6g 344 21 ≈ ≈ NNP cord-132843-ilxt4b6g 344 22 5.5 5.5 CD cord-132843-ilxt4b6g 344 23 × × NN cord-132843-ilxt4b6g 344 24 10 10 CD cord-132843-ilxt4b6g 344 25 11 11 CD cord-132843-ilxt4b6g 344 26 options option NNS cord-132843-ilxt4b6g 344 27 . . . cord-132843-ilxt4b6g 345 1 To to TO cord-132843-ilxt4b6g 345 2 improve improve VB cord-132843-ilxt4b6g 345 3 the the DT cord-132843-ilxt4b6g 345 4 memory memory NN cord-132843-ilxt4b6g 345 5 efficiency efficiency NN cord-132843-ilxt4b6g 345 6 , , , cord-132843-ilxt4b6g 345 7 this this DT cord-132843-ilxt4b6g 345 8 can can MD cord-132843-ilxt4b6g 345 9 be be VB cord-132843-ilxt4b6g 345 10 limited limit VBN cord-132843-ilxt4b6g 345 11 to to IN cord-132843-ilxt4b6g 345 12 a a DT cord-132843-ilxt4b6g 345 13 consideration consideration NN cord-132843-ilxt4b6g 345 14 of of IN cord-132843-ilxt4b6g 345 15 just just RB cord-132843-ilxt4b6g 345 16 the the DT cord-132843-ilxt4b6g 345 17 source source NN cord-132843-ilxt4b6g 345 18 and and CC cord-132843-ilxt4b6g 345 19 current current JJ cord-132843-ilxt4b6g 345 20 locations location NNS cord-132843-ilxt4b6g 345 21 , , , cord-132843-ilxt4b6g 345 22 leveraging leverage VBG cord-132843-ilxt4b6g 345 23 a a DT cord-132843-ilxt4b6g 345 24 quad quad JJ cord-132843-ilxt4b6g 345 25 - - HYPH cord-132843-ilxt4b6g 345 26 tree tree NN cord-132843-ilxt4b6g 345 27 style style NN cord-132843-ilxt4b6g 345 28 architecture architecture NN cord-132843-ilxt4b6g 345 29 to to TO cord-132843-ilxt4b6g 345 30 store store VB cord-132843-ilxt4b6g 345 31 the the DT cord-132843-ilxt4b6g 345 32 historical historical JJ cord-132843-ilxt4b6g 345 33 information information NN cord-132843-ilxt4b6g 345 34 . . . cord-132843-ilxt4b6g 346 1 To to TO cord-132843-ilxt4b6g 346 2 achieve achieve VB cord-132843-ilxt4b6g 346 3 more more RBR cord-132843-ilxt4b6g 346 4 efficient efficient JJ cord-132843-ilxt4b6g 346 5 storage storage NN cord-132843-ilxt4b6g 346 6 and and CC cord-132843-ilxt4b6g 346 7 speed speed VB cord-132843-ilxt4b6g 346 8 up up RP cord-132843-ilxt4b6g 346 9 p(s p(s NN cord-132843-ilxt4b6g 346 10 ≤t ≤t XX cord-132843-ilxt4b6g 346 11 |s |s IN cord-132843-ilxt4b6g 346 12 t t NN cord-132843-ilxt4b6g 346 13 +1 +1 -RRB- cord-132843-ilxt4b6g 346 14 ) ) -RRB- cord-132843-ilxt4b6g 346 15 queries query NNS cord-132843-ilxt4b6g 346 16 , , , cord-132843-ilxt4b6g 346 17 Vahedian Vahedian NNP cord-132843-ilxt4b6g 346 18 et et NNP cord-132843-ilxt4b6g 346 19 al al NNP cord-132843-ilxt4b6g 346 20 . . . cord-132843-ilxt4b6g 347 1 [ [ -LRB- cord-132843-ilxt4b6g 347 2 203 203 CD cord-132843-ilxt4b6g 347 3 ] ] -RRB- cord-132843-ilxt4b6g 347 4 further further RB cord-132843-ilxt4b6g 347 5 extended extend VBD cord-132843-ilxt4b6g 347 6 the the DT cord-132843-ilxt4b6g 347 7 quad quad NN cord-132843-ilxt4b6g 347 8 - - HYPH cord-132843-ilxt4b6g 347 9 tree tree NN cord-132843-ilxt4b6g 347 10 into into IN cord-132843-ilxt4b6g 347 11 a a DT cord-132843-ilxt4b6g 347 12 new new JJ cord-132843-ilxt4b6g 347 13 technique technique NN cord-132843-ilxt4b6g 347 14 called call VBN cord-132843-ilxt4b6g 347 15 VIGO VIGO NNP cord-132843-ilxt4b6g 347 16 , , , cord-132843-ilxt4b6g 347 17 which which WDT cord-132843-ilxt4b6g 347 18 removes remove VBZ cord-132843-ilxt4b6g 347 19 duplicate duplicate JJ cord-132843-ilxt4b6g 347 20 destination destination NN cord-132843-ilxt4b6g 347 21 locations location NNS cord-132843-ilxt4b6g 347 22 in in IN cord-132843-ilxt4b6g 347 23 different different JJ cord-132843-ilxt4b6g 347 24 leaves leave NNS cord-132843-ilxt4b6g 347 25 . . . cord-132843-ilxt4b6g 348 1 • • NNP cord-132843-ilxt4b6g 349 1 Step step NN cord-132843-ilxt4b6g 349 2 2 2 CD cord-132843-ilxt4b6g 349 3 : : : cord-132843-ilxt4b6g 350 1 The the DT cord-132843-ilxt4b6g 350 2 aim aim NN cord-132843-ilxt4b6g 350 3 in in IN cord-132843-ilxt4b6g 350 4 this this DT cord-132843-ilxt4b6g 350 5 step step NN cord-132843-ilxt4b6g 350 6 is be VBZ cord-132843-ilxt4b6g 350 7 to to TO cord-132843-ilxt4b6g 350 8 forecast forecast VB cord-132843-ilxt4b6g 350 9 future future JJ cord-132843-ilxt4b6g 350 10 event event NN cord-132843-ilxt4b6g 350 11 locations location NNS cord-132843-ilxt4b6g 350 12 based base VBN cord-132843-ilxt4b6g 350 13 on on IN cord-132843-ilxt4b6g 350 14 the the DT cord-132843-ilxt4b6g 350 15 future future NN cord-132843-ilxt4b6g 350 16 visiting visit VBG cord-132843-ilxt4b6g 350 17 patterns pattern NNS cord-132843-ilxt4b6g 350 18 predicted predict VBN cord-132843-ilxt4b6g 350 19 in in IN cord-132843-ilxt4b6g 350 20 Step Step NNP cord-132843-ilxt4b6g 350 21 1 1 CD cord-132843-ilxt4b6g 350 22 . . . cord-132843-ilxt4b6g 351 1 The the DT cord-132843-ilxt4b6g 351 2 most most RBS cord-132843-ilxt4b6g 351 3 basic basic JJ cord-132843-ilxt4b6g 351 4 strategy strategy NN cord-132843-ilxt4b6g 351 5 here here RB cord-132843-ilxt4b6g 351 6 is be VBZ cord-132843-ilxt4b6g 351 7 to to TO cord-132843-ilxt4b6g 351 8 consider consider VB cord-132843-ilxt4b6g 351 9 each each DT cord-132843-ilxt4b6g 351 10 grid grid NN cord-132843-ilxt4b6g 351 11 cell cell NN cord-132843-ilxt4b6g 351 12 independently independently RB cord-132843-ilxt4b6g 351 13 . . . cord-132843-ilxt4b6g 352 1 For for IN cord-132843-ilxt4b6g 352 2 example example NN cord-132843-ilxt4b6g 352 3 , , , cord-132843-ilxt4b6g 352 4 Wang Wang NNP cord-132843-ilxt4b6g 352 5 and and CC cord-132843-ilxt4b6g 352 6 Gerber Gerber NNP cord-132843-ilxt4b6g 352 7 [ [ -LRB- cord-132843-ilxt4b6g 352 8 214 214 CD cord-132843-ilxt4b6g 352 9 ] ] -RRB- cord-132843-ilxt4b6g 352 10 adopted adopt VBN cord-132843-ilxt4b6g 352 11 supervised supervise VBN cord-132843-ilxt4b6g 352 12 learning learning NN cord-132843-ilxt4b6g 352 13 strategies strategy NNS cord-132843-ilxt4b6g 352 14 to to TO cord-132843-ilxt4b6g 352 15 build build VB cord-132843-ilxt4b6g 352 16 predictive predictive JJ cord-132843-ilxt4b6g 352 17 mapping mapping NN cord-132843-ilxt4b6g 352 18 between between IN cord-132843-ilxt4b6g 352 19 the the DT cord-132843-ilxt4b6g 352 20 visiting visit VBG cord-132843-ilxt4b6g 352 21 patterns pattern NNS cord-132843-ilxt4b6g 352 22 and and CC cord-132843-ilxt4b6g 352 23 the the DT cord-132843-ilxt4b6g 352 24 event event NN cord-132843-ilxt4b6g 352 25 occurrence occurrence NN cord-132843-ilxt4b6g 352 26 . . . cord-132843-ilxt4b6g 353 1 A a DT cord-132843-ilxt4b6g 353 2 more more RBR cord-132843-ilxt4b6g 353 3 sophisticated sophisticated JJ cord-132843-ilxt4b6g 353 4 approach approach NN cord-132843-ilxt4b6g 353 5 is be VBZ cord-132843-ilxt4b6g 353 6 to to TO cord-132843-ilxt4b6g 353 7 consider consider VB cord-132843-ilxt4b6g 353 8 the the DT cord-132843-ilxt4b6g 353 9 spatial spatial JJ cord-132843-ilxt4b6g 353 10 outbreaks outbreak NNS cord-132843-ilxt4b6g 353 11 composited composite VBN cord-132843-ilxt4b6g 353 12 by by IN cord-132843-ilxt4b6g 353 13 multiple multiple JJ cord-132843-ilxt4b6g 353 14 grids grid NNS cord-132843-ilxt4b6g 353 15 . . . cord-132843-ilxt4b6g 354 1 Scalable scalable JJ cord-132843-ilxt4b6g 354 2 algorithms algorithm NNS cord-132843-ilxt4b6g 354 3 have have VBP cord-132843-ilxt4b6g 354 4 also also RB cord-132843-ilxt4b6g 354 5 been be VBN cord-132843-ilxt4b6g 354 6 proposed propose VBN cord-132843-ilxt4b6g 354 7 to to TO cord-132843-ilxt4b6g 354 8 identify identify VB cord-132843-ilxt4b6g 354 9 regions region NNS cord-132843-ilxt4b6g 354 10 containing contain VBG cord-132843-ilxt4b6g 354 11 statistically statistically RB cord-132843-ilxt4b6g 354 12 significant significant JJ cord-132843-ilxt4b6g 354 13 hotspots hotspot NNS cord-132843-ilxt4b6g 354 14 [ [ -LRB- cord-132843-ilxt4b6g 354 15 110 110 CD cord-132843-ilxt4b6g 354 16 ] ] -RRB- cord-132843-ilxt4b6g 354 17 , , , cord-132843-ilxt4b6g 354 18 such such JJ cord-132843-ilxt4b6g 354 19 as as IN cord-132843-ilxt4b6g 354 20 spatial spatial JJ cord-132843-ilxt4b6g 354 21 scan scan JJ cord-132843-ilxt4b6g 354 22 statistics statistic NNS cord-132843-ilxt4b6g 354 23 [ [ -LRB- cord-132843-ilxt4b6g 354 24 116 116 CD cord-132843-ilxt4b6g 354 25 ] ] -RRB- cord-132843-ilxt4b6g 354 26 . . . cord-132843-ilxt4b6g 355 1 Khezerlou Khezerlou NNP cord-132843-ilxt4b6g 355 2 et et FW cord-132843-ilxt4b6g 355 3 al al NNP cord-132843-ilxt4b6g 355 4 . . . cord-132843-ilxt4b6g 356 1 [ [ -LRB- cord-132843-ilxt4b6g 356 2 110 110 CD cord-132843-ilxt4b6g 356 3 ] ] -RRB- cord-132843-ilxt4b6g 356 4 proposed propose VBD cord-132843-ilxt4b6g 356 5 a a DT cord-132843-ilxt4b6g 356 6 greedy greedy RB cord-132843-ilxt4b6g 356 7 - - HYPH cord-132843-ilxt4b6g 356 8 based base VBN cord-132843-ilxt4b6g 356 9 heuristic heuristic NN cord-132843-ilxt4b6g 356 10 tailored tailor VBN cord-132843-ilxt4b6g 356 11 for for IN cord-132843-ilxt4b6g 356 12 the the DT cord-132843-ilxt4b6g 356 13 grid grid NN cord-132843-ilxt4b6g 356 14 - - HYPH cord-132843-ilxt4b6g 356 15 based base VBN cord-132843-ilxt4b6g 356 16 data datum NNS cord-132843-ilxt4b6g 356 17 formulation formulation NN cord-132843-ilxt4b6g 356 18 , , , cord-132843-ilxt4b6g 356 19 which which WDT cord-132843-ilxt4b6g 356 20 extends extend VBZ cord-132843-ilxt4b6g 356 21 the the DT cord-132843-ilxt4b6g 356 22 original original JJ cord-132843-ilxt4b6g 356 23 " " `` cord-132843-ilxt4b6g 356 24 seed seed NN cord-132843-ilxt4b6g 356 25 " " '' cord-132843-ilxt4b6g 356 26 grid grid NN cord-132843-ilxt4b6g 356 27 containing contain VBG cord-132843-ilxt4b6g 356 28 statistically statistically RB cord-132843-ilxt4b6g 356 29 - - HYPH cord-132843-ilxt4b6g 356 30 large large JJ cord-132843-ilxt4b6g 356 31 future future JJ cord-132843-ilxt4b6g 356 32 event event NN cord-132843-ilxt4b6g 356 33 densities density NNS cord-132843-ilxt4b6g 356 34 to to IN cord-132843-ilxt4b6g 356 35 four four CD cord-132843-ilxt4b6g 356 36 directions direction NNS cord-132843-ilxt4b6g 356 37 until until IN cord-132843-ilxt4b6g 356 38 the the DT cord-132843-ilxt4b6g 356 39 extended extended JJ cord-132843-ilxt4b6g 356 40 region region NN cord-132843-ilxt4b6g 356 41 is be VBZ cord-132843-ilxt4b6g 356 42 no no RB cord-132843-ilxt4b6g 356 43 longer long RBR cord-132843-ilxt4b6g 356 44 a a DT cord-132843-ilxt4b6g 356 45 statistically statistically RB cord-132843-ilxt4b6g 356 46 - - HYPH cord-132843-ilxt4b6g 356 47 significant significant JJ cord-132843-ilxt4b6g 356 48 outbreak outbreak NN cord-132843-ilxt4b6g 356 49 . . . cord-132843-ilxt4b6g 356 50 . . . cord-132843-ilxt4b6g 357 1 Unlike unlike IN cord-132843-ilxt4b6g 357 2 the the DT cord-132843-ilxt4b6g 357 3 raster raster NN cord-132843-ilxt4b6g 357 4 - - HYPH cord-132843-ilxt4b6g 357 5 based base VBN cord-132843-ilxt4b6g 357 6 formulation formulation NN cord-132843-ilxt4b6g 357 7 , , , cord-132843-ilxt4b6g 357 8 which which WDT cord-132843-ilxt4b6g 357 9 covers cover VBZ cord-132843-ilxt4b6g 357 10 the the DT cord-132843-ilxt4b6g 357 11 prediction prediction NN cord-132843-ilxt4b6g 357 12 of of IN cord-132843-ilxt4b6g 357 13 a a DT cord-132843-ilxt4b6g 357 14 contiguous contiguous JJ cord-132843-ilxt4b6g 357 15 spatial spatial JJ cord-132843-ilxt4b6g 357 16 region region NN cord-132843-ilxt4b6g 357 17 , , , cord-132843-ilxt4b6g 357 18 point point NN cord-132843-ilxt4b6g 357 19 - - HYPH cord-132843-ilxt4b6g 357 20 based base VBN cord-132843-ilxt4b6g 357 21 prediction prediction NN cord-132843-ilxt4b6g 357 22 focuses focus VBZ cord-132843-ilxt4b6g 357 23 specifically specifically RB cord-132843-ilxt4b6g 357 24 on on IN cord-132843-ilxt4b6g 357 25 locations location NNS cord-132843-ilxt4b6g 357 26 of of IN cord-132843-ilxt4b6g 357 27 interest interest NN cord-132843-ilxt4b6g 357 28 , , , cord-132843-ilxt4b6g 357 29 which which WDT cord-132843-ilxt4b6g 357 30 can can MD cord-132843-ilxt4b6g 357 31 be be VB cord-132843-ilxt4b6g 357 32 distributed distribute VBN cord-132843-ilxt4b6g 357 33 sparsely sparsely RB cord-132843-ilxt4b6g 357 34 in in IN cord-132843-ilxt4b6g 357 35 a a DT cord-132843-ilxt4b6g 357 36 Euclidean Euclidean NNP cord-132843-ilxt4b6g 357 37 ( ( -LRB- cord-132843-ilxt4b6g 357 38 e.g. e.g. RB cord-132843-ilxt4b6g 357 39 , , , cord-132843-ilxt4b6g 357 40 spatial spatial JJ cord-132843-ilxt4b6g 357 41 region region NN cord-132843-ilxt4b6g 357 42 ) ) -RRB- cord-132843-ilxt4b6g 357 43 or or CC cord-132843-ilxt4b6g 357 44 non non JJ cord-132843-ilxt4b6g 357 45 - - JJ cord-132843-ilxt4b6g 357 46 Euclidean euclidean JJ cord-132843-ilxt4b6g 357 47 space space NN cord-132843-ilxt4b6g 357 48 ( ( -LRB- cord-132843-ilxt4b6g 357 49 e.g. e.g. RB cord-132843-ilxt4b6g 357 50 , , , cord-132843-ilxt4b6g 357 51 graph graph NN cord-132843-ilxt4b6g 357 52 topology topology NN cord-132843-ilxt4b6g 357 53 ) ) -RRB- cord-132843-ilxt4b6g 357 54 . . . cord-132843-ilxt4b6g 358 1 These these DT cord-132843-ilxt4b6g 358 2 methods method NNS cord-132843-ilxt4b6g 358 3 can can MD cord-132843-ilxt4b6g 358 4 be be VB cord-132843-ilxt4b6g 358 5 categorized categorize VBN cord-132843-ilxt4b6g 358 6 into into IN cord-132843-ilxt4b6g 358 7 supervised supervise VBN cord-132843-ilxt4b6g 358 8 and and CC cord-132843-ilxt4b6g 358 9 unsupervised unsupervised JJ cord-132843-ilxt4b6g 358 10 approaches approach NNS cord-132843-ilxt4b6g 358 11 . . . cord-132843-ilxt4b6g 359 1 1 1 LS cord-132843-ilxt4b6g 359 2 . . . cord-132843-ilxt4b6g 360 1 Supervised supervise VBN cord-132843-ilxt4b6g 360 2 approaches approach NNS cord-132843-ilxt4b6g 360 3 . . . cord-132843-ilxt4b6g 361 1 In in IN cord-132843-ilxt4b6g 361 2 supervised supervise VBN cord-132843-ilxt4b6g 361 3 methods method NNS cord-132843-ilxt4b6g 361 4 , , , cord-132843-ilxt4b6g 361 5 each each DT cord-132843-ilxt4b6g 361 6 location location NN cord-132843-ilxt4b6g 361 7 will will MD cord-132843-ilxt4b6g 361 8 be be VB cord-132843-ilxt4b6g 361 9 classified classify VBN cord-132843-ilxt4b6g 361 10 as as IN cord-132843-ilxt4b6g 361 11 either either DT cord-132843-ilxt4b6g 361 12 " " `` cord-132843-ilxt4b6g 361 13 positive positive JJ cord-132843-ilxt4b6g 361 14 " " '' cord-132843-ilxt4b6g 361 15 or or CC cord-132843-ilxt4b6g 361 16 " " `` cord-132843-ilxt4b6g 361 17 negative negative JJ cord-132843-ilxt4b6g 361 18 " " '' cord-132843-ilxt4b6g 361 19 with with IN cord-132843-ilxt4b6g 361 20 regard regard NN cord-132843-ilxt4b6g 361 21 to to IN cord-132843-ilxt4b6g 361 22 a a DT cord-132843-ilxt4b6g 361 23 future future JJ cord-132843-ilxt4b6g 361 24 event event NN cord-132843-ilxt4b6g 361 25 occurrence occurrence NN cord-132843-ilxt4b6g 361 26 . . . cord-132843-ilxt4b6g 362 1 The the DT cord-132843-ilxt4b6g 362 2 simplest simple JJS cord-132843-ilxt4b6g 362 3 setting setting NN cord-132843-ilxt4b6g 362 4 is be VBZ cord-132843-ilxt4b6g 362 5 based base VBN cord-132843-ilxt4b6g 362 6 on on IN cord-132843-ilxt4b6g 362 7 the the DT cord-132843-ilxt4b6g 362 8 independent independent JJ cord-132843-ilxt4b6g 362 9 and and CC cord-132843-ilxt4b6g 362 10 identically identically RB cord-132843-ilxt4b6g 362 11 distributed distribute VBN cord-132843-ilxt4b6g 362 12 ( ( -LRB- cord-132843-ilxt4b6g 362 13 i.i.d i.i.d NN cord-132843-ilxt4b6g 362 14 . . . cord-132843-ilxt4b6g 362 15 ) ) -RRB- cord-132843-ilxt4b6g 362 16 assumption assumption NN cord-132843-ilxt4b6g 362 17 among among IN cord-132843-ilxt4b6g 362 18 the the DT cord-132843-ilxt4b6g 362 19 locations location NNS cord-132843-ilxt4b6g 362 20 , , , cord-132843-ilxt4b6g 362 21 where where WRB cord-132843-ilxt4b6g 362 22 each each DT cord-132843-ilxt4b6g 362 23 location location NN cord-132843-ilxt4b6g 362 24 is be VBZ cord-132843-ilxt4b6g 362 25 predicted predict VBN cord-132843-ilxt4b6g 362 26 by by IN cord-132843-ilxt4b6g 362 27 a a DT cord-132843-ilxt4b6g 362 28 classifier classifier NN cord-132843-ilxt4b6g 362 29 independently independently RB cord-132843-ilxt4b6g 362 30 using use VBG cord-132843-ilxt4b6g 362 31 their -PRON- PRP$ cord-132843-ilxt4b6g 362 32 respective respective JJ cord-132843-ilxt4b6g 362 33 input input NN cord-132843-ilxt4b6g 362 34 features feature NNS cord-132843-ilxt4b6g 362 35 . . . cord-132843-ilxt4b6g 363 1 However however RB cord-132843-ilxt4b6g 363 2 , , , cord-132843-ilxt4b6g 363 3 given give VBN cord-132843-ilxt4b6g 363 4 that that IN cord-132843-ilxt4b6g 363 5 different different JJ cord-132843-ilxt4b6g 363 6 locations location NNS cord-132843-ilxt4b6g 363 7 usually usually RB cord-132843-ilxt4b6g 363 8 have have VBP cord-132843-ilxt4b6g 363 9 strong strong JJ cord-132843-ilxt4b6g 363 10 spatial spatial JJ cord-132843-ilxt4b6g 363 11 heterogeneity heterogeneity NN cord-132843-ilxt4b6g 363 12 and and CC cord-132843-ilxt4b6g 363 13 dependency dependency NN cord-132843-ilxt4b6g 363 14 , , , cord-132843-ilxt4b6g 363 15 further further JJ cord-132843-ilxt4b6g 363 16 research research NN cord-132843-ilxt4b6g 363 17 has have VBZ cord-132843-ilxt4b6g 363 18 been be VBN cord-132843-ilxt4b6g 363 19 proposed propose VBN cord-132843-ilxt4b6g 363 20 to to TO cord-132843-ilxt4b6g 363 21 tackle tackle VB cord-132843-ilxt4b6g 363 22 them -PRON- PRP cord-132843-ilxt4b6g 363 23 based base VBN cord-132843-ilxt4b6g 363 24 on on IN cord-132843-ilxt4b6g 363 25 different different JJ cord-132843-ilxt4b6g 363 26 locations location NNS cord-132843-ilxt4b6g 363 27 ' ' POS cord-132843-ilxt4b6g 363 28 predictors predictor NNS cord-132843-ilxt4b6g 363 29 and and CC cord-132843-ilxt4b6g 363 30 outputs output NNS cord-132843-ilxt4b6g 363 31 , , , cord-132843-ilxt4b6g 363 32 resulting result VBG cord-132843-ilxt4b6g 363 33 in in IN cord-132843-ilxt4b6g 363 34 two two CD cord-132843-ilxt4b6g 363 35 research research NN cord-132843-ilxt4b6g 363 36 directions direction NNS cord-132843-ilxt4b6g 363 37 : : : cord-132843-ilxt4b6g 363 38 1 1 LS cord-132843-ilxt4b6g 363 39 ) ) -RRB- cord-132843-ilxt4b6g 363 40 Spatial spatial JJ cord-132843-ilxt4b6g 363 41 multi multi JJ cord-132843-ilxt4b6g 363 42 - - JJ cord-132843-ilxt4b6g 363 43 task task JJ cord-132843-ilxt4b6g 363 44 learning learning NN cord-132843-ilxt4b6g 363 45 , , , cord-132843-ilxt4b6g 363 46 and and CC cord-132843-ilxt4b6g 363 47 2 2 LS cord-132843-ilxt4b6g 363 48 ) ) -RRB- cord-132843-ilxt4b6g 364 1 Spatial spatial JJ cord-132843-ilxt4b6g 364 2 auto auto NN cord-132843-ilxt4b6g 364 3 - - HYPH cord-132843-ilxt4b6g 364 4 regressive regressive JJ cord-132843-ilxt4b6g 364 5 methods method NNS cord-132843-ilxt4b6g 364 6 . . . cord-132843-ilxt4b6g 365 1 • • NNP cord-132843-ilxt4b6g 366 1 Spatial spatial JJ cord-132843-ilxt4b6g 366 2 multi multi JJ cord-132843-ilxt4b6g 366 3 - - JJ cord-132843-ilxt4b6g 366 4 task task JJ cord-132843-ilxt4b6g 366 5 learning learning NN cord-132843-ilxt4b6g 366 6 . . . cord-132843-ilxt4b6g 367 1 Multi multi JJ cord-132843-ilxt4b6g 367 2 - - NN cord-132843-ilxt4b6g 367 3 task task NN cord-132843-ilxt4b6g 367 4 learning learning NN cord-132843-ilxt4b6g 367 5 is be VBZ cord-132843-ilxt4b6g 367 6 a a DT cord-132843-ilxt4b6g 367 7 popular popular JJ cord-132843-ilxt4b6g 367 8 learning learning NN cord-132843-ilxt4b6g 367 9 strategy strategy NN cord-132843-ilxt4b6g 367 10 that that WDT cord-132843-ilxt4b6g 367 11 can can MD cord-132843-ilxt4b6g 367 12 jointly jointly RB cord-132843-ilxt4b6g 367 13 learn learn VB cord-132843-ilxt4b6g 367 14 the the DT cord-132843-ilxt4b6g 367 15 models model NNS cord-132843-ilxt4b6g 367 16 for for IN cord-132843-ilxt4b6g 367 17 different different JJ cord-132843-ilxt4b6g 367 18 tasks task NNS cord-132843-ilxt4b6g 367 19 such such JJ cord-132843-ilxt4b6g 367 20 that that IN cord-132843-ilxt4b6g 367 21 the the DT cord-132843-ilxt4b6g 367 22 learned learn VBN cord-132843-ilxt4b6g 367 23 model model NN cord-132843-ilxt4b6g 367 24 can can MD cord-132843-ilxt4b6g 367 25 not not RB cord-132843-ilxt4b6g 367 26 only only RB cord-132843-ilxt4b6g 367 27 share share VB cord-132843-ilxt4b6g 367 28 their -PRON- PRP$ cord-132843-ilxt4b6g 367 29 knowledge knowledge NN cord-132843-ilxt4b6g 367 30 but but CC cord-132843-ilxt4b6g 367 31 also also RB cord-132843-ilxt4b6g 367 32 preserve preserve VB cord-132843-ilxt4b6g 367 33 some some DT cord-132843-ilxt4b6g 367 34 exclusive exclusive JJ cord-132843-ilxt4b6g 367 35 characteristics characteristic NNS cord-132843-ilxt4b6g 367 36 of of IN cord-132843-ilxt4b6g 367 37 the the DT cord-132843-ilxt4b6g 367 38 individual individual JJ cord-132843-ilxt4b6g 367 39 tasks task NNS cord-132843-ilxt4b6g 367 40 [ [ -LRB- cord-132843-ilxt4b6g 367 41 244 244 CD cord-132843-ilxt4b6g 367 42 ] ] -RRB- cord-132843-ilxt4b6g 367 43 . . . cord-132843-ilxt4b6g 368 1 This this DT cord-132843-ilxt4b6g 368 2 notion notion NN cord-132843-ilxt4b6g 368 3 coincides coincide VBZ cord-132843-ilxt4b6g 368 4 very very RB cord-132843-ilxt4b6g 368 5 well well RB cord-132843-ilxt4b6g 368 6 with with IN cord-132843-ilxt4b6g 368 7 spatial spatial JJ cord-132843-ilxt4b6g 368 8 event event NN cord-132843-ilxt4b6g 368 9 prediction prediction NN cord-132843-ilxt4b6g 368 10 tasks task NNS cord-132843-ilxt4b6g 368 11 , , , cord-132843-ilxt4b6g 368 12 where where WRB cord-132843-ilxt4b6g 368 13 combining combine VBG cord-132843-ilxt4b6g 368 14 the the DT cord-132843-ilxt4b6g 368 15 outputs output NNS cord-132843-ilxt4b6g 368 16 of of IN cord-132843-ilxt4b6g 368 17 models model NNS cord-132843-ilxt4b6g 368 18 from from IN cord-132843-ilxt4b6g 368 19 different different JJ cord-132843-ilxt4b6g 368 20 locations location NNS cord-132843-ilxt4b6g 368 21 needs need VBZ cord-132843-ilxt4b6g 368 22 to to TO cord-132843-ilxt4b6g 368 23 consider consider VB cord-132843-ilxt4b6g 368 24 both both DT cord-132843-ilxt4b6g 368 25 their -PRON- PRP$ cord-132843-ilxt4b6g 368 26 spatial spatial JJ cord-132843-ilxt4b6g 368 27 dependency dependency NN cord-132843-ilxt4b6g 368 28 and and CC cord-132843-ilxt4b6g 368 29 heterogeneity heterogeneity NN cord-132843-ilxt4b6g 368 30 . . . cord-132843-ilxt4b6g 369 1 Zhao Zhao NNP cord-132843-ilxt4b6g 369 2 et et NNP cord-132843-ilxt4b6g 369 3 al al NNP cord-132843-ilxt4b6g 369 4 . . . cord-132843-ilxt4b6g 370 1 [ [ -LRB- cord-132843-ilxt4b6g 370 2 244 244 CD cord-132843-ilxt4b6g 370 3 ] ] -RRB- cord-132843-ilxt4b6g 370 4 proposed propose VBD cord-132843-ilxt4b6g 370 5 a a DT cord-132843-ilxt4b6g 370 6 spatial spatial JJ cord-132843-ilxt4b6g 370 7 multi multi JJ cord-132843-ilxt4b6g 370 8 - - JJ cord-132843-ilxt4b6g 370 9 task task JJ cord-132843-ilxt4b6g 370 10 learning learning NN cord-132843-ilxt4b6g 370 11 framework framework NN cord-132843-ilxt4b6g 370 12 as as IN cord-132843-ilxt4b6g 370 13 follows follow VBZ cord-132843-ilxt4b6g 370 14 : : : cord-132843-ilxt4b6g 370 15 where where WRB cord-132843-ilxt4b6g 370 16 m m NNP cord-132843-ilxt4b6g 370 17 is be VBZ cord-132843-ilxt4b6g 370 18 the the DT cord-132843-ilxt4b6g 370 19 total total JJ cord-132843-ilxt4b6g 370 20 number number NN cord-132843-ilxt4b6g 370 21 of of IN cord-132843-ilxt4b6g 370 22 locations location NNS cord-132843-ilxt4b6g 370 23 ( ( -LRB- cord-132843-ilxt4b6g 370 24 i.e. i.e. FW cord-132843-ilxt4b6g 370 25 , , , cord-132843-ilxt4b6g 370 26 tasks task NNS cord-132843-ilxt4b6g 370 27 ) ) -RRB- cord-132843-ilxt4b6g 370 28 , , . cord-132843-ilxt4b6g 371 1 W W NNP cord-132843-ilxt4b6g 371 2 i i PRP cord-132843-ilxt4b6g 371 3 and and CC cord-132843-ilxt4b6g 371 4 Y Y NNP cord-132843-ilxt4b6g 372 1 i i PRP cord-132843-ilxt4b6g 372 2 are be VBP cord-132843-ilxt4b6g 372 3 the the DT cord-132843-ilxt4b6g 372 4 model model NN cord-132843-ilxt4b6g 372 5 parameters parameter NNS cord-132843-ilxt4b6g 372 6 and and CC cord-132843-ilxt4b6g 372 7 true true JJ cord-132843-ilxt4b6g 372 8 labels label NNS cord-132843-ilxt4b6g 372 9 ( ( -LRB- cord-132843-ilxt4b6g 372 10 event event NN cord-132843-ilxt4b6g 372 11 occurrence occurrence NN cord-132843-ilxt4b6g 372 12 for for IN cord-132843-ilxt4b6g 372 13 all all DT cord-132843-ilxt4b6g 372 14 time time NN cord-132843-ilxt4b6g 372 15 points point NNS cord-132843-ilxt4b6g 372 16 ) ) -RRB- cord-132843-ilxt4b6g 372 17 , , , cord-132843-ilxt4b6g 372 18 respectively respectively RB cord-132843-ilxt4b6g 372 19 , , , cord-132843-ilxt4b6g 372 20 of of IN cord-132843-ilxt4b6g 372 21 task task NN cord-132843-ilxt4b6g 372 22 i. i. NNP cord-132843-ilxt4b6g 372 23 L L NNP cord-132843-ilxt4b6g 372 24 ( ( -LRB- cord-132843-ilxt4b6g 372 25 · · NFP cord-132843-ilxt4b6g 372 26 ) ) -RRB- cord-132843-ilxt4b6g 373 1 is be VBZ cord-132843-ilxt4b6g 373 2 the the DT cord-132843-ilxt4b6g 373 3 empirical empirical JJ cord-132843-ilxt4b6g 373 4 loss loss NN cord-132843-ilxt4b6g 373 5 , , , cord-132843-ilxt4b6g 373 6 f f FW cord-132843-ilxt4b6g 373 7 ( ( -LRB- cord-132843-ilxt4b6g 373 8 W W NNP cord-132843-ilxt4b6g 373 9 i i PRP cord-132843-ilxt4b6g 373 10 , , , cord-132843-ilxt4b6g 373 11 X X NNP cord-132843-ilxt4b6g 373 12 i i NN cord-132843-ilxt4b6g 373 13 ) ) -RRB- cord-132843-ilxt4b6g 373 14 is be VBZ cord-132843-ilxt4b6g 373 15 the the DT cord-132843-ilxt4b6g 373 16 predictor predictor NN cord-132843-ilxt4b6g 373 17 for for IN cord-132843-ilxt4b6g 373 18 task task NN cord-132843-ilxt4b6g 373 19 i i PRP cord-132843-ilxt4b6g 373 20 , , , cord-132843-ilxt4b6g 373 21 and and CC cord-132843-ilxt4b6g 373 22 R r NN cord-132843-ilxt4b6g 373 23 ( ( -LRB- cord-132843-ilxt4b6g 373 24 · · NFP cord-132843-ilxt4b6g 373 25 ) ) -RRB- cord-132843-ilxt4b6g 373 26 is be VBZ cord-132843-ilxt4b6g 373 27 the the DT cord-132843-ilxt4b6g 373 28 spatial spatial JJ cord-132843-ilxt4b6g 373 29 regularization regularization NN cord-132843-ilxt4b6g 373 30 term term NN cord-132843-ilxt4b6g 373 31 based base VBN cord-132843-ilxt4b6g 373 32 on on IN cord-132843-ilxt4b6g 373 33 the the DT cord-132843-ilxt4b6g 373 34 spatial spatial JJ cord-132843-ilxt4b6g 373 35 dependency dependency NN cord-132843-ilxt4b6g 373 36 information information NN cord-132843-ilxt4b6g 373 37 M m NN cord-132843-ilxt4b6g 373 38 ∈ ∈ NN cord-132843-ilxt4b6g 373 39 R r NN cord-132843-ilxt4b6g 373 40 m×m m×m NNP cord-132843-ilxt4b6g 373 41 , , , cord-132843-ilxt4b6g 373 42 where where WRB cord-132843-ilxt4b6g 373 43 M M NNP cord-132843-ilxt4b6g 373 44 i i NNP cord-132843-ilxt4b6g 373 45 , , , cord-132843-ilxt4b6g 373 46 j j NNP cord-132843-ilxt4b6g 373 47 records record VBZ cord-132843-ilxt4b6g 373 48 the the DT cord-132843-ilxt4b6g 373 49 spatial spatial JJ cord-132843-ilxt4b6g 373 50 dependency dependency NN cord-132843-ilxt4b6g 373 51 between between IN cord-132843-ilxt4b6g 373 52 location location NN cord-132843-ilxt4b6g 373 53 i i NNP cord-132843-ilxt4b6g 373 54 and and CC cord-132843-ilxt4b6g 373 55 j. j. NNP cord-132843-ilxt4b6g 373 56 C C NNP cord-132843-ilxt4b6g 373 57 ( ( -LRB- cord-132843-ilxt4b6g 373 58 · · NFP cord-132843-ilxt4b6g 373 59 ) ) -RRB- cord-132843-ilxt4b6g 374 1 represents represent VBZ cord-132843-ilxt4b6g 374 2 the the DT cord-132843-ilxt4b6g 374 3 spatial spatial JJ cord-132843-ilxt4b6g 374 4 constraints constraint NNS cord-132843-ilxt4b6g 374 5 imposed impose VBN cord-132843-ilxt4b6g 374 6 over over IN cord-132843-ilxt4b6g 374 7 the the DT cord-132843-ilxt4b6g 374 8 corresponding correspond VBG cord-132843-ilxt4b6g 374 9 models model NNS cord-132843-ilxt4b6g 374 10 to to TO cord-132843-ilxt4b6g 374 11 enforce enforce VB cord-132843-ilxt4b6g 374 12 them -PRON- PRP cord-132843-ilxt4b6g 374 13 to to TO cord-132843-ilxt4b6g 374 14 remain remain VB cord-132843-ilxt4b6g 374 15 within within IN cord-132843-ilxt4b6g 374 16 the the DT cord-132843-ilxt4b6g 374 17 valid valid JJ cord-132843-ilxt4b6g 374 18 space space NN cord-132843-ilxt4b6g 374 19 C. C. NNP cord-132843-ilxt4b6g 374 20 Over over IN cord-132843-ilxt4b6g 374 21 recent recent JJ cord-132843-ilxt4b6g 374 22 years year NNS cord-132843-ilxt4b6g 374 23 , , , cord-132843-ilxt4b6g 374 24 there there EX cord-132843-ilxt4b6g 374 25 have have VBP cord-132843-ilxt4b6g 374 26 been be VBN cord-132843-ilxt4b6g 374 27 multiple multiple JJ cord-132843-ilxt4b6g 374 28 studies study NNS cord-132843-ilxt4b6g 374 29 proposing propose VBG cord-132843-ilxt4b6g 374 30 different different JJ cord-132843-ilxt4b6g 374 31 strategies strategy NNS cord-132843-ilxt4b6g 374 32 for for IN cord-132843-ilxt4b6g 374 33 R r NN cord-132843-ilxt4b6g 374 34 ( ( -LRB- cord-132843-ilxt4b6g 374 35 · · NFP cord-132843-ilxt4b6g 374 36 ) ) -RRB- cord-132843-ilxt4b6g 374 37 and and CC cord-132843-ilxt4b6g 374 38 C C NNP cord-132843-ilxt4b6g 374 39 ( ( -LRB- cord-132843-ilxt4b6g 374 40 · · NFP cord-132843-ilxt4b6g 374 41 ) ) -RRB- cord-132843-ilxt4b6g 374 42 . . . cord-132843-ilxt4b6g 375 1 For for IN cord-132843-ilxt4b6g 375 2 example example NN cord-132843-ilxt4b6g 375 3 , , , cord-132843-ilxt4b6g 375 4 Zhao Zhao NNP cord-132843-ilxt4b6g 375 5 et et NNP cord-132843-ilxt4b6g 375 6 al al NNP cord-132843-ilxt4b6g 375 7 . . . cord-132843-ilxt4b6g 376 1 [ [ -LRB- cord-132843-ilxt4b6g 376 2 245 245 CD cord-132843-ilxt4b6g 376 3 ] ] -RRB- cord-132843-ilxt4b6g 376 4 assumed assume VBD cord-132843-ilxt4b6g 376 5 that that IN cord-132843-ilxt4b6g 376 6 all all PDT cord-132843-ilxt4b6g 376 7 the the DT cord-132843-ilxt4b6g 376 8 locations location NNS cord-132843-ilxt4b6g 376 9 would would MD cord-132843-ilxt4b6g 376 10 be be VB cord-132843-ilxt4b6g 376 11 evenly evenly RB cord-132843-ilxt4b6g 376 12 correlated correlate VBN cord-132843-ilxt4b6g 376 13 and and CC cord-132843-ilxt4b6g 376 14 enforced enforce VBD cord-132843-ilxt4b6g 376 15 their -PRON- PRP$ cord-132843-ilxt4b6g 376 16 similar similar JJ cord-132843-ilxt4b6g 376 17 sparsity sparsity NN cord-132843-ilxt4b6g 376 18 patterns pattern NNS cord-132843-ilxt4b6g 376 19 for for IN cord-132843-ilxt4b6g 376 20 feature feature NN cord-132843-ilxt4b6g 376 21 selection selection NN cord-132843-ilxt4b6g 376 22 , , , cord-132843-ilxt4b6g 376 23 while while IN cord-132843-ilxt4b6g 376 24 Gao Gao NNP cord-132843-ilxt4b6g 376 25 et et NNP cord-132843-ilxt4b6g 376 26 al al NNP cord-132843-ilxt4b6g 376 27 . . . cord-132843-ilxt4b6g 377 1 [ [ -LRB- cord-132843-ilxt4b6g 377 2 85 85 CD cord-132843-ilxt4b6g 377 3 ] ] -RRB- cord-132843-ilxt4b6g 377 4 further further RB cord-132843-ilxt4b6g 377 5 extended extend VBD cord-132843-ilxt4b6g 377 6 this this DT cord-132843-ilxt4b6g 377 7 to to TO cord-132843-ilxt4b6g 377 8 differentiate differentiate VB cord-132843-ilxt4b6g 377 9 the the DT cord-132843-ilxt4b6g 377 10 strength strength NN cord-132843-ilxt4b6g 377 11 of of IN cord-132843-ilxt4b6g 377 12 the the DT cord-132843-ilxt4b6g 377 13 correlation correlation NN cord-132843-ilxt4b6g 377 14 between between IN cord-132843-ilxt4b6g 377 15 different different JJ cord-132843-ilxt4b6g 377 16 locations location NNS cord-132843-ilxt4b6g 377 17 ' ' POS cord-132843-ilxt4b6g 377 18 tasks task NNS cord-132843-ilxt4b6g 377 19 according accord VBG cord-132843-ilxt4b6g 377 20 to to IN cord-132843-ilxt4b6g 377 21 the the DT cord-132843-ilxt4b6g 377 22 spatial spatial JJ cord-132843-ilxt4b6g 377 23 distance distance NN cord-132843-ilxt4b6g 377 24 between between IN cord-132843-ilxt4b6g 377 25 them -PRON- PRP cord-132843-ilxt4b6g 377 26 . . . cord-132843-ilxt4b6g 378 1 This this DT cord-132843-ilxt4b6g 378 2 research research NN cord-132843-ilxt4b6g 378 3 has have VBZ cord-132843-ilxt4b6g 378 4 been be VBN cord-132843-ilxt4b6g 378 5 further further RB cord-132843-ilxt4b6g 378 6 extended extend VBN cord-132843-ilxt4b6g 378 7 this this DT cord-132843-ilxt4b6g 378 8 approach approach NN cord-132843-ilxt4b6g 378 9 to to IN cord-132843-ilxt4b6g 378 10 tree tree NN cord-132843-ilxt4b6g 378 11 - - HYPH cord-132843-ilxt4b6g 378 12 structured structured JJ cord-132843-ilxt4b6g 378 13 multitask multitask NN cord-132843-ilxt4b6g 378 14 learning learn VBG cord-132843-ilxt4b6g 378 15 to to TO cord-132843-ilxt4b6g 378 16 handle handle VB cord-132843-ilxt4b6g 378 17 the the DT cord-132843-ilxt4b6g 378 18 hierarchical hierarchical JJ cord-132843-ilxt4b6g 378 19 relationship relationship NN cord-132843-ilxt4b6g 378 20 among among IN cord-132843-ilxt4b6g 378 21 locations location NNS cord-132843-ilxt4b6g 378 22 at at IN cord-132843-ilxt4b6g 378 23 different different JJ cord-132843-ilxt4b6g 378 24 administrative administrative JJ cord-132843-ilxt4b6g 378 25 levels level NNS cord-132843-ilxt4b6g 378 26 ( ( -LRB- cord-132843-ilxt4b6g 378 27 e.g. e.g. RB cord-132843-ilxt4b6g 378 28 , , , cord-132843-ilxt4b6g 378 29 cities city NNS cord-132843-ilxt4b6g 378 30 , , , cord-132843-ilxt4b6g 378 31 states state NNS cord-132843-ilxt4b6g 378 32 , , , cord-132843-ilxt4b6g 378 33 and and CC cord-132843-ilxt4b6g 378 34 countries country NNS cord-132843-ilxt4b6g 378 35 ) ) -RRB- cord-132843-ilxt4b6g 378 36 [ [ -LRB- cord-132843-ilxt4b6g 378 37 246 246 CD cord-132843-ilxt4b6g 378 38 ] ] -RRB- cord-132843-ilxt4b6g 378 39 in in IN cord-132843-ilxt4b6g 378 40 a a DT cord-132843-ilxt4b6g 378 41 model model NN cord-132843-ilxt4b6g 378 42 that that WDT cord-132843-ilxt4b6g 378 43 also also RB cord-132843-ilxt4b6g 378 44 considers consider VBZ cord-132843-ilxt4b6g 378 45 the the DT cord-132843-ilxt4b6g 378 46 logical logical JJ cord-132843-ilxt4b6g 378 47 constraints constraint NNS cord-132843-ilxt4b6g 378 48 over over IN cord-132843-ilxt4b6g 378 49 the the DT cord-132843-ilxt4b6g 378 50 predictions prediction NNS cord-132843-ilxt4b6g 378 51 from from IN cord-132843-ilxt4b6g 378 52 different different JJ cord-132843-ilxt4b6g 378 53 locations location NNS cord-132843-ilxt4b6g 378 54 who who WP cord-132843-ilxt4b6g 378 55 have have VBP cord-132843-ilxt4b6g 378 56 hierachical hierachical JJ cord-132843-ilxt4b6g 378 57 relationships relationship NNS cord-132843-ilxt4b6g 378 58 . . . cord-132843-ilxt4b6g 379 1 Instead instead RB cord-132843-ilxt4b6g 379 2 of of IN cord-132843-ilxt4b6g 379 3 evenly evenly RB cord-132843-ilxt4b6g 379 4 similar similar JJ cord-132843-ilxt4b6g 379 5 , , , cord-132843-ilxt4b6g 379 6 Zhao Zhao NNP cord-132843-ilxt4b6g 379 7 , , , cord-132843-ilxt4b6g 379 8 et et NNP cord-132843-ilxt4b6g 379 9 al al NNP cord-132843-ilxt4b6g 379 10 . . . cord-132843-ilxt4b6g 380 1 [ [ -LRB- cord-132843-ilxt4b6g 380 2 243 243 CD cord-132843-ilxt4b6g 380 3 ] ] -RRB- cord-132843-ilxt4b6g 380 4 further further RB cord-132843-ilxt4b6g 380 5 estimated estimate VBN cord-132843-ilxt4b6g 380 6 spatial spatial JJ cord-132843-ilxt4b6g 380 7 dependency dependency NN cord-132843-ilxt4b6g 380 8 D d NN cord-132843-ilxt4b6g 380 9 utilizing utilize VBG cord-132843-ilxt4b6g 380 10 inverse inverse JJ cord-132843-ilxt4b6g 380 11 distance distance NN cord-132843-ilxt4b6g 380 12 using use VBG cord-132843-ilxt4b6g 380 13 Gaussian gaussian JJ cord-132843-ilxt4b6g 380 14 kernels kernel NNS cord-132843-ilxt4b6g 380 15 , , , cord-132843-ilxt4b6g 380 16 while while IN cord-132843-ilxt4b6g 380 17 Ning Ning NNP cord-132843-ilxt4b6g 380 18 et et FW cord-132843-ilxt4b6g 380 19 al al NNP cord-132843-ilxt4b6g 380 20 . . . cord-132843-ilxt4b6g 381 1 [ [ -LRB- cord-132843-ilxt4b6g 381 2 156 156 CD cord-132843-ilxt4b6g 381 3 ] ] -RRB- cord-132843-ilxt4b6g 381 4 proposed propose VBN cord-132843-ilxt4b6g 381 5 estimating estimate VBG cord-132843-ilxt4b6g 381 6 the the DT cord-132843-ilxt4b6g 381 7 spatial spatial JJ cord-132843-ilxt4b6g 381 8 dependency dependency NN cord-132843-ilxt4b6g 381 9 D d NN cord-132843-ilxt4b6g 381 10 based base VBN cord-132843-ilxt4b6g 381 11 on on IN cord-132843-ilxt4b6g 381 12 the the DT cord-132843-ilxt4b6g 381 13 event event NN cord-132843-ilxt4b6g 381 14 co co NN cord-132843-ilxt4b6g 381 15 - - JJ cord-132843-ilxt4b6g 381 16 occurrence occurrence JJ cord-132843-ilxt4b6g 381 17 frequency frequency NN cord-132843-ilxt4b6g 381 18 between between IN cord-132843-ilxt4b6g 381 19 each each DT cord-132843-ilxt4b6g 381 20 pair pair NN cord-132843-ilxt4b6g 381 21 of of IN cord-132843-ilxt4b6g 381 22 locations location NNS cord-132843-ilxt4b6g 381 23 . . . cord-132843-ilxt4b6g 382 1 • • NNP cord-132843-ilxt4b6g 383 1 Spatial spatial JJ cord-132843-ilxt4b6g 383 2 auto auto NN cord-132843-ilxt4b6g 383 3 - - HYPH cord-132843-ilxt4b6g 383 4 regressive regressive JJ cord-132843-ilxt4b6g 383 5 methods method NNS cord-132843-ilxt4b6g 383 6 . . . cord-132843-ilxt4b6g 384 1 Spatial spatial JJ cord-132843-ilxt4b6g 384 2 auto auto NN cord-132843-ilxt4b6g 384 3 - - HYPH cord-132843-ilxt4b6g 384 4 regressive regressive JJ cord-132843-ilxt4b6g 384 5 models model NNS cord-132843-ilxt4b6g 384 6 have have VBP cord-132843-ilxt4b6g 384 7 been be VBN cord-132843-ilxt4b6g 384 8 extensively extensively RB cord-132843-ilxt4b6g 384 9 explored explore VBN cord-132843-ilxt4b6g 384 10 in in IN cord-132843-ilxt4b6g 384 11 domains domain NNS cord-132843-ilxt4b6g 384 12 such such JJ cord-132843-ilxt4b6g 384 13 as as IN cord-132843-ilxt4b6g 384 14 geography geography NN cord-132843-ilxt4b6g 384 15 and and CC cord-132843-ilxt4b6g 384 16 econometrics econometrics NN cord-132843-ilxt4b6g 384 17 , , , cord-132843-ilxt4b6g 384 18 where where WRB cord-132843-ilxt4b6g 384 19 they -PRON- PRP cord-132843-ilxt4b6g 384 20 are be VBP cord-132843-ilxt4b6g 384 21 applied apply VBN cord-132843-ilxt4b6g 384 22 to to TO cord-132843-ilxt4b6g 384 23 perform perform VB cord-132843-ilxt4b6g 384 24 predictions prediction NNS cord-132843-ilxt4b6g 384 25 where where WRB cord-132843-ilxt4b6g 384 26 the the DT cord-132843-ilxt4b6g 384 27 i.i.d i.i.d NN cord-132843-ilxt4b6g 384 28 . . . cord-132843-ilxt4b6g 384 29 assumption assumption NNP cord-132843-ilxt4b6g 384 30 is be VBZ cord-132843-ilxt4b6g 384 31 violated violate VBN cord-132843-ilxt4b6g 384 32 due due IN cord-132843-ilxt4b6g 384 33 to to IN cord-132843-ilxt4b6g 384 34 the the DT cord-132843-ilxt4b6g 384 35 strong strong JJ cord-132843-ilxt4b6g 384 36 dependencies dependency NNS cord-132843-ilxt4b6g 384 37 among among IN cord-132843-ilxt4b6g 384 38 neighbor neighbor NN cord-132843-ilxt4b6g 384 39 locations location NNS cord-132843-ilxt4b6g 384 40 . . . cord-132843-ilxt4b6g 385 1 Its -PRON- PRP$ cord-132843-ilxt4b6g 385 2 generic generic JJ cord-132843-ilxt4b6g 385 3 framework framework NN cord-132843-ilxt4b6g 385 4 is be VBZ cord-132843-ilxt4b6g 385 5 as as IN cord-132843-ilxt4b6g 385 6 follows follow VBZ cord-132843-ilxt4b6g 385 7 : : : cord-132843-ilxt4b6g 386 1 where where WRB cord-132843-ilxt4b6g 386 2 X x NN cord-132843-ilxt4b6g 386 3 t t NN cord-132843-ilxt4b6g 386 4 ∈ ∈ NN cord-132843-ilxt4b6g 386 5 R R NNP cord-132843-ilxt4b6g 386 6 m×D m×D NNP cord-132843-ilxt4b6g 386 7 andŶ andŷ NN cord-132843-ilxt4b6g 386 8 t t NN cord-132843-ilxt4b6g 386 9 +1 +1 NN cord-132843-ilxt4b6g 386 10 ∈ ∈ NN cord-132843-ilxt4b6g 386 11 R r NN cord-132843-ilxt4b6g 386 12 m×m m×m NNP cord-132843-ilxt4b6g 386 13 are be VBP cord-132843-ilxt4b6g 386 14 the the DT cord-132843-ilxt4b6g 386 15 observations observation NNS cord-132843-ilxt4b6g 386 16 at at IN cord-132843-ilxt4b6g 386 17 time time NN cord-132843-ilxt4b6g 386 18 t t NN cord-132843-ilxt4b6g 386 19 and and CC cord-132843-ilxt4b6g 386 20 event event NN cord-132843-ilxt4b6g 386 21 predictions prediction NNS cord-132843-ilxt4b6g 386 22 at at IN cord-132843-ilxt4b6g 386 23 time time NN cord-132843-ilxt4b6g 386 24 t t NNP cord-132843-ilxt4b6g 386 25 + + SYM cord-132843-ilxt4b6g 386 26 1 1 CD cord-132843-ilxt4b6g 386 27 over over IN cord-132843-ilxt4b6g 386 28 all all PDT cord-132843-ilxt4b6g 386 29 the the DT cord-132843-ilxt4b6g 386 30 m m NNP cord-132843-ilxt4b6g 386 31 locations location NNS cord-132843-ilxt4b6g 386 32 , , , cord-132843-ilxt4b6g 386 33 and and CC cord-132843-ilxt4b6g 386 34 M m NN cord-132843-ilxt4b6g 386 35 ∈ ∈ NN cord-132843-ilxt4b6g 386 36 R r NN cord-132843-ilxt4b6g 386 37 m×m m×m NNP cord-132843-ilxt4b6g 386 38 is be VBZ cord-132843-ilxt4b6g 386 39 the the DT cord-132843-ilxt4b6g 386 40 spatial spatial JJ cord-132843-ilxt4b6g 386 41 dependency dependency NN cord-132843-ilxt4b6g 386 42 matrix matrix NN cord-132843-ilxt4b6g 386 43 with with IN cord-132843-ilxt4b6g 386 44 zero zero CD cord-132843-ilxt4b6g 386 45 - - HYPH cord-132843-ilxt4b6g 386 46 valued value VBN cord-132843-ilxt4b6g 386 47 diagonals diagonal NNS cord-132843-ilxt4b6g 386 48 . . . cord-132843-ilxt4b6g 387 1 This this DT cord-132843-ilxt4b6g 387 2 means mean VBZ cord-132843-ilxt4b6g 387 3 the the DT cord-132843-ilxt4b6g 387 4 prediction prediction NN cord-132843-ilxt4b6g 387 5 of of IN cord-132843-ilxt4b6g 387 6 each each DT cord-132843-ilxt4b6g 387 7 locationŶ locationŶ NNP cord-132843-ilxt4b6g 387 8 t t NN cord-132843-ilxt4b6g 387 9 +1,i +1,i NN cord-132843-ilxt4b6g 387 10 ∈Ŷ ∈Ŷ NNP cord-132843-ilxt4b6g 387 11 t t NN cord-132843-ilxt4b6g 387 12 +1 +1 NNP cord-132843-ilxt4b6g 387 13 is be VBZ cord-132843-ilxt4b6g 387 14 jointly jointly RB cord-132843-ilxt4b6g 387 15 determined determine VBN cord-132843-ilxt4b6g 387 16 by by IN cord-132843-ilxt4b6g 387 17 its -PRON- PRP$ cord-132843-ilxt4b6g 387 18 input input NN cord-132843-ilxt4b6g 387 19 X x NN cord-132843-ilxt4b6g 387 20 t t NN cord-132843-ilxt4b6g 387 21 , , , cord-132843-ilxt4b6g 387 22 i i PRP cord-132843-ilxt4b6g 387 23 and and CC cord-132843-ilxt4b6g 387 24 neighbors neighbor NNS cord-132843-ilxt4b6g 387 25 { { -LRB- cord-132843-ilxt4b6g 387 26 j j NNP cord-132843-ilxt4b6g 387 27 |M |m CD cord-132843-ilxt4b6g 387 28 i i NNP cord-132843-ilxt4b6g 387 29 , , , cord-132843-ilxt4b6g 387 30 j j NNP cord-132843-ilxt4b6g 387 31 0 0 CD cord-132843-ilxt4b6g 387 32 } } -RRB- cord-132843-ilxt4b6g 387 33 and and CC cord-132843-ilxt4b6g 387 34 ρ ρ LS cord-132843-ilxt4b6g 387 35 is be VBZ cord-132843-ilxt4b6g 387 36 a a DT cord-132843-ilxt4b6g 387 37 positive positive JJ cord-132843-ilxt4b6g 387 38 value value NN cord-132843-ilxt4b6g 387 39 to to TO cord-132843-ilxt4b6g 387 40 balance balance VB cord-132843-ilxt4b6g 387 41 these these DT cord-132843-ilxt4b6g 387 42 two two CD cord-132843-ilxt4b6g 387 43 factors factor NNS cord-132843-ilxt4b6g 387 44 . . . cord-132843-ilxt4b6g 388 1 Since since IN cord-132843-ilxt4b6g 388 2 event event NN cord-132843-ilxt4b6g 388 3 occurrence occurrence NN cord-132843-ilxt4b6g 388 4 requires require VBZ cord-132843-ilxt4b6g 388 5 discrete discrete JJ cord-132843-ilxt4b6g 388 6 predictions prediction NNS cord-132843-ilxt4b6g 388 7 , , , cord-132843-ilxt4b6g 388 8 simple simple JJ cord-132843-ilxt4b6g 388 9 threshold threshold NN cord-132843-ilxt4b6g 388 10 - - HYPH cord-132843-ilxt4b6g 388 11 based base VBN cord-132843-ilxt4b6g 388 12 strategies strategy NNS cord-132843-ilxt4b6g 388 13 can can MD cord-132843-ilxt4b6g 388 14 be be VB cord-132843-ilxt4b6g 388 15 used use VBN cord-132843-ilxt4b6g 388 16 to to IN cord-132843-ilxt4b6g 388 17 discretizeŶ discretizeŶ NNP cord-132843-ilxt4b6g 388 18 i i NN cord-132843-ilxt4b6g 389 1 intoŶ intoŶ NNP cord-132843-ilxt4b6g 389 2 ′ ′ CD cord-132843-ilxt4b6g 390 1 i i PRP cord-132843-ilxt4b6g 390 2 = = VBZ cord-132843-ilxt4b6g 390 3 { { -LRB- cord-132843-ilxt4b6g 390 4 0 0 CD cord-132843-ilxt4b6g 390 5 , , , cord-132843-ilxt4b6g 390 6 1 1 CD cord-132843-ilxt4b6g 390 7 } } -RRB- cord-132843-ilxt4b6g 390 8 [ [ -LRB- cord-132843-ilxt4b6g 390 9 32 32 CD cord-132843-ilxt4b6g 390 10 ] ] -RRB- cord-132843-ilxt4b6g 390 11 . . . cord-132843-ilxt4b6g 391 1 Moreover moreover RB cord-132843-ilxt4b6g 391 2 , , , cord-132843-ilxt4b6g 391 3 due due IN cord-132843-ilxt4b6g 391 4 to to IN cord-132843-ilxt4b6g 391 5 the the DT cord-132843-ilxt4b6g 391 6 complexity complexity NN cord-132843-ilxt4b6g 391 7 of of IN cord-132843-ilxt4b6g 391 8 event event NN cord-132843-ilxt4b6g 391 9 prediction prediction NN cord-132843-ilxt4b6g 391 10 tasks task NNS cord-132843-ilxt4b6g 391 11 and and CC cord-132843-ilxt4b6g 391 12 the the DT cord-132843-ilxt4b6g 391 13 large large JJ cord-132843-ilxt4b6g 391 14 number number NN cord-132843-ilxt4b6g 391 15 of of IN cord-132843-ilxt4b6g 391 16 locations location NNS cord-132843-ilxt4b6g 391 17 , , , cord-132843-ilxt4b6g 391 18 sometimes sometimes RB cord-132843-ilxt4b6g 391 19 it -PRON- PRP cord-132843-ilxt4b6g 391 20 is be VBZ cord-132843-ilxt4b6g 391 21 difficult difficult JJ cord-132843-ilxt4b6g 391 22 to to TO cord-132843-ilxt4b6g 391 23 define define VB cord-132843-ilxt4b6g 391 24 the the DT cord-132843-ilxt4b6g 391 25 whole whole JJ cord-132843-ilxt4b6g 391 26 M M NNP cord-132843-ilxt4b6g 391 27 manually manually RB cord-132843-ilxt4b6g 391 28 . . . cord-132843-ilxt4b6g 392 1 Zhao Zhao NNP cord-132843-ilxt4b6g 392 2 et et NNP cord-132843-ilxt4b6g 392 3 al al NNP cord-132843-ilxt4b6g 392 4 . . . cord-132843-ilxt4b6g 393 1 [ [ -LRB- cord-132843-ilxt4b6g 393 2 243 243 CD cord-132843-ilxt4b6g 393 3 ] ] -RRB- cord-132843-ilxt4b6g 393 4 proposed propose VBN cord-132843-ilxt4b6g 393 5 jointly jointly RB cord-132843-ilxt4b6g 393 6 learning learn VBG cord-132843-ilxt4b6g 393 7 the the DT cord-132843-ilxt4b6g 393 8 prediction prediction NN cord-132843-ilxt4b6g 393 9 model model NN cord-132843-ilxt4b6g 393 10 and and CC cord-132843-ilxt4b6g 393 11 spatial spatial JJ cord-132843-ilxt4b6g 393 12 dependency dependency NN cord-132843-ilxt4b6g 393 13 from from IN cord-132843-ilxt4b6g 393 14 the the DT cord-132843-ilxt4b6g 393 15 data datum NNS cord-132843-ilxt4b6g 393 16 using use VBG cord-132843-ilxt4b6g 393 17 graphical graphical JJ cord-132843-ilxt4b6g 393 18 LASSO LASSO NNP cord-132843-ilxt4b6g 393 19 techniques technique NNS cord-132843-ilxt4b6g 393 20 . . . cord-132843-ilxt4b6g 394 1 Yi Yi NNP cord-132843-ilxt4b6g 394 2 et et FW cord-132843-ilxt4b6g 394 3 al al NNP cord-132843-ilxt4b6g 394 4 . . . cord-132843-ilxt4b6g 395 1 [ [ -LRB- cord-132843-ilxt4b6g 395 2 228 228 CD cord-132843-ilxt4b6g 395 3 ] ] -RRB- cord-132843-ilxt4b6g 395 4 took take VBD cord-132843-ilxt4b6g 395 5 a a DT cord-132843-ilxt4b6g 395 6 different different JJ cord-132843-ilxt4b6g 395 7 approach approach NN cord-132843-ilxt4b6g 395 8 , , , cord-132843-ilxt4b6g 395 9 leveraging leverage VBG cord-132843-ilxt4b6g 395 10 conditional conditional JJ cord-132843-ilxt4b6g 395 11 random random JJ cord-132843-ilxt4b6g 395 12 fields field NNS cord-132843-ilxt4b6g 395 13 to to TO cord-132843-ilxt4b6g 395 14 instantiate instantiate VB cord-132843-ilxt4b6g 395 15 the the DT cord-132843-ilxt4b6g 395 16 spatial spatial JJ cord-132843-ilxt4b6g 395 17 autoregression autoregression NN cord-132843-ilxt4b6g 395 18 , , , cord-132843-ilxt4b6g 395 19 where where WRB cord-132843-ilxt4b6g 395 20 the the DT cord-132843-ilxt4b6g 395 21 spatial spatial JJ cord-132843-ilxt4b6g 395 22 dependency dependency NN cord-132843-ilxt4b6g 395 23 is be VBZ cord-132843-ilxt4b6g 395 24 measured measure VBN cord-132843-ilxt4b6g 395 25 by by IN cord-132843-ilxt4b6g 395 26 Gaussian gaussian JJ cord-132843-ilxt4b6g 395 27 kernel kernel NN cord-132843-ilxt4b6g 395 28 - - HYPH cord-132843-ilxt4b6g 395 29 based base VBN cord-132843-ilxt4b6g 395 30 metrics metric NNS cord-132843-ilxt4b6g 395 31 . . . cord-132843-ilxt4b6g 396 1 Yi Yi NNP cord-132843-ilxt4b6g 396 2 et et FW cord-132843-ilxt4b6g 396 3 al al NNP cord-132843-ilxt4b6g 396 4 . . . cord-132843-ilxt4b6g 397 1 [ [ -LRB- cord-132843-ilxt4b6g 397 2 227 227 CD cord-132843-ilxt4b6g 397 3 ] ] -RRB- cord-132843-ilxt4b6g 397 4 then then RB cord-132843-ilxt4b6g 397 5 went go VBD cord-132843-ilxt4b6g 397 6 on on RP cord-132843-ilxt4b6g 397 7 to to TO cord-132843-ilxt4b6g 397 8 propose propose VB cord-132843-ilxt4b6g 397 9 leveraging leverage VBG cord-132843-ilxt4b6g 397 10 the the DT cord-132843-ilxt4b6g 397 11 neural neural JJ cord-132843-ilxt4b6g 397 12 network network NN cord-132843-ilxt4b6g 397 13 model model NN cord-132843-ilxt4b6g 397 14 to to TO cord-132843-ilxt4b6g 397 15 learn learn VB cord-132843-ilxt4b6g 397 16 the the DT cord-132843-ilxt4b6g 397 17 locations location NNS cord-132843-ilxt4b6g 397 18 ' ' POS cord-132843-ilxt4b6g 397 19 dependency dependency NN cord-132843-ilxt4b6g 397 20 . . . cord-132843-ilxt4b6g 398 1 2 2 LS cord-132843-ilxt4b6g 398 2 . . . cord-132843-ilxt4b6g 399 1 Unsupervised unsupervised JJ cord-132843-ilxt4b6g 399 2 approaches approach NNS cord-132843-ilxt4b6g 399 3 . . . cord-132843-ilxt4b6g 400 1 Without without IN cord-132843-ilxt4b6g 400 2 supervision supervision NN cord-132843-ilxt4b6g 400 3 from from IN cord-132843-ilxt4b6g 400 4 labels label NNS cord-132843-ilxt4b6g 400 5 , , , cord-132843-ilxt4b6g 400 6 unsupervised unsupervise VBN cord-132843-ilxt4b6g 400 7 - - HYPH cord-132843-ilxt4b6g 400 8 based base VBN cord-132843-ilxt4b6g 400 9 methods method NNS cord-132843-ilxt4b6g 400 10 must must MD cord-132843-ilxt4b6g 400 11 first first RB cord-132843-ilxt4b6g 400 12 identify identify VB cord-132843-ilxt4b6g 400 13 potential potential JJ cord-132843-ilxt4b6g 400 14 precursors precursor NNS cord-132843-ilxt4b6g 400 15 and and CC cord-132843-ilxt4b6g 400 16 determinant determinant NN cord-132843-ilxt4b6g 400 17 features feature NNS cord-132843-ilxt4b6g 400 18 in in IN cord-132843-ilxt4b6g 400 19 different different JJ cord-132843-ilxt4b6g 400 20 locations location NNS cord-132843-ilxt4b6g 400 21 . . . cord-132843-ilxt4b6g 401 1 They -PRON- PRP cord-132843-ilxt4b6g 401 2 can can MD cord-132843-ilxt4b6g 401 3 then then RB cord-132843-ilxt4b6g 401 4 detect detect VB cord-132843-ilxt4b6g 401 5 anomalies anomaly NNS cord-132843-ilxt4b6g 401 6 that that WDT cord-132843-ilxt4b6g 401 7 are be VBP cord-132843-ilxt4b6g 401 8 characterized characterize VBN cord-132843-ilxt4b6g 401 9 by by IN cord-132843-ilxt4b6g 401 10 specific specific JJ cord-132843-ilxt4b6g 401 11 feature feature NN cord-132843-ilxt4b6g 401 12 selection selection NN cord-132843-ilxt4b6g 401 13 and and CC cord-132843-ilxt4b6g 401 14 location location NN cord-132843-ilxt4b6g 401 15 combinatorial combinatorial JJ cord-132843-ilxt4b6g 401 16 patterns pattern NNS cord-132843-ilxt4b6g 401 17 ( ( -LRB- cord-132843-ilxt4b6g 401 18 e.g. e.g. RB cord-132843-ilxt4b6g 401 19 , , , cord-132843-ilxt4b6g 401 20 spatial spatial JJ cord-132843-ilxt4b6g 401 21 outbreaks outbreak NNS cord-132843-ilxt4b6g 401 22 and and CC cord-132843-ilxt4b6g 401 23 connected connect VBN cord-132843-ilxt4b6g 401 24 subgraphs subgraphs NN cord-132843-ilxt4b6g 401 25 ) ) -RRB- cord-132843-ilxt4b6g 401 26 as as IN cord-132843-ilxt4b6g 401 27 the the DT cord-132843-ilxt4b6g 401 28 future future JJ cord-132843-ilxt4b6g 401 29 event event NN cord-132843-ilxt4b6g 401 30 indicators indicator NNS cord-132843-ilxt4b6g 401 31 [ [ -LRB- cord-132843-ilxt4b6g 401 32 41 41 CD cord-132843-ilxt4b6g 401 33 ] ] -RRB- cord-132843-ilxt4b6g 401 34 . . . cord-132843-ilxt4b6g 402 1 The the DT cord-132843-ilxt4b6g 402 2 generic generic JJ cord-132843-ilxt4b6g 402 3 formulation formulation NN cord-132843-ilxt4b6g 402 4 is be VBZ cord-132843-ilxt4b6g 402 5 as as IN cord-132843-ilxt4b6g 402 6 follows follow VBZ cord-132843-ilxt4b6g 402 7 : : : cord-132843-ilxt4b6g 402 8 where where WRB cord-132843-ilxt4b6g 402 9 q q NNP cord-132843-ilxt4b6g 402 10 ( ( -LRB- cord-132843-ilxt4b6g 402 11 · · NFP cord-132843-ilxt4b6g 402 12 ) ) -RRB- cord-132843-ilxt4b6g 402 13 denotes denote VBZ cord-132843-ilxt4b6g 402 14 scan scan JJ cord-132843-ilxt4b6g 402 15 statistics statistic NNS cord-132843-ilxt4b6g 402 16 which which WDT cord-132843-ilxt4b6g 402 17 score score VBP cord-132843-ilxt4b6g 402 18 the the DT cord-132843-ilxt4b6g 402 19 significance significance NN cord-132843-ilxt4b6g 402 20 of of IN cord-132843-ilxt4b6g 402 21 each each DT cord-132843-ilxt4b6g 402 22 candidate candidate NN cord-132843-ilxt4b6g 402 23 pattern pattern NN cord-132843-ilxt4b6g 402 24 , , , cord-132843-ilxt4b6g 402 25 represented represent VBN cord-132843-ilxt4b6g 402 26 by by IN cord-132843-ilxt4b6g 402 27 both both CC cord-132843-ilxt4b6g 402 28 a a DT cord-132843-ilxt4b6g 402 29 candidate candidate NN cord-132843-ilxt4b6g 402 30 location location NN cord-132843-ilxt4b6g 402 31 combinatorial combinatorial JJ cord-132843-ilxt4b6g 402 32 pattern pattern NN cord-132843-ilxt4b6g 402 33 R r NN cord-132843-ilxt4b6g 402 34 and and CC cord-132843-ilxt4b6g 402 35 feature feature NN cord-132843-ilxt4b6g 402 36 selection selection NN cord-132843-ilxt4b6g 402 37 pattern pattern NN cord-132843-ilxt4b6g 402 38 F F NNP cord-132843-ilxt4b6g 402 39 . . . cord-132843-ilxt4b6g 403 1 Specifically specifically RB cord-132843-ilxt4b6g 403 2 , , , cord-132843-ilxt4b6g 403 3 F F NNP cord-132843-ilxt4b6g 403 4 ∈ ∈ NN cord-132843-ilxt4b6g 403 5 { { -LRB- cord-132843-ilxt4b6g 404 1 0 0 NFP cord-132843-ilxt4b6g 404 2 , , , cord-132843-ilxt4b6g 404 3 1 1 CD cord-132843-ilxt4b6g 404 4 } } -RRB- cord-132843-ilxt4b6g 404 5 D D NNP cord-132843-ilxt4b6g 404 6 ′ ′ CD cord-132843-ilxt4b6g 404 7 ×n ×n NNP cord-132843-ilxt4b6g 404 8 denotes denote VBZ cord-132843-ilxt4b6g 404 9 the the DT cord-132843-ilxt4b6g 404 10 feature feature NN cord-132843-ilxt4b6g 404 11 selection selection NN cord-132843-ilxt4b6g 404 12 results result NNS cord-132843-ilxt4b6g 404 13 ( ( -LRB- cord-132843-ilxt4b6g 404 14 where where WRB cord-132843-ilxt4b6g 404 15 " " `` cord-132843-ilxt4b6g 404 16 1 1 CD cord-132843-ilxt4b6g 404 17 " " '' cord-132843-ilxt4b6g 404 18 means mean VBZ cord-132843-ilxt4b6g 404 19 selected select VBN cord-132843-ilxt4b6g 404 20 ; ; : cord-132843-ilxt4b6g 404 21 " " `` cord-132843-ilxt4b6g 404 22 0 0 CD cord-132843-ilxt4b6g 404 23 " " '' cord-132843-ilxt4b6g 404 24 , , , cord-132843-ilxt4b6g 404 25 otherwise otherwise RB cord-132843-ilxt4b6g 404 26 ) ) -RRB- cord-132843-ilxt4b6g 404 27 and and CC cord-132843-ilxt4b6g 404 28 R r NN cord-132843-ilxt4b6g 404 29 ∈ ∈ NN cord-132843-ilxt4b6g 404 30 { { -LRB- cord-132843-ilxt4b6g 404 31 0 0 CD cord-132843-ilxt4b6g 404 32 , , , cord-132843-ilxt4b6g 404 33 1 1 CD cord-132843-ilxt4b6g 404 34 } } -RRB- cord-132843-ilxt4b6g 405 1 m×n m×n NNP cord-132843-ilxt4b6g 405 2 denotes denote VBZ cord-132843-ilxt4b6g 405 3 the the DT cord-132843-ilxt4b6g 405 4 m m NN cord-132843-ilxt4b6g 405 5 involved involve VBN cord-132843-ilxt4b6g 405 6 locations location NNS cord-132843-ilxt4b6g 405 7 for for IN cord-132843-ilxt4b6g 405 8 the the DT cord-132843-ilxt4b6g 405 9 n n NNP cord-132843-ilxt4b6g 405 10 events event NNS cord-132843-ilxt4b6g 405 11 . . . cord-132843-ilxt4b6g 406 1 M(G M(G NNS cord-132843-ilxt4b6g 406 2 , , , cord-132843-ilxt4b6g 406 3 β β NNP cord-132843-ilxt4b6g 406 4 ) ) -RRB- cord-132843-ilxt4b6g 406 5 and and CC cord-132843-ilxt4b6g 406 6 C C NNP cord-132843-ilxt4b6g 406 7 are be VBP cord-132843-ilxt4b6g 406 8 the the DT cord-132843-ilxt4b6g 406 9 set set NN cord-132843-ilxt4b6g 406 10 of of IN cord-132843-ilxt4b6g 406 11 all all PDT cord-132843-ilxt4b6g 406 12 the the DT cord-132843-ilxt4b6g 406 13 feasible feasible JJ cord-132843-ilxt4b6g 406 14 solutions solution NNS cord-132843-ilxt4b6g 406 15 of of IN cord-132843-ilxt4b6g 406 16 F F NNP cord-132843-ilxt4b6g 406 17 and and CC cord-132843-ilxt4b6g 406 18 R R NNP cord-132843-ilxt4b6g 406 19 , , , cord-132843-ilxt4b6g 406 20 respectively respectively RB cord-132843-ilxt4b6g 406 21 . . . cord-132843-ilxt4b6g 407 1 q q NNP cord-132843-ilxt4b6g 407 2 ( ( -LRB- cord-132843-ilxt4b6g 407 3 · · NFP cord-132843-ilxt4b6g 407 4 ) ) -RRB- cord-132843-ilxt4b6g 407 5 can can MD cord-132843-ilxt4b6g 407 6 be be VB cord-132843-ilxt4b6g 407 7 instantiated instantiate VBN cord-132843-ilxt4b6g 407 8 by by IN cord-132843-ilxt4b6g 407 9 scan scan JJ cord-132843-ilxt4b6g 407 10 statistics statistic NNS cord-132843-ilxt4b6g 407 11 such such JJ cord-132843-ilxt4b6g 407 12 as as IN cord-132843-ilxt4b6g 407 13 Kulldorff Kulldorff NNP cord-132843-ilxt4b6g 407 14 's 's POS cord-132843-ilxt4b6g 407 15 scan scan JJ cord-132843-ilxt4b6g 407 16 statistics statistic NNS cord-132843-ilxt4b6g 407 17 [ [ -LRB- cord-132843-ilxt4b6g 407 18 116 116 CD cord-132843-ilxt4b6g 407 19 ] ] -RRB- cord-132843-ilxt4b6g 407 20 and and CC cord-132843-ilxt4b6g 407 21 the the DT cord-132843-ilxt4b6g 407 22 Berk Berk NNP cord-132843-ilxt4b6g 407 23 - - HYPH cord-132843-ilxt4b6g 407 24 Jones Jones NNP cord-132843-ilxt4b6g 407 25 statistic statistic NN cord-132843-ilxt4b6g 407 26 [ [ -LRB- cord-132843-ilxt4b6g 407 27 41 41 CD cord-132843-ilxt4b6g 407 28 ] ] -RRB- cord-132843-ilxt4b6g 407 29 , , , cord-132843-ilxt4b6g 407 30 which which WDT cord-132843-ilxt4b6g 407 31 can can MD cord-132843-ilxt4b6g 407 32 be be VB cord-132843-ilxt4b6g 407 33 applied apply VBN cord-132843-ilxt4b6g 407 34 to to TO cord-132843-ilxt4b6g 407 35 detect detect VB cord-132843-ilxt4b6g 407 36 and and CC cord-132843-ilxt4b6g 407 37 forecast forecast VB cord-132843-ilxt4b6g 407 38 events event NNS cord-132843-ilxt4b6g 407 39 such such JJ cord-132843-ilxt4b6g 407 40 as as IN cord-132843-ilxt4b6g 407 41 epidemic epidemic NN cord-132843-ilxt4b6g 407 42 outbreaks outbreak NNS cord-132843-ilxt4b6g 407 43 and and CC cord-132843-ilxt4b6g 407 44 civil civil JJ cord-132843-ilxt4b6g 407 45 unrest unrest NN cord-132843-ilxt4b6g 407 46 events event NNS cord-132843-ilxt4b6g 407 47 [ [ -LRB- cord-132843-ilxt4b6g 407 48 171 171 CD cord-132843-ilxt4b6g 407 49 ] ] -RRB- cord-132843-ilxt4b6g 407 50 . . . cord-132843-ilxt4b6g 408 1 Depending depend VBG cord-132843-ilxt4b6g 408 2 on on IN cord-132843-ilxt4b6g 408 3 whether whether IN cord-132843-ilxt4b6g 408 4 the the DT cord-132843-ilxt4b6g 408 5 embedding embed VBG cord-132843-ilxt4b6g 408 6 space space NN cord-132843-ilxt4b6g 408 7 is be VBZ cord-132843-ilxt4b6g 408 8 an an DT cord-132843-ilxt4b6g 408 9 Euclidean euclidean JJ cord-132843-ilxt4b6g 408 10 region region NN cord-132843-ilxt4b6g 408 11 ( ( -LRB- cord-132843-ilxt4b6g 408 12 e.g. e.g. RB cord-132843-ilxt4b6g 408 13 , , , cord-132843-ilxt4b6g 408 14 a a DT cord-132843-ilxt4b6g 408 15 geographical geographical JJ cord-132843-ilxt4b6g 408 16 region region NN cord-132843-ilxt4b6g 408 17 ) ) -RRB- cord-132843-ilxt4b6g 408 18 or or CC cord-132843-ilxt4b6g 408 19 a a DT cord-132843-ilxt4b6g 408 20 non non JJ cord-132843-ilxt4b6g 408 21 - - JJ cord-132843-ilxt4b6g 408 22 Euclidean euclidean JJ cord-132843-ilxt4b6g 408 23 region region NN cord-132843-ilxt4b6g 408 24 ( ( -LRB- cord-132843-ilxt4b6g 408 25 e.g. e.g. RB cord-132843-ilxt4b6g 408 26 , , , cord-132843-ilxt4b6g 408 27 a a DT cord-132843-ilxt4b6g 408 28 network network NN cord-132843-ilxt4b6g 408 29 topology topology NN cord-132843-ilxt4b6g 408 30 ) ) -RRB- cord-132843-ilxt4b6g 408 31 , , , cord-132843-ilxt4b6g 408 32 the the DT cord-132843-ilxt4b6g 408 33 pattern pattern NN cord-132843-ilxt4b6g 408 34 constraint constraint NN cord-132843-ilxt4b6g 408 35 C c NN cord-132843-ilxt4b6g 408 36 can can MD cord-132843-ilxt4b6g 408 37 be be VB cord-132843-ilxt4b6g 408 38 either either CC cord-132843-ilxt4b6g 408 39 constrained constrain VBN cord-132843-ilxt4b6g 408 40 to to IN cord-132843-ilxt4b6g 408 41 predefined predefined JJ cord-132843-ilxt4b6g 408 42 geometric geometric JJ cord-132843-ilxt4b6g 408 43 shapes shape NNS cord-132843-ilxt4b6g 408 44 such such JJ cord-132843-ilxt4b6g 408 45 as as IN cord-132843-ilxt4b6g 408 46 a a DT cord-132843-ilxt4b6g 408 47 circle circle NN cord-132843-ilxt4b6g 408 48 , , , cord-132843-ilxt4b6g 408 49 rectangle rectangle NN cord-132843-ilxt4b6g 408 50 , , , cord-132843-ilxt4b6g 408 51 or or CC cord-132843-ilxt4b6g 408 52 an an DT cord-132843-ilxt4b6g 408 53 irregular irregular JJ cord-132843-ilxt4b6g 408 54 shape shape NN cord-132843-ilxt4b6g 408 55 or or CC cord-132843-ilxt4b6g 408 56 subgraphs subgraphs NN cord-132843-ilxt4b6g 408 57 such such JJ cord-132843-ilxt4b6g 408 58 as as IN cord-132843-ilxt4b6g 408 59 connected connect VBN cord-132843-ilxt4b6g 408 60 , , , cord-132843-ilxt4b6g 408 61 cliques clique NNS cord-132843-ilxt4b6g 408 62 , , , cord-132843-ilxt4b6g 408 63 and and CC cord-132843-ilxt4b6g 408 64 k k NN cord-132843-ilxt4b6g 408 65 - - HYPH cord-132843-ilxt4b6g 408 66 cliques clique NNS cord-132843-ilxt4b6g 408 67 . . . cord-132843-ilxt4b6g 409 1 The the DT cord-132843-ilxt4b6g 409 2 problem problem NN cord-132843-ilxt4b6g 409 3 in in IN cord-132843-ilxt4b6g 409 4 Equation equation NN cord-132843-ilxt4b6g 409 5 ( ( -LRB- cord-132843-ilxt4b6g 409 6 8) 8) NNP cord-132843-ilxt4b6g 409 7 is be VBZ cord-132843-ilxt4b6g 409 8 nonconvex nonconvex JJ cord-132843-ilxt4b6g 409 9 and and CC cord-132843-ilxt4b6g 409 10 sometimes sometimes RB cord-132843-ilxt4b6g 409 11 even even RB cord-132843-ilxt4b6g 409 12 discrete discrete JJ cord-132843-ilxt4b6g 409 13 , , , cord-132843-ilxt4b6g 409 14 and and CC cord-132843-ilxt4b6g 409 15 hence hence RB cord-132843-ilxt4b6g 409 16 difficult difficult JJ cord-132843-ilxt4b6g 409 17 to to TO cord-132843-ilxt4b6g 409 18 solve solve VB cord-132843-ilxt4b6g 409 19 . . . cord-132843-ilxt4b6g 410 1 A a DT cord-132843-ilxt4b6g 410 2 generic generic JJ cord-132843-ilxt4b6g 410 3 way way NN cord-132843-ilxt4b6g 410 4 is be VBZ cord-132843-ilxt4b6g 410 5 to to TO cord-132843-ilxt4b6g 410 6 optimize optimize VB cord-132843-ilxt4b6g 410 7 F F NNP cord-132843-ilxt4b6g 410 8 using use VBG cord-132843-ilxt4b6g 410 9 sparse sparse JJ cord-132843-ilxt4b6g 410 10 feature feature NN cord-132843-ilxt4b6g 410 11 selection selection NN cord-132843-ilxt4b6g 410 12 ; ; : cord-132843-ilxt4b6g 410 13 there there EX cord-132843-ilxt4b6g 410 14 is be VBZ cord-132843-ilxt4b6g 410 15 a a DT cord-132843-ilxt4b6g 410 16 useful useful JJ cord-132843-ilxt4b6g 410 17 survey survey NN cord-132843-ilxt4b6g 410 18 provided provide VBN cord-132843-ilxt4b6g 410 19 in in IN cord-132843-ilxt4b6g 410 20 [ [ -LRB- cord-132843-ilxt4b6g 410 21 127 127 CD cord-132843-ilxt4b6g 410 22 ] ] -RRB- cord-132843-ilxt4b6g 411 1 and and CC cord-132843-ilxt4b6g 411 2 R r NN cord-132843-ilxt4b6g 411 3 can can MD cord-132843-ilxt4b6g 411 4 be be VB cord-132843-ilxt4b6g 411 5 defined define VBN cord-132843-ilxt4b6g 411 6 using use VBG cord-132843-ilxt4b6g 411 7 the the DT cord-132843-ilxt4b6g 411 8 two two CD cord-132843-ilxt4b6g 411 9 - - HYPH cord-132843-ilxt4b6g 411 10 step step NN cord-132843-ilxt4b6g 411 11 graph graph NN cord-132843-ilxt4b6g 411 12 - - HYPH cord-132843-ilxt4b6g 411 13 structured structured JJ cord-132843-ilxt4b6g 411 14 matching matching NN cord-132843-ilxt4b6g 411 15 method method NN cord-132843-ilxt4b6g 411 16 detailed detail VBN cord-132843-ilxt4b6g 411 17 in in IN cord-132843-ilxt4b6g 411 18 [ [ -LRB- cord-132843-ilxt4b6g 411 19 42 42 CD cord-132843-ilxt4b6g 411 20 ] ] -RRB- cord-132843-ilxt4b6g 411 21 . . . cord-132843-ilxt4b6g 412 1 More more RBR cord-132843-ilxt4b6g 412 2 recently recently RB cord-132843-ilxt4b6g 412 3 , , , cord-132843-ilxt4b6g 412 4 new new JJ cord-132843-ilxt4b6g 412 5 techniques technique NNS cord-132843-ilxt4b6g 412 6 have have VBP cord-132843-ilxt4b6g 412 7 been be VBN cord-132843-ilxt4b6g 412 8 developed develop VBN cord-132843-ilxt4b6g 412 9 that that WDT cord-132843-ilxt4b6g 412 10 are be VBP cord-132843-ilxt4b6g 412 11 capable capable JJ cord-132843-ilxt4b6g 412 12 of of IN cord-132843-ilxt4b6g 412 13 jointly jointly RB cord-132843-ilxt4b6g 412 14 learning learn VBG cord-132843-ilxt4b6g 412 15 both both DT cord-132843-ilxt4b6g 412 16 feature feature NN cord-132843-ilxt4b6g 412 17 and and CC cord-132843-ilxt4b6g 412 18 location location NN cord-132843-ilxt4b6g 412 19 selection selection NN cord-132843-ilxt4b6g 412 20 [ [ -LRB- cord-132843-ilxt4b6g 412 21 42 42 CD cord-132843-ilxt4b6g 412 22 , , , cord-132843-ilxt4b6g 412 23 187 187 CD cord-132843-ilxt4b6g 412 24 ] ] -RRB- cord-132843-ilxt4b6g 412 25 . . . cord-132843-ilxt4b6g 413 1 Event event NN cord-132843-ilxt4b6g 413 2 semantics semantic VBZ cord-132843-ilxt4b6g 413 3 prediction prediction NN cord-132843-ilxt4b6g 413 4 addresses address VBZ cord-132843-ilxt4b6g 413 5 the the DT cord-132843-ilxt4b6g 413 6 problem problem NN cord-132843-ilxt4b6g 413 7 of of IN cord-132843-ilxt4b6g 413 8 forecasting forecasting NN cord-132843-ilxt4b6g 413 9 topics topic NNS cord-132843-ilxt4b6g 413 10 , , , cord-132843-ilxt4b6g 413 11 descriptions description NNS cord-132843-ilxt4b6g 413 12 , , , cord-132843-ilxt4b6g 413 13 or or CC cord-132843-ilxt4b6g 413 14 other other JJ cord-132843-ilxt4b6g 413 15 metaattributes metaattribute NNS cord-132843-ilxt4b6g 413 16 in in IN cord-132843-ilxt4b6g 413 17 addition addition NN cord-132843-ilxt4b6g 413 18 to to IN cord-132843-ilxt4b6g 413 19 future future JJ cord-132843-ilxt4b6g 413 20 events event NNS cord-132843-ilxt4b6g 413 21 ' ' POS cord-132843-ilxt4b6g 413 22 times time NNS cord-132843-ilxt4b6g 413 23 and and CC cord-132843-ilxt4b6g 413 24 locations location NNS cord-132843-ilxt4b6g 413 25 . . . cord-132843-ilxt4b6g 414 1 Unlike unlike IN cord-132843-ilxt4b6g 414 2 time time NN cord-132843-ilxt4b6g 414 3 and and CC cord-132843-ilxt4b6g 414 4 location location NN cord-132843-ilxt4b6g 414 5 prediction prediction NN cord-132843-ilxt4b6g 414 6 , , , cord-132843-ilxt4b6g 414 7 the the DT cord-132843-ilxt4b6g 414 8 data datum NNS cord-132843-ilxt4b6g 414 9 in in IN cord-132843-ilxt4b6g 414 10 event event NN cord-132843-ilxt4b6g 414 11 semantics semantic NNS cord-132843-ilxt4b6g 414 12 prediction prediction NN cord-132843-ilxt4b6g 414 13 usually usually RB cord-132843-ilxt4b6g 414 14 involves involve VBZ cord-132843-ilxt4b6g 414 15 symbols symbol NNS cord-132843-ilxt4b6g 414 16 and and CC cord-132843-ilxt4b6g 414 17 natural natural JJ cord-132843-ilxt4b6g 414 18 languages language NNS cord-132843-ilxt4b6g 414 19 in in IN cord-132843-ilxt4b6g 414 20 addition addition NN cord-132843-ilxt4b6g 414 21 to to IN cord-132843-ilxt4b6g 414 22 numerical numerical JJ cord-132843-ilxt4b6g 414 23 quantities quantity NNS cord-132843-ilxt4b6g 414 24 , , , cord-132843-ilxt4b6g 414 25 which which WDT cord-132843-ilxt4b6g 414 26 means mean VBZ cord-132843-ilxt4b6g 414 27 different different JJ cord-132843-ilxt4b6g 414 28 types type NNS cord-132843-ilxt4b6g 414 29 of of IN cord-132843-ilxt4b6g 414 30 techniques technique NNS cord-132843-ilxt4b6g 414 31 may may MD cord-132843-ilxt4b6g 414 32 be be VB cord-132843-ilxt4b6g 414 33 utilized utilize VBN cord-132843-ilxt4b6g 414 34 . . . cord-132843-ilxt4b6g 415 1 The the DT cord-132843-ilxt4b6g 415 2 data datum NNS cord-132843-ilxt4b6g 415 3 are be VBP cord-132843-ilxt4b6g 415 4 categorized categorize VBN cord-132843-ilxt4b6g 415 5 into into IN cord-132843-ilxt4b6g 415 6 three three CD cord-132843-ilxt4b6g 415 7 types type NNS cord-132843-ilxt4b6g 415 8 based base VBN cord-132843-ilxt4b6g 415 9 on on IN cord-132843-ilxt4b6g 415 10 how how WRB cord-132843-ilxt4b6g 415 11 the the DT cord-132843-ilxt4b6g 415 12 historical historical JJ cord-132843-ilxt4b6g 415 13 data datum NNS cord-132843-ilxt4b6g 415 14 are be VBP cord-132843-ilxt4b6g 415 15 organized organize VBN cord-132843-ilxt4b6g 415 16 and and CC cord-132843-ilxt4b6g 415 17 utilized utilize VBN cord-132843-ilxt4b6g 415 18 to to TO cord-132843-ilxt4b6g 415 19 infer infer VB cord-132843-ilxt4b6g 415 20 future future JJ cord-132843-ilxt4b6g 415 21 events event NNS cord-132843-ilxt4b6g 415 22 . . . cord-132843-ilxt4b6g 416 1 The the DT cord-132843-ilxt4b6g 416 2 first first JJ cord-132843-ilxt4b6g 416 3 of of IN cord-132843-ilxt4b6g 416 4 these these DT cord-132843-ilxt4b6g 416 5 categories category NNS cord-132843-ilxt4b6g 416 6 covers cover VBZ cord-132843-ilxt4b6g 416 7 rule rule NN cord-132843-ilxt4b6g 416 8 - - HYPH cord-132843-ilxt4b6g 416 9 based base VBN cord-132843-ilxt4b6g 416 10 methods method NNS cord-132843-ilxt4b6g 416 11 , , , cord-132843-ilxt4b6g 416 12 where where WRB cord-132843-ilxt4b6g 416 13 future future JJ cord-132843-ilxt4b6g 416 14 event event NN cord-132843-ilxt4b6g 416 15 precursors precursor NNS cord-132843-ilxt4b6g 416 16 are be VBP cord-132843-ilxt4b6g 416 17 extracted extract VBN cord-132843-ilxt4b6g 416 18 by by IN cord-132843-ilxt4b6g 416 19 mining mining NN cord-132843-ilxt4b6g 416 20 association association NN cord-132843-ilxt4b6g 416 21 or or CC cord-132843-ilxt4b6g 416 22 logical logical JJ cord-132843-ilxt4b6g 416 23 patterns pattern NNS cord-132843-ilxt4b6g 416 24 in in IN cord-132843-ilxt4b6g 416 25 historical historical JJ cord-132843-ilxt4b6g 416 26 data datum NNS cord-132843-ilxt4b6g 416 27 . . . cord-132843-ilxt4b6g 417 1 The the DT cord-132843-ilxt4b6g 417 2 second second JJ cord-132843-ilxt4b6g 417 3 type type NN cord-132843-ilxt4b6g 417 4 is be VBZ cord-132843-ilxt4b6g 417 5 sequence sequence NN cord-132843-ilxt4b6g 417 6 - - HYPH cord-132843-ilxt4b6g 417 7 based base VBN cord-132843-ilxt4b6g 417 8 , , , cord-132843-ilxt4b6g 417 9 considering consider VBG cord-132843-ilxt4b6g 417 10 event event NN cord-132843-ilxt4b6g 417 11 occurrence occurrence NN cord-132843-ilxt4b6g 417 12 to to TO cord-132843-ilxt4b6g 417 13 be be VB cord-132843-ilxt4b6g 417 14 a a DT cord-132843-ilxt4b6g 417 15 consequence consequence NN cord-132843-ilxt4b6g 417 16 of of IN cord-132843-ilxt4b6g 417 17 temporal temporal JJ cord-132843-ilxt4b6g 417 18 event event NN cord-132843-ilxt4b6g 417 19 chains chain NNS cord-132843-ilxt4b6g 417 20 . . . cord-132843-ilxt4b6g 418 1 The the DT cord-132843-ilxt4b6g 418 2 third third JJ cord-132843-ilxt4b6g 418 3 type type NN cord-132843-ilxt4b6g 418 4 further further RB cord-132843-ilxt4b6g 418 5 generalizes generalize VBZ cord-132843-ilxt4b6g 418 6 event event NN cord-132843-ilxt4b6g 418 7 chains chain NNS cord-132843-ilxt4b6g 418 8 into into IN cord-132843-ilxt4b6g 418 9 event event NN cord-132843-ilxt4b6g 418 10 graphs graph NNS cord-132843-ilxt4b6g 418 11 , , , cord-132843-ilxt4b6g 418 12 where where WRB cord-132843-ilxt4b6g 418 13 additional additional JJ cord-132843-ilxt4b6g 418 14 cross cross JJ cord-132843-ilxt4b6g 418 15 - - JJ cord-132843-ilxt4b6g 418 16 chain chain JJ cord-132843-ilxt4b6g 418 17 contexts context NNS cord-132843-ilxt4b6g 418 18 need need VBP cord-132843-ilxt4b6g 418 19 to to TO cord-132843-ilxt4b6g 418 20 be be VB cord-132843-ilxt4b6g 418 21 modeled model VBN cord-132843-ilxt4b6g 418 22 . . . cord-132843-ilxt4b6g 419 1 These these DT cord-132843-ilxt4b6g 419 2 are be VBP cord-132843-ilxt4b6g 419 3 discussed discuss VBN cord-132843-ilxt4b6g 419 4 in in IN cord-132843-ilxt4b6g 419 5 turn turn NN cord-132843-ilxt4b6g 419 6 below below RB cord-132843-ilxt4b6g 419 7 . . . cord-132843-ilxt4b6g 419 8 . . . cord-132843-ilxt4b6g 420 1 Association association NN cord-132843-ilxt4b6g 420 2 rule rule NN cord-132843-ilxt4b6g 420 3 - - HYPH cord-132843-ilxt4b6g 420 4 based base VBN cord-132843-ilxt4b6g 420 5 methods method NNS cord-132843-ilxt4b6g 420 6 are be VBP cord-132843-ilxt4b6g 420 7 amongst amongst IN cord-132843-ilxt4b6g 420 8 the the DT cord-132843-ilxt4b6g 420 9 most most RBS cord-132843-ilxt4b6g 420 10 classic classic JJ cord-132843-ilxt4b6g 420 11 approaches approach NNS cord-132843-ilxt4b6g 420 12 in in IN cord-132843-ilxt4b6g 420 13 data datum NNS cord-132843-ilxt4b6g 420 14 mining mining NN cord-132843-ilxt4b6g 420 15 domain domain NN cord-132843-ilxt4b6g 420 16 for for IN cord-132843-ilxt4b6g 420 17 event event NN cord-132843-ilxt4b6g 420 18 prediction prediction NN cord-132843-ilxt4b6g 420 19 , , , cord-132843-ilxt4b6g 420 20 typically typically RB cord-132843-ilxt4b6g 420 21 consisting consist VBG cord-132843-ilxt4b6g 420 22 of of IN cord-132843-ilxt4b6g 420 23 two two CD cord-132843-ilxt4b6g 420 24 steps step NNS cord-132843-ilxt4b6g 420 25 : : : cord-132843-ilxt4b6g 420 26 1 1 LS cord-132843-ilxt4b6g 420 27 ) ) -RRB- cord-132843-ilxt4b6g 420 28 learn learn VB cord-132843-ilxt4b6g 420 29 the the DT cord-132843-ilxt4b6g 420 30 associations association NNS cord-132843-ilxt4b6g 420 31 between between IN cord-132843-ilxt4b6g 420 32 precursors precursor NNS cord-132843-ilxt4b6g 420 33 and and CC cord-132843-ilxt4b6g 420 34 target target VB cord-132843-ilxt4b6g 420 35 events event NNS cord-132843-ilxt4b6g 420 36 , , , cord-132843-ilxt4b6g 420 37 and and CC cord-132843-ilxt4b6g 420 38 then then RB cord-132843-ilxt4b6g 420 39 2 2 CD cord-132843-ilxt4b6g 420 40 ) ) -RRB- cord-132843-ilxt4b6g 420 41 utilize utilize VBP cord-132843-ilxt4b6g 420 42 the the DT cord-132843-ilxt4b6g 420 43 learned learn VBN cord-132843-ilxt4b6g 420 44 associations association NNS cord-132843-ilxt4b6g 420 45 to to TO cord-132843-ilxt4b6g 420 46 predict predict VB cord-132843-ilxt4b6g 420 47 future future JJ cord-132843-ilxt4b6g 420 48 events event NNS cord-132843-ilxt4b6g 420 49 . . . cord-132843-ilxt4b6g 421 1 For for IN cord-132843-ilxt4b6g 421 2 the the DT cord-132843-ilxt4b6g 421 3 first first JJ cord-132843-ilxt4b6g 421 4 step step NN cord-132843-ilxt4b6g 421 5 , , , cord-132843-ilxt4b6g 421 6 for for IN cord-132843-ilxt4b6g 421 7 example example NN cord-132843-ilxt4b6g 421 8 , , , cord-132843-ilxt4b6g 421 9 an an DT cord-132843-ilxt4b6g 421 10 association association NN cord-132843-ilxt4b6g 421 11 could could MD cord-132843-ilxt4b6g 421 12 be be VB cord-132843-ilxt4b6g 421 13 x x SYM cord-132843-ilxt4b6g 421 14 = = NFP cord-132843-ilxt4b6g 421 15 { { -LRB- cord-132843-ilxt4b6g 421 16 " " `` cord-132843-ilxt4b6g 421 17 election election NN cord-132843-ilxt4b6g 421 18 " " '' cord-132843-ilxt4b6g 421 19 , , , cord-132843-ilxt4b6g 421 20 " " `` cord-132843-ilxt4b6g 421 21 fraud fraud NN cord-132843-ilxt4b6g 421 22 " " '' cord-132843-ilxt4b6g 421 23 } } -RRB- cord-132843-ilxt4b6g 422 1 → → IN cord-132843-ilxt4b6g 422 2 y y NNP cord-132843-ilxt4b6g 422 3 = = SYM cord-132843-ilxt4b6g 422 4 " " `` cord-132843-ilxt4b6g 422 5 protest protest NN cord-132843-ilxt4b6g 422 6 event event NN cord-132843-ilxt4b6g 422 7 " " '' cord-132843-ilxt4b6g 422 8 , , , cord-132843-ilxt4b6g 422 9 which which WDT cord-132843-ilxt4b6g 422 10 indicates indicate VBZ cord-132843-ilxt4b6g 422 11 that that IN cord-132843-ilxt4b6g 422 12 serious serious JJ cord-132843-ilxt4b6g 422 13 fraud fraud NN cord-132843-ilxt4b6g 422 14 occurring occur VBG cord-132843-ilxt4b6g 422 15 in in IN cord-132843-ilxt4b6g 422 16 an an DT cord-132843-ilxt4b6g 422 17 election election NN cord-132843-ilxt4b6g 422 18 process process NN cord-132843-ilxt4b6g 422 19 could could MD cord-132843-ilxt4b6g 422 20 lead lead VB cord-132843-ilxt4b6g 422 21 to to IN cord-132843-ilxt4b6g 422 22 future future JJ cord-132843-ilxt4b6g 422 23 protest protest NN cord-132843-ilxt4b6g 422 24 events event NNS cord-132843-ilxt4b6g 422 25 . . . cord-132843-ilxt4b6g 423 1 To to TO cord-132843-ilxt4b6g 423 2 discover discover VB cord-132843-ilxt4b6g 423 3 all all PDT cord-132843-ilxt4b6g 423 4 the the DT cord-132843-ilxt4b6g 423 5 significant significant JJ cord-132843-ilxt4b6g 423 6 associations association NNS cord-132843-ilxt4b6g 423 7 from from IN cord-132843-ilxt4b6g 423 8 the the DT cord-132843-ilxt4b6g 423 9 ocean ocean NN cord-132843-ilxt4b6g 423 10 of of IN cord-132843-ilxt4b6g 423 11 candidate candidate NN cord-132843-ilxt4b6g 423 12 rules rule NNS cord-132843-ilxt4b6g 423 13 efficiently efficiently RB cord-132843-ilxt4b6g 423 14 , , , cord-132843-ilxt4b6g 423 15 frequent frequent JJ cord-132843-ilxt4b6g 423 16 set set NN cord-132843-ilxt4b6g 423 17 mining mining NN cord-132843-ilxt4b6g 423 18 [ [ -LRB- cord-132843-ilxt4b6g 423 19 92 92 CD cord-132843-ilxt4b6g 423 20 ] ] -RRB- cord-132843-ilxt4b6g 423 21 can can MD cord-132843-ilxt4b6g 423 22 be be VB cord-132843-ilxt4b6g 423 23 leveraged leverage VBN cord-132843-ilxt4b6g 423 24 . . . cord-132843-ilxt4b6g 424 1 Each each DT cord-132843-ilxt4b6g 424 2 discovered discover VBN cord-132843-ilxt4b6g 424 3 rule rule NN cord-132843-ilxt4b6g 424 4 needs need VBZ cord-132843-ilxt4b6g 424 5 to to TO cord-132843-ilxt4b6g 424 6 come come VB cord-132843-ilxt4b6g 424 7 with with IN cord-132843-ilxt4b6g 424 8 both both DT cord-132843-ilxt4b6g 424 9 sufficient sufficient JJ cord-132843-ilxt4b6g 424 10 support support NN cord-132843-ilxt4b6g 424 11 and and CC cord-132843-ilxt4b6g 424 12 confidence confidence NN cord-132843-ilxt4b6g 424 13 . . . cord-132843-ilxt4b6g 425 1 Here here RB cord-132843-ilxt4b6g 425 2 , , , cord-132843-ilxt4b6g 425 3 support support NN cord-132843-ilxt4b6g 425 4 is be VBZ cord-132843-ilxt4b6g 425 5 defined define VBN cord-132843-ilxt4b6g 425 6 as as IN cord-132843-ilxt4b6g 425 7 the the DT cord-132843-ilxt4b6g 425 8 number number NN cord-132843-ilxt4b6g 425 9 of of IN cord-132843-ilxt4b6g 425 10 cases case NNS cord-132843-ilxt4b6g 425 11 where where WRB cord-132843-ilxt4b6g 425 12 both both DT cord-132843-ilxt4b6g 425 13 " " `` cord-132843-ilxt4b6g 425 14 x x SYM cord-132843-ilxt4b6g 425 15 " " '' cord-132843-ilxt4b6g 425 16 and and CC cord-132843-ilxt4b6g 425 17 " " `` cord-132843-ilxt4b6g 425 18 y y NNP cord-132843-ilxt4b6g 425 19 " " '' cord-132843-ilxt4b6g 425 20 co co NNS cord-132843-ilxt4b6g 425 21 - - NN cord-132843-ilxt4b6g 425 22 occur occur VB cord-132843-ilxt4b6g 425 23 , , , cord-132843-ilxt4b6g 425 24 while while IN cord-132843-ilxt4b6g 425 25 confidence confidence NN cord-132843-ilxt4b6g 425 26 means mean VBZ cord-132843-ilxt4b6g 425 27 the the DT cord-132843-ilxt4b6g 425 28 ratio ratio NN cord-132843-ilxt4b6g 425 29 indicating indicate VBG cord-132843-ilxt4b6g 425 30 that that IN cord-132843-ilxt4b6g 425 31 " " `` cord-132843-ilxt4b6g 425 32 y y NNP cord-132843-ilxt4b6g 425 33 " " '' cord-132843-ilxt4b6g 425 34 occurs occur VBZ cord-132843-ilxt4b6g 425 35 once once RB cord-132843-ilxt4b6g 425 36 " " `` cord-132843-ilxt4b6g 425 37 x x SYM cord-132843-ilxt4b6g 425 38 " " '' cord-132843-ilxt4b6g 425 39 happens happen VBZ cord-132843-ilxt4b6g 425 40 . . . cord-132843-ilxt4b6g 426 1 To to TO cord-132843-ilxt4b6g 426 2 better well RBR cord-132843-ilxt4b6g 426 3 estimate estimate VB cord-132843-ilxt4b6g 426 4 these these DT cord-132843-ilxt4b6g 426 5 discrimination discrimination NN cord-132843-ilxt4b6g 426 6 rules rule NNS cord-132843-ilxt4b6g 426 7 , , , cord-132843-ilxt4b6g 426 8 further further JJ cord-132843-ilxt4b6g 426 9 temporal temporal JJ cord-132843-ilxt4b6g 426 10 constraints constraint NNS cord-132843-ilxt4b6g 426 11 can can MD cord-132843-ilxt4b6g 426 12 be be VB cord-132843-ilxt4b6g 426 13 added add VBN cord-132843-ilxt4b6g 426 14 that that IN cord-132843-ilxt4b6g 426 15 require require VBP cord-132843-ilxt4b6g 426 16 the the DT cord-132843-ilxt4b6g 426 17 occurrence occurrence NN cord-132843-ilxt4b6g 426 18 time time NN cord-132843-ilxt4b6g 426 19 of of IN cord-132843-ilxt4b6g 426 20 " " `` cord-132843-ilxt4b6g 426 21 x x SYM cord-132843-ilxt4b6g 426 22 " " '' cord-132843-ilxt4b6g 426 23 and and CC cord-132843-ilxt4b6g 426 24 " " `` cord-132843-ilxt4b6g 426 25 y y NN cord-132843-ilxt4b6g 426 26 " " '' cord-132843-ilxt4b6g 426 27 to to TO cord-132843-ilxt4b6g 426 28 be be VB cord-132843-ilxt4b6g 426 29 sufficiently sufficiently RB cord-132843-ilxt4b6g 426 30 close close JJ cord-132843-ilxt4b6g 426 31 to to TO cord-132843-ilxt4b6g 426 32 be be VB cord-132843-ilxt4b6g 426 33 considered consider VBN cord-132843-ilxt4b6g 426 34 " " `` cord-132843-ilxt4b6g 426 35 co co NNS cord-132843-ilxt4b6g 426 36 - - NNS cord-132843-ilxt4b6g 426 37 occurrences occurrence NNS cord-132843-ilxt4b6g 426 38 " " '' cord-132843-ilxt4b6g 426 39 . . . cord-132843-ilxt4b6g 427 1 Once once IN cord-132843-ilxt4b6g 427 2 the the DT cord-132843-ilxt4b6g 427 3 frequent frequent JJ cord-132843-ilxt4b6g 427 4 set set NN cord-132843-ilxt4b6g 427 5 rules rule NNS cord-132843-ilxt4b6g 427 6 have have VBP cord-132843-ilxt4b6g 427 7 been be VBN cord-132843-ilxt4b6g 427 8 discovered discover VBN cord-132843-ilxt4b6g 427 9 , , , cord-132843-ilxt4b6g 427 10 pruning prune VBG cord-132843-ilxt4b6g 427 11 strategies strategy NNS cord-132843-ilxt4b6g 427 12 may may MD cord-132843-ilxt4b6g 427 13 be be VB cord-132843-ilxt4b6g 427 14 applied apply VBN cord-132843-ilxt4b6g 427 15 to to TO cord-132843-ilxt4b6g 427 16 retain retain VB cord-132843-ilxt4b6g 427 17 the the DT cord-132843-ilxt4b6g 427 18 most most RBS cord-132843-ilxt4b6g 427 19 accurate accurate JJ cord-132843-ilxt4b6g 427 20 and and CC cord-132843-ilxt4b6g 427 21 specific specific JJ cord-132843-ilxt4b6g 427 22 ones one NNS cord-132843-ilxt4b6g 427 23 , , , cord-132843-ilxt4b6g 427 24 with with IN cord-132843-ilxt4b6g 427 25 various various JJ cord-132843-ilxt4b6g 427 26 strategies strategy NNS cord-132843-ilxt4b6g 427 27 for for IN cord-132843-ilxt4b6g 427 28 generating generate VBG cord-132843-ilxt4b6g 427 29 final final JJ cord-132843-ilxt4b6g 427 30 predictions prediction NNS cord-132843-ilxt4b6g 427 31 [ [ -LRB- cord-132843-ilxt4b6g 427 32 92 92 CD cord-132843-ilxt4b6g 427 33 ] ] -RRB- cord-132843-ilxt4b6g 427 34 . . . cord-132843-ilxt4b6g 428 1 Specifically specifically RB cord-132843-ilxt4b6g 428 2 , , , cord-132843-ilxt4b6g 428 3 given give VBN cord-132843-ilxt4b6g 428 4 each each DT cord-132843-ilxt4b6g 428 5 new new JJ cord-132843-ilxt4b6g 428 6 observation observation NN cord-132843-ilxt4b6g 428 7 x x NN cord-132843-ilxt4b6g 428 8 ′ ′ CD cord-132843-ilxt4b6g 428 9 , , , cord-132843-ilxt4b6g 428 10 one one CD cord-132843-ilxt4b6g 428 11 of of IN cord-132843-ilxt4b6g 428 12 the the DT cord-132843-ilxt4b6g 428 13 simplest simple JJS cord-132843-ilxt4b6g 428 14 strategies strategy NNS cord-132843-ilxt4b6g 428 15 is be VBZ cord-132843-ilxt4b6g 428 16 to to TO cord-132843-ilxt4b6g 428 17 output output VB cord-132843-ilxt4b6g 428 18 the the DT cord-132843-ilxt4b6g 428 19 events event NNS cord-132843-ilxt4b6g 428 20 that that WDT cord-132843-ilxt4b6g 428 21 are be VBP cord-132843-ilxt4b6g 428 22 triggered trigger VBN cord-132843-ilxt4b6g 428 23 by by IN cord-132843-ilxt4b6g 428 24 any any DT cord-132843-ilxt4b6g 428 25 of of IN cord-132843-ilxt4b6g 428 26 the the DT cord-132843-ilxt4b6g 428 27 association association NN cord-132843-ilxt4b6g 428 28 rules rule NNS cord-132843-ilxt4b6g 428 29 starting start VBG cord-132843-ilxt4b6g 428 30 from from IN cord-132843-ilxt4b6g 428 31 event event NN cord-132843-ilxt4b6g 429 1 x x LS cord-132843-ilxt4b6g 429 2 ′ ′ CD cord-132843-ilxt4b6g 429 3 [ [ -LRB- cord-132843-ilxt4b6g 429 4 206 206 CD cord-132843-ilxt4b6g 429 5 ] ] -RRB- cord-132843-ilxt4b6g 429 6 . . . cord-132843-ilxt4b6g 430 1 Other other JJ cord-132843-ilxt4b6g 430 2 strategies strategy NNS cord-132843-ilxt4b6g 430 3 first first RB cord-132843-ilxt4b6g 430 4 rank rank VBP cord-132843-ilxt4b6g 430 5 the the DT cord-132843-ilxt4b6g 430 6 predicted predict VBN cord-132843-ilxt4b6g 430 7 results result NNS cord-132843-ilxt4b6g 430 8 based base VBN cord-132843-ilxt4b6g 430 9 on on IN cord-132843-ilxt4b6g 430 10 their -PRON- PRP$ cord-132843-ilxt4b6g 430 11 confidence confidence NN cord-132843-ilxt4b6g 430 12 and and CC cord-132843-ilxt4b6g 430 13 then then RB cord-132843-ilxt4b6g 430 14 predict predict VB cord-132843-ilxt4b6g 430 15 just just RB cord-132843-ilxt4b6g 430 16 the the DT cord-132843-ilxt4b6g 430 17 top top JJ cord-132843-ilxt4b6g 430 18 r r NN cord-132843-ilxt4b6g 430 19 events event NNS cord-132843-ilxt4b6g 430 20 [ [ -LRB- cord-132843-ilxt4b6g 430 21 252 252 CD cord-132843-ilxt4b6g 430 22 ] ] -RRB- cord-132843-ilxt4b6g 430 23 . . . cord-132843-ilxt4b6g 431 1 More more RBR cord-132843-ilxt4b6g 431 2 sophisticated sophisticated JJ cord-132843-ilxt4b6g 431 3 and and CC cord-132843-ilxt4b6g 431 4 rigorous rigorous JJ cord-132843-ilxt4b6g 431 5 strategies strategy NNS cord-132843-ilxt4b6g 431 6 tend tend VBP cord-132843-ilxt4b6g 431 7 to to TO cord-132843-ilxt4b6g 431 8 build build VB cord-132843-ilxt4b6g 431 9 a a DT cord-132843-ilxt4b6g 431 10 decision decision NN cord-132843-ilxt4b6g 431 11 list list NN cord-132843-ilxt4b6g 431 12 where where WRB cord-132843-ilxt4b6g 431 13 each each DT cord-132843-ilxt4b6g 431 14 element element NN cord-132843-ilxt4b6g 431 15 in in IN cord-132843-ilxt4b6g 431 16 the the DT cord-132843-ilxt4b6g 431 17 list list NN cord-132843-ilxt4b6g 431 18 is be VBZ cord-132843-ilxt4b6g 431 19 an an DT cord-132843-ilxt4b6g 431 20 association association NN cord-132843-ilxt4b6g 431 21 rule rule NN cord-132843-ilxt4b6g 431 22 mapping mapping NN cord-132843-ilxt4b6g 431 23 , , , cord-132843-ilxt4b6g 431 24 so so RB cord-132843-ilxt4b6g 431 25 once once IN cord-132843-ilxt4b6g 431 26 a a DT cord-132843-ilxt4b6g 431 27 generative generative JJ cord-132843-ilxt4b6g 431 28 model model NN cord-132843-ilxt4b6g 431 29 has have VBZ cord-132843-ilxt4b6g 431 30 been be VBN cord-132843-ilxt4b6g 431 31 built build VBN cord-132843-ilxt4b6g 431 32 for for IN cord-132843-ilxt4b6g 431 33 the the DT cord-132843-ilxt4b6g 431 34 decision decision NN cord-132843-ilxt4b6g 431 35 process process NN cord-132843-ilxt4b6g 431 36 , , , cord-132843-ilxt4b6g 431 37 the the DT cord-132843-ilxt4b6g 431 38 maximal maximal JJ cord-132843-ilxt4b6g 431 39 likelihood likelihood NN cord-132843-ilxt4b6g 431 40 can can MD cord-132843-ilxt4b6g 431 41 be be VB cord-132843-ilxt4b6g 431 42 leveraged leverage VBN cord-132843-ilxt4b6g 431 43 to to TO cord-132843-ilxt4b6g 431 44 optimize optimize VB cord-132843-ilxt4b6g 431 45 the the DT cord-132843-ilxt4b6g 431 46 order order NN cord-132843-ilxt4b6g 431 47 of of IN cord-132843-ilxt4b6g 431 48 the the DT cord-132843-ilxt4b6g 431 49 decision decision NN cord-132843-ilxt4b6g 431 50 list list NN cord-132843-ilxt4b6g 431 51 [ [ -LRB- cord-132843-ilxt4b6g 431 52 124 124 CD cord-132843-ilxt4b6g 431 53 ] ] -RRB- cord-132843-ilxt4b6g 431 54 . . . cord-132843-ilxt4b6g 432 1 This this DT cord-132843-ilxt4b6g 432 2 type type NN cord-132843-ilxt4b6g 432 3 of of IN cord-132843-ilxt4b6g 432 4 research research NN cord-132843-ilxt4b6g 432 5 leverages leverage VBZ cord-132843-ilxt4b6g 432 6 the the DT cord-132843-ilxt4b6g 432 7 causality causality NN cord-132843-ilxt4b6g 432 8 inferred infer VBN cord-132843-ilxt4b6g 432 9 among among IN cord-132843-ilxt4b6g 432 10 the the DT cord-132843-ilxt4b6g 432 11 historical historical JJ cord-132843-ilxt4b6g 432 12 events event NNS cord-132843-ilxt4b6g 432 13 to to TO cord-132843-ilxt4b6g 432 14 achieve achieve VB cord-132843-ilxt4b6g 432 15 future future JJ cord-132843-ilxt4b6g 432 16 event event NN cord-132843-ilxt4b6g 432 17 predictions prediction NNS cord-132843-ilxt4b6g 432 18 . . . cord-132843-ilxt4b6g 433 1 The the DT cord-132843-ilxt4b6g 433 2 data datum NNS cord-132843-ilxt4b6g 433 3 here here RB cord-132843-ilxt4b6g 433 4 typically typically RB cord-132843-ilxt4b6g 433 5 shares share VBZ cord-132843-ilxt4b6g 433 6 a a DT cord-132843-ilxt4b6g 433 7 generic generic JJ cord-132843-ilxt4b6g 433 8 framework framework NN cord-132843-ilxt4b6g 433 9 consisting consist VBG cord-132843-ilxt4b6g 433 10 of of IN cord-132843-ilxt4b6g 433 11 the the DT cord-132843-ilxt4b6g 433 12 following follow VBG cord-132843-ilxt4b6g 433 13 procedures procedure NNS cord-132843-ilxt4b6g 433 14 : : : cord-132843-ilxt4b6g 433 15 1 1 LS cord-132843-ilxt4b6g 433 16 ) ) -RRB- cord-132843-ilxt4b6g 433 17 event event NN cord-132843-ilxt4b6g 433 18 representation representation NN cord-132843-ilxt4b6g 433 19 , , , cord-132843-ilxt4b6g 433 20 2 2 CD cord-132843-ilxt4b6g 433 21 ) ) -RRB- cord-132843-ilxt4b6g 433 22 event event NN cord-132843-ilxt4b6g 433 23 graph graph NN cord-132843-ilxt4b6g 433 24 construction construction NN cord-132843-ilxt4b6g 433 25 , , , cord-132843-ilxt4b6g 433 26 and and CC cord-132843-ilxt4b6g 433 27 3 3 LS cord-132843-ilxt4b6g 433 28 ) ) -RRB- cord-132843-ilxt4b6g 434 1 future future JJ cord-132843-ilxt4b6g 434 2 event event NN cord-132843-ilxt4b6g 434 3 inference inference NN cord-132843-ilxt4b6g 434 4 . . . cord-132843-ilxt4b6g 435 1 Step step NN cord-132843-ilxt4b6g 435 2 1 1 CD cord-132843-ilxt4b6g 435 3 : : : cord-132843-ilxt4b6g 435 4 Event event NN cord-132843-ilxt4b6g 435 5 semantic semantic JJ cord-132843-ilxt4b6g 435 6 representation representation NN cord-132843-ilxt4b6g 435 7 . . . cord-132843-ilxt4b6g 436 1 This this DT cord-132843-ilxt4b6g 436 2 approach approach NN cord-132843-ilxt4b6g 436 3 typically typically RB cord-132843-ilxt4b6g 436 4 begins begin VBZ cord-132843-ilxt4b6g 436 5 by by IN cord-132843-ilxt4b6g 436 6 extracting extract VBG cord-132843-ilxt4b6g 436 7 the the DT cord-132843-ilxt4b6g 436 8 events event NNS cord-132843-ilxt4b6g 436 9 from from IN cord-132843-ilxt4b6g 436 10 the the DT cord-132843-ilxt4b6g 436 11 target target NN cord-132843-ilxt4b6g 436 12 texts text NNS cord-132843-ilxt4b6g 436 13 using use VBG cord-132843-ilxt4b6g 436 14 natural natural JJ cord-132843-ilxt4b6g 436 15 language language NN cord-132843-ilxt4b6g 436 16 processing processing NN cord-132843-ilxt4b6g 436 17 techniques technique NNS cord-132843-ilxt4b6g 436 18 such such JJ cord-132843-ilxt4b6g 436 19 as as IN cord-132843-ilxt4b6g 436 20 sanitization sanitization NN cord-132843-ilxt4b6g 436 21 , , , cord-132843-ilxt4b6g 436 22 tokenization tokenization NN cord-132843-ilxt4b6g 436 23 , , , cord-132843-ilxt4b6g 436 24 POS POS NNP cord-132843-ilxt4b6g 436 25 tag tag NN cord-132843-ilxt4b6g 436 26 analysis analysis NN cord-132843-ilxt4b6g 436 27 , , , cord-132843-ilxt4b6g 436 28 and and CC cord-132843-ilxt4b6g 436 29 name name NN cord-132843-ilxt4b6g 436 30 entity entity NN cord-132843-ilxt4b6g 436 31 recognition recognition NN cord-132843-ilxt4b6g 436 32 . . . cord-132843-ilxt4b6g 437 1 Several several JJ cord-132843-ilxt4b6g 437 2 types type NNS cord-132843-ilxt4b6g 437 3 of of IN cord-132843-ilxt4b6g 437 4 objects object NNS cord-132843-ilxt4b6g 437 5 can can MD cord-132843-ilxt4b6g 437 6 be be VB cord-132843-ilxt4b6g 437 7 extracted extract VBN cord-132843-ilxt4b6g 437 8 to to TO cord-132843-ilxt4b6g 437 9 represent represent VB cord-132843-ilxt4b6g 437 10 the the DT cord-132843-ilxt4b6g 437 11 events event NNS cord-132843-ilxt4b6g 437 12 : : : cord-132843-ilxt4b6g 437 13 i i NN cord-132843-ilxt4b6g 437 14 ) ) -RRB- cord-132843-ilxt4b6g 438 1 Noun Noun NNP cord-132843-ilxt4b6g 438 2 Phrase Phrase NNP cord-132843-ilxt4b6g 438 3 - - HYPH cord-132843-ilxt4b6g 438 4 based base VBN cord-132843-ilxt4b6g 438 5 [ [ -LRB- cord-132843-ilxt4b6g 438 6 39 39 CD cord-132843-ilxt4b6g 438 7 , , , cord-132843-ilxt4b6g 438 8 94 94 CD cord-132843-ilxt4b6g 438 9 , , , cord-132843-ilxt4b6g 438 10 111 111 CD cord-132843-ilxt4b6g 438 11 ] ] -RRB- cord-132843-ilxt4b6g 438 12 , , , cord-132843-ilxt4b6g 438 13 where where WRB cord-132843-ilxt4b6g 438 14 the the DT cord-132843-ilxt4b6g 438 15 noun noun NN cord-132843-ilxt4b6g 438 16 - - HYPH cord-132843-ilxt4b6g 438 17 phrase phrase NN cord-132843-ilxt4b6g 438 18 corresponds correspond VBZ cord-132843-ilxt4b6g 438 19 to to IN cord-132843-ilxt4b6g 438 20 each each DT cord-132843-ilxt4b6g 438 21 event event NN cord-132843-ilxt4b6g 438 22 ( ( -LRB- cord-132843-ilxt4b6g 438 23 for for IN cord-132843-ilxt4b6g 438 24 example example NN cord-132843-ilxt4b6g 438 25 , , , cord-132843-ilxt4b6g 438 26 " " '' cord-132843-ilxt4b6g 438 27 2008 2008 CD cord-132843-ilxt4b6g 438 28 Sichuan Sichuan NNP cord-132843-ilxt4b6g 438 29 Earthquake Earthquake NNP cord-132843-ilxt4b6g 438 30 " " '' cord-132843-ilxt4b6g 438 31 ) ) -RRB- cord-132843-ilxt4b6g 438 32 ; ; : cord-132843-ilxt4b6g 438 33 ii ii LS cord-132843-ilxt4b6g 438 34 ) ) -RRB- cord-132843-ilxt4b6g 439 1 Verbs Verbs NNP cord-132843-ilxt4b6g 439 2 and and CC cord-132843-ilxt4b6g 439 3 Nouns Nouns NNPS cord-132843-ilxt4b6g 439 4 [ [ -LRB- cord-132843-ilxt4b6g 439 5 112 112 CD cord-132843-ilxt4b6g 439 6 , , , cord-132843-ilxt4b6g 439 7 168 168 CD cord-132843-ilxt4b6g 439 8 ] ] -RRB- cord-132843-ilxt4b6g 439 9 , , , cord-132843-ilxt4b6g 439 10 where where WRB cord-132843-ilxt4b6g 439 11 an an DT cord-132843-ilxt4b6g 439 12 event event NN cord-132843-ilxt4b6g 439 13 is be VBZ cord-132843-ilxt4b6g 439 14 represented represent VBN cord-132843-ilxt4b6g 439 15 as as IN cord-132843-ilxt4b6g 439 16 a a DT cord-132843-ilxt4b6g 439 17 set set NN cord-132843-ilxt4b6g 439 18 of of IN cord-132843-ilxt4b6g 439 19 noun noun NN cord-132843-ilxt4b6g 439 20 - - HYPH cord-132843-ilxt4b6g 439 21 verb verb NN cord-132843-ilxt4b6g 439 22 pairs pair NNS cord-132843-ilxt4b6g 439 23 extracted extract VBN cord-132843-ilxt4b6g 439 24 from from IN cord-132843-ilxt4b6g 439 25 news news NN cord-132843-ilxt4b6g 439 26 headlines headline NNS cord-132843-ilxt4b6g 439 27 ( ( -LRB- cord-132843-ilxt4b6g 439 28 for for IN cord-132843-ilxt4b6g 439 29 example example NN cord-132843-ilxt4b6g 439 30 , , , cord-132843-ilxt4b6g 439 31 " " `` cord-132843-ilxt4b6g 439 32 < < XX cord-132843-ilxt4b6g 439 33 capture capture NN cord-132843-ilxt4b6g 439 34 , , , cord-132843-ilxt4b6g 439 35 people people NNS cord-132843-ilxt4b6g 439 36 > > XX cord-132843-ilxt4b6g 439 37 " " '' cord-132843-ilxt4b6g 439 38 , , , cord-132843-ilxt4b6g 439 39 " " '' cord-132843-ilxt4b6g 439 40 < < XX cord-132843-ilxt4b6g 439 41 escape escape NN cord-132843-ilxt4b6g 439 42 , , , cord-132843-ilxt4b6g 439 43 prison prison NN cord-132843-ilxt4b6g 439 44 > > XX cord-132843-ilxt4b6g 439 45 " " '' cord-132843-ilxt4b6g 439 46 , , , cord-132843-ilxt4b6g 439 47 or or CC cord-132843-ilxt4b6g 439 48 " " `` cord-132843-ilxt4b6g 439 49 < < XX cord-132843-ilxt4b6g 439 50 send send VBP cord-132843-ilxt4b6g 439 51 , , , cord-132843-ilxt4b6g 439 52 prison prison NN cord-132843-ilxt4b6g 439 53 > > XX cord-132843-ilxt4b6g 439 54 " " '' cord-132843-ilxt4b6g 439 55 ) ) -RRB- cord-132843-ilxt4b6g 439 56 ; ; : cord-132843-ilxt4b6g 439 57 and and CC cord-132843-ilxt4b6g 439 58 iii iii LS cord-132843-ilxt4b6g 439 59 ) ) -RRB- cord-132843-ilxt4b6g 440 1 Tuple tuple NN cord-132843-ilxt4b6g 440 2 - - HYPH cord-132843-ilxt4b6g 440 3 based base VBN cord-132843-ilxt4b6g 440 4 [ [ -LRB- cord-132843-ilxt4b6g 440 5 249 249 CD cord-132843-ilxt4b6g 440 6 ] ] -RRB- cord-132843-ilxt4b6g 440 7 , , , cord-132843-ilxt4b6g 440 8 where where WRB cord-132843-ilxt4b6g 440 9 each each DT cord-132843-ilxt4b6g 440 10 event event NN cord-132843-ilxt4b6g 440 11 is be VBZ cord-132843-ilxt4b6g 440 12 represented represent VBN cord-132843-ilxt4b6g 440 13 by by IN cord-132843-ilxt4b6g 440 14 a a DT cord-132843-ilxt4b6g 440 15 tuple tuple NN cord-132843-ilxt4b6g 440 16 consisting consist VBG cord-132843-ilxt4b6g 440 17 of of IN cord-132843-ilxt4b6g 440 18 objects object NNS cord-132843-ilxt4b6g 440 19 ( ( -LRB- cord-132843-ilxt4b6g 440 20 such such JJ cord-132843-ilxt4b6g 440 21 as as IN cord-132843-ilxt4b6g 440 22 actors actor NNS cord-132843-ilxt4b6g 440 23 , , , cord-132843-ilxt4b6g 440 24 instruments instrument NNS cord-132843-ilxt4b6g 440 25 , , , cord-132843-ilxt4b6g 440 26 or or CC cord-132843-ilxt4b6g 440 27 receptors receptor NNS cord-132843-ilxt4b6g 440 28 ) ) -RRB- cord-132843-ilxt4b6g 440 29 , , , cord-132843-ilxt4b6g 440 30 a a DT cord-132843-ilxt4b6g 440 31 relationship relationship NN cord-132843-ilxt4b6g 440 32 ( ( -LRB- cord-132843-ilxt4b6g 440 33 or or CC cord-132843-ilxt4b6g 440 34 property property NN cord-132843-ilxt4b6g 440 35 ) ) -RRB- cord-132843-ilxt4b6g 440 36 , , , cord-132843-ilxt4b6g 440 37 and and CC cord-132843-ilxt4b6g 440 38 time time NN cord-132843-ilxt4b6g 440 39 . . . cord-132843-ilxt4b6g 441 1 An an DT cord-132843-ilxt4b6g 441 2 RDF rdf NN cord-132843-ilxt4b6g 441 3 - - HYPH cord-132843-ilxt4b6g 441 4 based base VBN cord-132843-ilxt4b6g 441 5 format format NN cord-132843-ilxt4b6g 441 6 has have VBZ cord-132843-ilxt4b6g 441 7 also also RB cord-132843-ilxt4b6g 441 8 been be VBN cord-132843-ilxt4b6g 441 9 leveraged leverage VBN cord-132843-ilxt4b6g 441 10 in in IN cord-132843-ilxt4b6g 441 11 some some DT cord-132843-ilxt4b6g 441 12 works work NNS cord-132843-ilxt4b6g 441 13 [ [ -LRB- cord-132843-ilxt4b6g 441 14 57 57 CD cord-132843-ilxt4b6g 441 15 ] ] -RRB- cord-132843-ilxt4b6g 441 16 . . . cord-132843-ilxt4b6g 442 1 Step step NN cord-132843-ilxt4b6g 442 2 2 2 CD cord-132843-ilxt4b6g 442 3 : : : cord-132843-ilxt4b6g 442 4 Event event NN cord-132843-ilxt4b6g 442 5 causality causality NN cord-132843-ilxt4b6g 442 6 inference inference NN cord-132843-ilxt4b6g 442 7 . . . cord-132843-ilxt4b6g 443 1 The the DT cord-132843-ilxt4b6g 443 2 goal goal NN cord-132843-ilxt4b6g 443 3 here here RB cord-132843-ilxt4b6g 443 4 is be VBZ cord-132843-ilxt4b6g 443 5 to to TO cord-132843-ilxt4b6g 443 6 infer infer VB cord-132843-ilxt4b6g 443 7 the the DT cord-132843-ilxt4b6g 443 8 cause cause NN cord-132843-ilxt4b6g 443 9 - - HYPH cord-132843-ilxt4b6g 443 10 effect effect NN cord-132843-ilxt4b6g 443 11 pairs pair NNS cord-132843-ilxt4b6g 443 12 among among IN cord-132843-ilxt4b6g 443 13 historical historical JJ cord-132843-ilxt4b6g 443 14 events event NNS cord-132843-ilxt4b6g 443 15 . . . cord-132843-ilxt4b6g 444 1 Due due IN cord-132843-ilxt4b6g 444 2 to to IN cord-132843-ilxt4b6g 444 3 its -PRON- PRP$ cord-132843-ilxt4b6g 444 4 combinatorial combinatorial JJ cord-132843-ilxt4b6g 444 5 nature nature NN cord-132843-ilxt4b6g 444 6 , , , cord-132843-ilxt4b6g 444 7 narrowing narrow VBG cord-132843-ilxt4b6g 444 8 down down RP cord-132843-ilxt4b6g 444 9 the the DT cord-132843-ilxt4b6g 444 10 number number NN cord-132843-ilxt4b6g 444 11 of of IN cord-132843-ilxt4b6g 444 12 candidate candidate NN cord-132843-ilxt4b6g 444 13 pairs pair NNS cord-132843-ilxt4b6g 444 14 is be VBZ cord-132843-ilxt4b6g 444 15 crucial crucial JJ cord-132843-ilxt4b6g 444 16 . . . cord-132843-ilxt4b6g 445 1 Existing exist VBG cord-132843-ilxt4b6g 445 2 works work NNS cord-132843-ilxt4b6g 445 3 usually usually RB cord-132843-ilxt4b6g 445 4 begin begin VBP cord-132843-ilxt4b6g 445 5 by by IN cord-132843-ilxt4b6g 445 6 clustering cluster VBG cord-132843-ilxt4b6g 445 7 the the DT cord-132843-ilxt4b6g 445 8 events event NNS cord-132843-ilxt4b6g 445 9 into into IN cord-132843-ilxt4b6g 445 10 event event NN cord-132843-ilxt4b6g 445 11 chains chain NNS cord-132843-ilxt4b6g 445 12 , , , cord-132843-ilxt4b6g 445 13 each each DT cord-132843-ilxt4b6g 445 14 of of IN cord-132843-ilxt4b6g 445 15 which which WDT cord-132843-ilxt4b6g 445 16 consist consist VBP cord-132843-ilxt4b6g 445 17 of of IN cord-132843-ilxt4b6g 445 18 a a DT cord-132843-ilxt4b6g 445 19 sequence sequence NN cord-132843-ilxt4b6g 445 20 of of IN cord-132843-ilxt4b6g 445 21 time time NN cord-132843-ilxt4b6g 445 22 - - HYPH cord-132843-ilxt4b6g 445 23 ordered order VBN cord-132843-ilxt4b6g 445 24 events event NNS cord-132843-ilxt4b6g 445 25 under under IN cord-132843-ilxt4b6g 445 26 the the DT cord-132843-ilxt4b6g 445 27 relevant relevant JJ cord-132843-ilxt4b6g 445 28 semantics semantic NNS cord-132843-ilxt4b6g 445 29 , , , cord-132843-ilxt4b6g 445 30 typically typically RB cord-132843-ilxt4b6g 445 31 the the DT cord-132843-ilxt4b6g 445 32 same same JJ cord-132843-ilxt4b6g 445 33 topics topic NNS cord-132843-ilxt4b6g 445 34 , , , cord-132843-ilxt4b6g 445 35 actors actor NNS cord-132843-ilxt4b6g 445 36 , , , cord-132843-ilxt4b6g 445 37 and/or and/or CC cord-132843-ilxt4b6g 445 38 objects object NNS cord-132843-ilxt4b6g 445 39 [ [ -LRB- cord-132843-ilxt4b6g 445 40 2 2 CD cord-132843-ilxt4b6g 445 41 ] ] -RRB- cord-132843-ilxt4b6g 445 42 . . . cord-132843-ilxt4b6g 446 1 The the DT cord-132843-ilxt4b6g 446 2 causal causal JJ cord-132843-ilxt4b6g 446 3 relations relation NNS cord-132843-ilxt4b6g 446 4 among among IN cord-132843-ilxt4b6g 446 5 the the DT cord-132843-ilxt4b6g 446 6 event event NN cord-132843-ilxt4b6g 446 7 pairs pair NNS cord-132843-ilxt4b6g 446 8 can can MD cord-132843-ilxt4b6g 446 9 then then RB cord-132843-ilxt4b6g 446 10 be be VB cord-132843-ilxt4b6g 446 11 inferred infer VBN cord-132843-ilxt4b6g 446 12 in in IN cord-132843-ilxt4b6g 446 13 various various JJ cord-132843-ilxt4b6g 446 14 ways way NNS cord-132843-ilxt4b6g 446 15 . . . cord-132843-ilxt4b6g 447 1 The the DT cord-132843-ilxt4b6g 447 2 simplest simple JJS cord-132843-ilxt4b6g 447 3 approach approach NN cord-132843-ilxt4b6g 447 4 is be VBZ cord-132843-ilxt4b6g 447 5 just just RB cord-132843-ilxt4b6g 447 6 to to TO cord-132843-ilxt4b6g 447 7 consider consider VB cord-132843-ilxt4b6g 447 8 the the DT cord-132843-ilxt4b6g 447 9 likelihood likelihood NN cord-132843-ilxt4b6g 447 10 that that IN cord-132843-ilxt4b6g 447 11 y y NN cord-132843-ilxt4b6g 447 12 occurs occur VBZ cord-132843-ilxt4b6g 447 13 after after IN cord-132843-ilxt4b6g 447 14 x x NN cord-132843-ilxt4b6g 447 15 has have VBZ cord-132843-ilxt4b6g 447 16 occurred occur VBN cord-132843-ilxt4b6g 447 17 throughout throughout IN cord-132843-ilxt4b6g 447 18 the the DT cord-132843-ilxt4b6g 447 19 training training NN cord-132843-ilxt4b6g 447 20 data datum NNS cord-132843-ilxt4b6g 447 21 . . . cord-132843-ilxt4b6g 448 1 Other other JJ cord-132843-ilxt4b6g 448 2 methods method NNS cord-132843-ilxt4b6g 448 3 utilize utilize VBP cord-132843-ilxt4b6g 448 4 NLP NLP NNP cord-132843-ilxt4b6g 448 5 techniques technique NNS cord-132843-ilxt4b6g 448 6 to to TO cord-132843-ilxt4b6g 448 7 identify identify VB cord-132843-ilxt4b6g 448 8 causal causal JJ cord-132843-ilxt4b6g 448 9 mentions mention NNS cord-132843-ilxt4b6g 448 10 such such JJ cord-132843-ilxt4b6g 448 11 as as IN cord-132843-ilxt4b6g 448 12 causal causal JJ cord-132843-ilxt4b6g 448 13 connectives connective NNS cord-132843-ilxt4b6g 448 14 , , , cord-132843-ilxt4b6g 448 15 prepositions preposition NNS cord-132843-ilxt4b6g 448 16 , , , cord-132843-ilxt4b6g 448 17 and and CC cord-132843-ilxt4b6g 448 18 verbs verb NNS cord-132843-ilxt4b6g 448 19 [ [ -LRB- cord-132843-ilxt4b6g 448 20 168 168 CD cord-132843-ilxt4b6g 448 21 ] ] -RRB- cord-132843-ilxt4b6g 448 22 . . . cord-132843-ilxt4b6g 449 1 Some some DT cord-132843-ilxt4b6g 449 2 formulate formulate VBP cord-132843-ilxt4b6g 449 3 causal causal NN cord-132843-ilxt4b6g 449 4 - - HYPH cord-132843-ilxt4b6g 449 5 effect effect NN cord-132843-ilxt4b6g 449 6 relationship relationship NN cord-132843-ilxt4b6g 449 7 identification identification NN cord-132843-ilxt4b6g 449 8 as as IN cord-132843-ilxt4b6g 449 9 a a DT cord-132843-ilxt4b6g 449 10 classification classification NN cord-132843-ilxt4b6g 449 11 task task NN cord-132843-ilxt4b6g 449 12 where where WRB cord-132843-ilxt4b6g 449 13 the the DT cord-132843-ilxt4b6g 449 14 inputs input NNS cord-132843-ilxt4b6g 449 15 are be VBP cord-132843-ilxt4b6g 449 16 the the DT cord-132843-ilxt4b6g 449 17 cause cause NN cord-132843-ilxt4b6g 449 18 and and CC cord-132843-ilxt4b6g 449 19 effect effect NN cord-132843-ilxt4b6g 449 20 candidate candidate NN cord-132843-ilxt4b6g 449 21 events event NNS cord-132843-ilxt4b6g 449 22 , , , cord-132843-ilxt4b6g 449 23 often often RB cord-132843-ilxt4b6g 449 24 incorporating incorporate VBG cord-132843-ilxt4b6g 449 25 contextual contextual JJ cord-132843-ilxt4b6g 449 26 information information NN cord-132843-ilxt4b6g 449 27 including include VBG cord-132843-ilxt4b6g 449 28 related relate VBN cord-132843-ilxt4b6g 449 29 background background NN cord-132843-ilxt4b6g 449 30 knowledge knowledge NN cord-132843-ilxt4b6g 449 31 from from IN cord-132843-ilxt4b6g 449 32 web web NN cord-132843-ilxt4b6g 449 33 texts text NNS cord-132843-ilxt4b6g 449 34 . . . cord-132843-ilxt4b6g 450 1 Here here RB cord-132843-ilxt4b6g 450 2 , , , cord-132843-ilxt4b6g 450 3 the the DT cord-132843-ilxt4b6g 450 4 classifier classifier NN cord-132843-ilxt4b6g 450 5 is be VBZ cord-132843-ilxt4b6g 450 6 built build VBN cord-132843-ilxt4b6g 450 7 on on IN cord-132843-ilxt4b6g 450 8 a a DT cord-132843-ilxt4b6g 450 9 multi multi JJ cord-132843-ilxt4b6g 450 10 - - JJ cord-132843-ilxt4b6g 450 11 column column JJ cord-132843-ilxt4b6g 450 12 CNN CNN NNP cord-132843-ilxt4b6g 450 13 that that WDT cord-132843-ilxt4b6g 450 14 outputs output VBZ cord-132843-ilxt4b6g 450 15 either either CC cord-132843-ilxt4b6g 450 16 " " `` cord-132843-ilxt4b6g 450 17 1 1 CD cord-132843-ilxt4b6g 450 18 " " '' cord-132843-ilxt4b6g 450 19 or or CC cord-132843-ilxt4b6g 450 20 " " `` cord-132843-ilxt4b6g 450 21 0 0 NFP cord-132843-ilxt4b6g 450 22 " " '' cord-132843-ilxt4b6g 450 23 to to TO cord-132843-ilxt4b6g 450 24 indicate indicate VB cord-132843-ilxt4b6g 450 25 whether whether IN cord-132843-ilxt4b6g 450 26 the the DT cord-132843-ilxt4b6g 450 27 candidate candidate NN cord-132843-ilxt4b6g 450 28 has have VBZ cord-132843-ilxt4b6g 450 29 an an DT cord-132843-ilxt4b6g 450 30 effect effect NN cord-132843-ilxt4b6g 450 31 or or CC cord-132843-ilxt4b6g 450 32 not not RB cord-132843-ilxt4b6g 450 33 [ [ -LRB- cord-132843-ilxt4b6g 450 34 115 115 CD cord-132843-ilxt4b6g 450 35 ] ] -RRB- cord-132843-ilxt4b6g 450 36 . . . cord-132843-ilxt4b6g 451 1 In in IN cord-132843-ilxt4b6g 451 2 many many JJ cord-132843-ilxt4b6g 451 3 situations situation NNS cord-132843-ilxt4b6g 451 4 , , , cord-132843-ilxt4b6g 451 5 the the DT cord-132843-ilxt4b6g 451 6 cause cause NN cord-132843-ilxt4b6g 451 7 - - HYPH cord-132843-ilxt4b6g 451 8 effect effect NN cord-132843-ilxt4b6g 451 9 rules rule NNS cord-132843-ilxt4b6g 451 10 learned learn VBN cord-132843-ilxt4b6g 451 11 directly directly RB cord-132843-ilxt4b6g 451 12 using use VBG cord-132843-ilxt4b6g 451 13 the the DT cord-132843-ilxt4b6g 451 14 above above JJ cord-132843-ilxt4b6g 451 15 methods method NNS cord-132843-ilxt4b6g 451 16 can can MD cord-132843-ilxt4b6g 451 17 be be VB cord-132843-ilxt4b6g 451 18 too too RB cord-132843-ilxt4b6g 451 19 specific specific JJ cord-132843-ilxt4b6g 451 20 and and CC cord-132843-ilxt4b6g 451 21 sparse sparse JJ cord-132843-ilxt4b6g 451 22 , , , cord-132843-ilxt4b6g 451 23 with with IN cord-132843-ilxt4b6g 451 24 low low JJ cord-132843-ilxt4b6g 451 25 generalizability generalizability NN cord-132843-ilxt4b6g 451 26 , , , cord-132843-ilxt4b6g 451 27 so so CC cord-132843-ilxt4b6g 451 28 a a DT cord-132843-ilxt4b6g 451 29 typical typical JJ cord-132843-ilxt4b6g 451 30 next next JJ cord-132843-ilxt4b6g 451 31 step step NN cord-132843-ilxt4b6g 451 32 is be VBZ cord-132843-ilxt4b6g 451 33 to to TO cord-132843-ilxt4b6g 451 34 generalize generalize VB cord-132843-ilxt4b6g 451 35 the the DT cord-132843-ilxt4b6g 451 36 learned learn VBN cord-132843-ilxt4b6g 451 37 rules rule NNS cord-132843-ilxt4b6g 451 38 . . . cord-132843-ilxt4b6g 452 1 For for IN cord-132843-ilxt4b6g 452 2 example example NN cord-132843-ilxt4b6g 452 3 , , , cord-132843-ilxt4b6g 452 4 " " `` cord-132843-ilxt4b6g 452 5 Earthquake earthquake NN cord-132843-ilxt4b6g 452 6 hits hit VBZ cord-132843-ilxt4b6g 452 7 China China NNP cord-132843-ilxt4b6g 452 8 " " '' cord-132843-ilxt4b6g 452 9 → → SYM cord-132843-ilxt4b6g 452 10 " " `` cord-132843-ilxt4b6g 452 11 Red Red NNP cord-132843-ilxt4b6g 452 12 Cross Cross NNP cord-132843-ilxt4b6g 452 13 help help NN cord-132843-ilxt4b6g 452 14 sent send VBN cord-132843-ilxt4b6g 452 15 to to IN cord-132843-ilxt4b6g 452 16 Beijing Beijing NNP cord-132843-ilxt4b6g 452 17 " " `` cord-132843-ilxt4b6g 452 18 is be VBZ cord-132843-ilxt4b6g 452 19 a a DT cord-132843-ilxt4b6g 452 20 specific specific JJ cord-132843-ilxt4b6g 452 21 rule rule NN cord-132843-ilxt4b6g 452 22 that that WDT cord-132843-ilxt4b6g 452 23 can can MD cord-132843-ilxt4b6g 452 24 be be VB cord-132843-ilxt4b6g 452 25 generalized generalize VBN cord-132843-ilxt4b6g 452 26 to to IN cord-132843-ilxt4b6g 452 27 " " `` cord-132843-ilxt4b6g 452 28 Earthquake earthquake NN cord-132843-ilxt4b6g 452 29 hits hit VBZ cord-132843-ilxt4b6g 452 30 [ [ -LRB- cord-132843-ilxt4b6g 452 31 A a DT cord-132843-ilxt4b6g 452 32 country country NN cord-132843-ilxt4b6g 452 33 ] ] -RRB- cord-132843-ilxt4b6g 452 34 " " '' cord-132843-ilxt4b6g 453 1 → → IN cord-132843-ilxt4b6g 453 2 " " `` cord-132843-ilxt4b6g 453 3 Red Red NNP cord-132843-ilxt4b6g 453 4 Cross Cross NNP cord-132843-ilxt4b6g 453 5 help help NN cord-132843-ilxt4b6g 453 6 sent send VBN cord-132843-ilxt4b6g 453 7 to to IN cord-132843-ilxt4b6g 453 8 [ [ -LRB- cord-132843-ilxt4b6g 453 9 The the DT cord-132843-ilxt4b6g 453 10 capital capital NN cord-132843-ilxt4b6g 453 11 of of IN cord-132843-ilxt4b6g 453 12 this this DT cord-132843-ilxt4b6g 453 13 country country NN cord-132843-ilxt4b6g 453 14 ] ] -RRB- cord-132843-ilxt4b6g 453 15 " " '' cord-132843-ilxt4b6g 453 16 . . . cord-132843-ilxt4b6g 454 1 To to TO cord-132843-ilxt4b6g 454 2 achieve achieve VB cord-132843-ilxt4b6g 454 3 this this DT cord-132843-ilxt4b6g 454 4 , , , cord-132843-ilxt4b6g 454 5 some some DT cord-132843-ilxt4b6g 454 6 external external JJ cord-132843-ilxt4b6g 454 7 ontology ontology NN cord-132843-ilxt4b6g 454 8 or or CC cord-132843-ilxt4b6g 454 9 a a DT cord-132843-ilxt4b6g 454 10 knowledge knowledge NN cord-132843-ilxt4b6g 454 11 base base NN cord-132843-ilxt4b6g 454 12 is be VBZ cord-132843-ilxt4b6g 454 13 typically typically RB cord-132843-ilxt4b6g 454 14 needed need VBN cord-132843-ilxt4b6g 454 15 in in IN cord-132843-ilxt4b6g 454 16 order order NN cord-132843-ilxt4b6g 454 17 to to TO cord-132843-ilxt4b6g 454 18 establish establish VB cord-132843-ilxt4b6g 454 19 the the DT cord-132843-ilxt4b6g 454 20 underlying underlying JJ cord-132843-ilxt4b6g 454 21 relationships relationship NNS cord-132843-ilxt4b6g 454 22 among among IN cord-132843-ilxt4b6g 454 23 items item NNS cord-132843-ilxt4b6g 454 24 or or CC cord-132843-ilxt4b6g 454 25 provide provide VB cord-132843-ilxt4b6g 454 26 necessary necessary JJ cord-132843-ilxt4b6g 454 27 information information NN cord-132843-ilxt4b6g 454 28 on on IN cord-132843-ilxt4b6g 454 29 their -PRON- PRP$ cord-132843-ilxt4b6g 454 30 properties property NNS cord-132843-ilxt4b6g 454 31 , , , cord-132843-ilxt4b6g 454 32 such such JJ cord-132843-ilxt4b6g 454 33 as as IN cord-132843-ilxt4b6g 454 34 Wikipedia Wikipedia NNP cord-132843-ilxt4b6g 454 35 ( ( -LRB- cord-132843-ilxt4b6g 454 36 https://www.wikipedia.org/ https://www.wikipedia.org/ NNP cord-132843-ilxt4b6g 454 37 ) ) -RRB- cord-132843-ilxt4b6g 454 38 , , , cord-132843-ilxt4b6g 454 39 YAGO YAGO NNP cord-132843-ilxt4b6g 454 40 [ [ -LRB- cord-132843-ilxt4b6g 454 41 196 196 CD cord-132843-ilxt4b6g 454 42 ] ] -RRB- cord-132843-ilxt4b6g 454 43 , , , cord-132843-ilxt4b6g 454 44 WordNet WordNet NNP cord-132843-ilxt4b6g 454 45 [ [ -LRB- cord-132843-ilxt4b6g 454 46 75 75 CD cord-132843-ilxt4b6g 454 47 ] ] -RRB- cord-132843-ilxt4b6g 454 48 , , , cord-132843-ilxt4b6g 454 49 or or CC cord-132843-ilxt4b6g 454 50 ConceptNet ConceptNet NNPS cord-132843-ilxt4b6g 454 51 [ [ -LRB- cord-132843-ilxt4b6g 454 52 137 137 CD cord-132843-ilxt4b6g 454 53 ] ] -RRB- cord-132843-ilxt4b6g 454 54 . . . cord-132843-ilxt4b6g 455 1 Based base VBN cord-132843-ilxt4b6g 455 2 on on IN cord-132843-ilxt4b6g 455 3 these these DT cord-132843-ilxt4b6g 455 4 resources resource NNS cord-132843-ilxt4b6g 455 5 , , , cord-132843-ilxt4b6g 455 6 the the DT cord-132843-ilxt4b6g 455 7 similarity similarity NN cord-132843-ilxt4b6g 455 8 between between IN cord-132843-ilxt4b6g 455 9 two two CD cord-132843-ilxt4b6g 455 10 cause cause NN cord-132843-ilxt4b6g 455 11 - - HYPH cord-132843-ilxt4b6g 455 12 effect effect NN cord-132843-ilxt4b6g 455 13 pairs pair NNS cord-132843-ilxt4b6g 455 14 ( ( -LRB- cord-132843-ilxt4b6g 455 15 c c NNP cord-132843-ilxt4b6g 455 16 i i NNP cord-132843-ilxt4b6g 455 17 , , , cord-132843-ilxt4b6g 455 18 ε ε NNP cord-132843-ilxt4b6g 455 19 i i NNP cord-132843-ilxt4b6g 455 20 ) ) -RRB- cord-132843-ilxt4b6g 455 21 and and CC cord-132843-ilxt4b6g 455 22 ( ( -LRB- cord-132843-ilxt4b6g 455 23 c c NNP cord-132843-ilxt4b6g 455 24 j j NNP cord-132843-ilxt4b6g 455 25 , , , cord-132843-ilxt4b6g 455 26 ε ε NNP cord-132843-ilxt4b6g 455 27 j j NNP cord-132843-ilxt4b6g 455 28 ) ) -RRB- cord-132843-ilxt4b6g 455 29 can can MD cord-132843-ilxt4b6g 455 30 be be VB cord-132843-ilxt4b6g 455 31 computed compute VBN cord-132843-ilxt4b6g 455 32 by by IN cord-132843-ilxt4b6g 455 33 jointly jointly RB cord-132843-ilxt4b6g 455 34 considering consider VBG cord-132843-ilxt4b6g 455 35 the the DT cord-132843-ilxt4b6g 455 36 respective respective JJ cord-132843-ilxt4b6g 455 37 similarity similarity NN cord-132843-ilxt4b6g 455 38 of of IN cord-132843-ilxt4b6g 455 39 the the DT cord-132843-ilxt4b6g 455 40 putative putative JJ cord-132843-ilxt4b6g 455 41 cause cause NN cord-132843-ilxt4b6g 455 42 and and CC cord-132843-ilxt4b6g 455 43 effect effect NN cord-132843-ilxt4b6g 455 44 : : : cord-132843-ilxt4b6g 455 45 σ σ NNP cord-132843-ilxt4b6g 455 46 ( ( -LRB- cord-132843-ilxt4b6g 455 47 ( ( -LRB- cord-132843-ilxt4b6g 455 48 c c NNP cord-132843-ilxt4b6g 455 49 i i NNP cord-132843-ilxt4b6g 455 50 , , , cord-132843-ilxt4b6g 455 51 ε ε NNP cord-132843-ilxt4b6g 455 52 i i NNP cord-132843-ilxt4b6g 455 53 ) ) -RRB- cord-132843-ilxt4b6g 455 54 , , , cord-132843-ilxt4b6g 455 55 ( ( -LRB- cord-132843-ilxt4b6g 455 56 c c NNP cord-132843-ilxt4b6g 455 57 j j NNP cord-132843-ilxt4b6g 455 58 , , , cord-132843-ilxt4b6g 455 59 ε ε NNP cord-132843-ilxt4b6g 455 60 j j NNP cord-132843-ilxt4b6g 455 61 ) ) -RRB- cord-132843-ilxt4b6g 455 62 ) ) -RRB- cord-132843-ilxt4b6g 455 63 = = NFP cord-132843-ilxt4b6g 456 1 ( ( -LRB- cord-132843-ilxt4b6g 456 2 σ σ NNP cord-132843-ilxt4b6g 456 3 ( ( -LRB- cord-132843-ilxt4b6g 456 4 c c NNP cord-132843-ilxt4b6g 456 5 i i NNP cord-132843-ilxt4b6g 456 6 , , , cord-132843-ilxt4b6g 456 7 c c NNP cord-132843-ilxt4b6g 456 8 j j NNP cord-132843-ilxt4b6g 456 9 ) ) -RRB- cord-132843-ilxt4b6g 456 10 + + CC cord-132843-ilxt4b6g 456 11 σ σ NNP cord-132843-ilxt4b6g 456 12 ( ( -LRB- cord-132843-ilxt4b6g 456 13 ε ε NNP cord-132843-ilxt4b6g 456 14 i i NNP cord-132843-ilxt4b6g 456 15 , , , cord-132843-ilxt4b6g 456 16 ε ε NNP cord-132843-ilxt4b6g 456 17 j j NNP cord-132843-ilxt4b6g 456 18 ) ) -RRB- cord-132843-ilxt4b6g 456 19 ) ) -RRB- cord-132843-ilxt4b6g 456 20 /2 /2 . cord-132843-ilxt4b6g 456 21 . . . cord-132843-ilxt4b6g 457 1 An an DT cord-132843-ilxt4b6g 457 2 appropriate appropriate JJ cord-132843-ilxt4b6g 457 3 algorithm algorithm NN cord-132843-ilxt4b6g 457 4 can can MD cord-132843-ilxt4b6g 457 5 then then RB cord-132843-ilxt4b6g 457 6 be be VB cord-132843-ilxt4b6g 457 7 utilized utilize VBN cord-132843-ilxt4b6g 457 8 to to TO cord-132843-ilxt4b6g 457 9 apply apply VB cord-132843-ilxt4b6g 457 10 hierarchical hierarchical JJ cord-132843-ilxt4b6g 457 11 agglomerative agglomerative JJ cord-132843-ilxt4b6g 457 12 clustering clustering NN cord-132843-ilxt4b6g 457 13 to to TO cord-132843-ilxt4b6g 457 14 group group VB cord-132843-ilxt4b6g 457 15 them -PRON- PRP cord-132843-ilxt4b6g 457 16 and and CC cord-132843-ilxt4b6g 457 17 hence hence RB cord-132843-ilxt4b6g 457 18 generate generate VBP cord-132843-ilxt4b6g 457 19 a a DT cord-132843-ilxt4b6g 457 20 data data NN cord-132843-ilxt4b6g 457 21 structure structure NN cord-132843-ilxt4b6g 457 22 that that WDT cord-132843-ilxt4b6g 457 23 can can MD cord-132843-ilxt4b6g 457 24 efficiently efficiently RB cord-132843-ilxt4b6g 457 25 manage manage VB cord-132843-ilxt4b6g 457 26 the the DT cord-132843-ilxt4b6g 457 27 task task NN cord-132843-ilxt4b6g 457 28 of of IN cord-132843-ilxt4b6g 457 29 storing store VBG cord-132843-ilxt4b6g 457 30 and and CC cord-132843-ilxt4b6g 457 31 querying query VBG cord-132843-ilxt4b6g 457 32 them -PRON- PRP cord-132843-ilxt4b6g 457 33 to to TO cord-132843-ilxt4b6g 457 34 identify identify VB cord-132843-ilxt4b6g 457 35 any any DT cord-132843-ilxt4b6g 457 36 cause cause NN cord-132843-ilxt4b6g 457 37 - - HYPH cord-132843-ilxt4b6g 457 38 effect effect NN cord-132843-ilxt4b6g 457 39 pairs pair NNS cord-132843-ilxt4b6g 457 40 . . . cord-132843-ilxt4b6g 458 1 For for IN cord-132843-ilxt4b6g 458 2 example example NN cord-132843-ilxt4b6g 458 3 , , , cord-132843-ilxt4b6g 458 4 [ [ -LRB- cord-132843-ilxt4b6g 458 5 168 168 CD cord-132843-ilxt4b6g 458 6 , , , cord-132843-ilxt4b6g 458 7 169 169 CD cord-132843-ilxt4b6g 458 8 , , , cord-132843-ilxt4b6g 458 9 190 190 CD cord-132843-ilxt4b6g 458 10 ] ] -RRB- cord-132843-ilxt4b6g 458 11 leverage leverage VB cord-132843-ilxt4b6g 458 12 an an DT cord-132843-ilxt4b6g 458 13 abstraction abstraction NN cord-132843-ilxt4b6g 458 14 tree tree NN cord-132843-ilxt4b6g 458 15 , , , cord-132843-ilxt4b6g 458 16 where where WRB cord-132843-ilxt4b6g 458 17 each each DT cord-132843-ilxt4b6g 458 18 leaf leaf NN cord-132843-ilxt4b6g 458 19 is be VBZ cord-132843-ilxt4b6g 458 20 an an DT cord-132843-ilxt4b6g 458 21 original original JJ cord-132843-ilxt4b6g 458 22 specific specific JJ cord-132843-ilxt4b6g 458 23 cause cause NN cord-132843-ilxt4b6g 458 24 - - HYPH cord-132843-ilxt4b6g 458 25 effect effect NN cord-132843-ilxt4b6g 458 26 pair pair NN cord-132843-ilxt4b6g 458 27 and and CC cord-132843-ilxt4b6g 458 28 each each DT cord-132843-ilxt4b6g 458 29 intermediate intermediate JJ cord-132843-ilxt4b6g 458 30 node node NN cord-132843-ilxt4b6g 458 31 is be VBZ cord-132843-ilxt4b6g 458 32 the the DT cord-132843-ilxt4b6g 458 33 centroid centroid NN cord-132843-ilxt4b6g 458 34 of of IN cord-132843-ilxt4b6g 458 35 a a DT cord-132843-ilxt4b6g 458 36 cluster cluster NN cord-132843-ilxt4b6g 458 37 . . . cord-132843-ilxt4b6g 459 1 Instead instead RB cord-132843-ilxt4b6g 459 2 of of IN cord-132843-ilxt4b6g 459 3 using use VBG cord-132843-ilxt4b6g 459 4 hierarchical hierarchical JJ cord-132843-ilxt4b6g 459 5 clustering clustering NN cord-132843-ilxt4b6g 459 6 , , , cord-132843-ilxt4b6g 459 7 [ [ -LRB- cord-132843-ilxt4b6g 459 8 249 249 CD cord-132843-ilxt4b6g 459 9 ] ] -RRB- cord-132843-ilxt4b6g 459 10 directly directly RB cord-132843-ilxt4b6g 459 11 uses use VBZ cord-132843-ilxt4b6g 459 12 the the DT cord-132843-ilxt4b6g 459 13 word word NN cord-132843-ilxt4b6g 459 14 ontology ontology NN cord-132843-ilxt4b6g 459 15 to to TO cord-132843-ilxt4b6g 459 16 simultaneously simultaneously RB cord-132843-ilxt4b6g 459 17 generalize generalize VB cord-132843-ilxt4b6g 459 18 cause cause NN cord-132843-ilxt4b6g 459 19 and and CC cord-132843-ilxt4b6g 459 20 effect effect NN cord-132843-ilxt4b6g 459 21 ( ( -LRB- cord-132843-ilxt4b6g 459 22 e.g. e.g. RB cord-132843-ilxt4b6g 459 23 , , , cord-132843-ilxt4b6g 459 24 the the DT cord-132843-ilxt4b6g 459 25 noun noun NN cord-132843-ilxt4b6g 459 26 " " `` cord-132843-ilxt4b6g 459 27 violet violet NN cord-132843-ilxt4b6g 459 28 " " '' cord-132843-ilxt4b6g 459 29 is be VBZ cord-132843-ilxt4b6g 459 30 generalized generalize VBN cord-132843-ilxt4b6g 459 31 to to IN cord-132843-ilxt4b6g 459 32 " " `` cord-132843-ilxt4b6g 459 33 purple purple JJ cord-132843-ilxt4b6g 459 34 " " '' cord-132843-ilxt4b6g 459 35 , , , cord-132843-ilxt4b6g 459 36 the the DT cord-132843-ilxt4b6g 459 37 verb verb NN cord-132843-ilxt4b6g 459 38 " " `` cord-132843-ilxt4b6g 459 39 kill kill NN cord-132843-ilxt4b6g 459 40 " " '' cord-132843-ilxt4b6g 459 41 is be VBZ cord-132843-ilxt4b6g 459 42 generalized generalize VBN cord-132843-ilxt4b6g 459 43 to to IN cord-132843-ilxt4b6g 459 44 " " `` cord-132843-ilxt4b6g 459 45 murder-42.1 murder-42.1 NNP cord-132843-ilxt4b6g 459 46 1 1 CD cord-132843-ilxt4b6g 459 47 ") ") '' cord-132843-ilxt4b6g 459 48 and and CC cord-132843-ilxt4b6g 459 49 then then RB cord-132843-ilxt4b6g 459 50 leverage leverage VB cord-132843-ilxt4b6g 459 51 a a DT cord-132843-ilxt4b6g 459 52 hierarchical hierarchical JJ cord-132843-ilxt4b6g 459 53 causal causal JJ cord-132843-ilxt4b6g 459 54 network network NN cord-132843-ilxt4b6g 459 55 to to TO cord-132843-ilxt4b6g 459 56 organize organize VB cord-132843-ilxt4b6g 459 57 the the DT cord-132843-ilxt4b6g 459 58 generalized generalized JJ cord-132843-ilxt4b6g 459 59 rules rule NNS cord-132843-ilxt4b6g 459 60 . . . cord-132843-ilxt4b6g 460 1 Step step NN cord-132843-ilxt4b6g 460 2 3 3 CD cord-132843-ilxt4b6g 460 3 : : : cord-132843-ilxt4b6g 461 1 Future future JJ cord-132843-ilxt4b6g 461 2 event event NN cord-132843-ilxt4b6g 461 3 Inference inference NN cord-132843-ilxt4b6g 461 4 . . . cord-132843-ilxt4b6g 462 1 Given give VBN cord-132843-ilxt4b6g 462 2 an an DT cord-132843-ilxt4b6g 462 3 arbitrary arbitrary JJ cord-132843-ilxt4b6g 462 4 query query NN cord-132843-ilxt4b6g 462 5 event event NN cord-132843-ilxt4b6g 462 6 , , , cord-132843-ilxt4b6g 462 7 two two CD cord-132843-ilxt4b6g 462 8 steps step NNS cord-132843-ilxt4b6g 462 9 are be VBP cord-132843-ilxt4b6g 462 10 needed need VBN cord-132843-ilxt4b6g 462 11 to to TO cord-132843-ilxt4b6g 462 12 infer infer VB cord-132843-ilxt4b6g 462 13 the the DT cord-132843-ilxt4b6g 462 14 future future JJ cord-132843-ilxt4b6g 462 15 events event NNS cord-132843-ilxt4b6g 462 16 caused cause VBN cord-132843-ilxt4b6g 462 17 by by IN cord-132843-ilxt4b6g 462 18 it -PRON- PRP cord-132843-ilxt4b6g 462 19 based base VBN cord-132843-ilxt4b6g 462 20 on on IN cord-132843-ilxt4b6g 462 21 the the DT cord-132843-ilxt4b6g 462 22 causality causality NN cord-132843-ilxt4b6g 462 23 of of IN cord-132843-ilxt4b6g 462 24 events event NNS cord-132843-ilxt4b6g 462 25 learned learn VBN cord-132843-ilxt4b6g 462 26 above above RB cord-132843-ilxt4b6g 462 27 . . . cord-132843-ilxt4b6g 463 1 First first RB cord-132843-ilxt4b6g 463 2 , , , cord-132843-ilxt4b6g 463 3 we -PRON- PRP cord-132843-ilxt4b6g 463 4 need need VBP cord-132843-ilxt4b6g 463 5 to to TO cord-132843-ilxt4b6g 463 6 retrieve retrieve VB cord-132843-ilxt4b6g 463 7 similar similar JJ cord-132843-ilxt4b6g 463 8 events event NNS cord-132843-ilxt4b6g 463 9 that that WDT cord-132843-ilxt4b6g 463 10 match match VBP cord-132843-ilxt4b6g 463 11 the the DT cord-132843-ilxt4b6g 463 12 query query NN cord-132843-ilxt4b6g 463 13 event event NN cord-132843-ilxt4b6g 463 14 from from IN cord-132843-ilxt4b6g 463 15 historical historical JJ cord-132843-ilxt4b6g 463 16 event event NN cord-132843-ilxt4b6g 463 17 pool pool NN cord-132843-ilxt4b6g 463 18 . . . cord-132843-ilxt4b6g 464 1 This this DT cord-132843-ilxt4b6g 464 2 requires require VBZ cord-132843-ilxt4b6g 464 3 the the DT cord-132843-ilxt4b6g 464 4 similarity similarity NN cord-132843-ilxt4b6g 464 5 between between IN cord-132843-ilxt4b6g 464 6 the the DT cord-132843-ilxt4b6g 464 7 query query NN cord-132843-ilxt4b6g 464 8 event event NN cord-132843-ilxt4b6g 464 9 and and CC cord-132843-ilxt4b6g 464 10 all all PDT cord-132843-ilxt4b6g 464 11 the the DT cord-132843-ilxt4b6g 464 12 historical historical JJ cord-132843-ilxt4b6g 464 13 events event NNS cord-132843-ilxt4b6g 464 14 to to TO cord-132843-ilxt4b6g 464 15 be be VB cord-132843-ilxt4b6g 464 16 calculated calculate VBN cord-132843-ilxt4b6g 464 17 . . . cord-132843-ilxt4b6g 465 1 To to TO cord-132843-ilxt4b6g 465 2 achieve achieve VB cord-132843-ilxt4b6g 465 3 this this DT cord-132843-ilxt4b6g 465 4 , , , cord-132843-ilxt4b6g 465 5 Lei Lei NNP cord-132843-ilxt4b6g 465 6 et et FW cord-132843-ilxt4b6g 465 7 al al NNP cord-132843-ilxt4b6g 465 8 . . . cord-132843-ilxt4b6g 466 1 [ [ -LRB- cord-132843-ilxt4b6g 466 2 123 123 CD cord-132843-ilxt4b6g 466 3 ] ] -RRB- cord-132843-ilxt4b6g 466 4 utilized utilize VBN cord-132843-ilxt4b6g 466 5 context context NN cord-132843-ilxt4b6g 466 6 information information NN cord-132843-ilxt4b6g 466 7 , , , cord-132843-ilxt4b6g 466 8 including include VBG cord-132843-ilxt4b6g 466 9 event event NN cord-132843-ilxt4b6g 466 10 time time NN cord-132843-ilxt4b6g 466 11 , , , cord-132843-ilxt4b6g 466 12 location location NN cord-132843-ilxt4b6g 466 13 , , , cord-132843-ilxt4b6g 466 14 and and CC cord-132843-ilxt4b6g 466 15 other other JJ cord-132843-ilxt4b6g 466 16 environmental environmental JJ cord-132843-ilxt4b6g 466 17 and and CC cord-132843-ilxt4b6g 466 18 descriptive descriptive JJ cord-132843-ilxt4b6g 466 19 information information NN cord-132843-ilxt4b6g 466 20 . . . cord-132843-ilxt4b6g 467 1 For for IN cord-132843-ilxt4b6g 467 2 methods method NNS cord-132843-ilxt4b6g 467 3 requiring require VBG cord-132843-ilxt4b6g 467 4 event event NN cord-132843-ilxt4b6g 467 5 generalization generalization NN cord-132843-ilxt4b6g 467 6 , , , cord-132843-ilxt4b6g 467 7 the the DT cord-132843-ilxt4b6g 467 8 first first JJ cord-132843-ilxt4b6g 467 9 step step NN cord-132843-ilxt4b6g 467 10 is be VBZ cord-132843-ilxt4b6g 467 11 to to TO cord-132843-ilxt4b6g 467 12 traverse traverse VB cord-132843-ilxt4b6g 467 13 the the DT cord-132843-ilxt4b6g 467 14 abstraction abstraction NN cord-132843-ilxt4b6g 467 15 tree tree NN cord-132843-ilxt4b6g 467 16 starting start VBG cord-132843-ilxt4b6g 467 17 from from IN cord-132843-ilxt4b6g 467 18 the the DT cord-132843-ilxt4b6g 467 19 root root NN cord-132843-ilxt4b6g 467 20 that that WDT cord-132843-ilxt4b6g 467 21 corresponds correspond VBZ cord-132843-ilxt4b6g 467 22 to to IN cord-132843-ilxt4b6g 467 23 the the DT cord-132843-ilxt4b6g 467 24 most most RBS cord-132843-ilxt4b6g 467 25 general general JJ cord-132843-ilxt4b6g 467 26 event event NN cord-132843-ilxt4b6g 467 27 rule rule NN cord-132843-ilxt4b6g 467 28 . . . cord-132843-ilxt4b6g 468 1 The the DT cord-132843-ilxt4b6g 468 2 search search NN cord-132843-ilxt4b6g 468 3 frontier frontier NN cord-132843-ilxt4b6g 468 4 then then RB cord-132843-ilxt4b6g 468 5 moves move VBZ cord-132843-ilxt4b6g 468 6 across across IN cord-132843-ilxt4b6g 468 7 the the DT cord-132843-ilxt4b6g 468 8 tree tree NN cord-132843-ilxt4b6g 468 9 if if IN cord-132843-ilxt4b6g 468 10 the the DT cord-132843-ilxt4b6g 468 11 child child NN cord-132843-ilxt4b6g 468 12 node node NN cord-132843-ilxt4b6g 468 13 is be VBZ cord-132843-ilxt4b6g 468 14 more more RBR cord-132843-ilxt4b6g 468 15 similar similar JJ cord-132843-ilxt4b6g 468 16 , , , cord-132843-ilxt4b6g 468 17 culminating culminate VBG cord-132843-ilxt4b6g 468 18 in in IN cord-132843-ilxt4b6g 468 19 the the DT cord-132843-ilxt4b6g 468 20 nodes node NNS cord-132843-ilxt4b6g 468 21 which which WDT cord-132843-ilxt4b6g 468 22 are be VBP cord-132843-ilxt4b6g 468 23 the the DT cord-132843-ilxt4b6g 468 24 least least JJS cord-132843-ilxt4b6g 468 25 general general JJ cord-132843-ilxt4b6g 468 26 but but CC cord-132843-ilxt4b6g 468 27 still still RB cord-132843-ilxt4b6g 468 28 similar similar JJ cord-132843-ilxt4b6g 468 29 to to IN cord-132843-ilxt4b6g 468 30 the the DT cord-132843-ilxt4b6g 468 31 new new JJ cord-132843-ilxt4b6g 468 32 event event NN cord-132843-ilxt4b6g 468 33 being be VBG cord-132843-ilxt4b6g 468 34 retrieved retrieve VBN cord-132843-ilxt4b6g 468 35 [ [ -LRB- cord-132843-ilxt4b6g 468 36 168 168 CD cord-132843-ilxt4b6g 468 37 ] ] -RRB- cord-132843-ilxt4b6g 468 38 . . . cord-132843-ilxt4b6g 469 1 Similarly similarly RB cord-132843-ilxt4b6g 469 2 , , , cord-132843-ilxt4b6g 469 3 [ [ -LRB- cord-132843-ilxt4b6g 469 4 45 45 CD cord-132843-ilxt4b6g 469 5 ] ] -RRB- cord-132843-ilxt4b6g 469 6 proposed propose VBD cord-132843-ilxt4b6g 469 7 another another DT cord-132843-ilxt4b6g 469 8 tree tree NN cord-132843-ilxt4b6g 469 9 structure structure NN cord-132843-ilxt4b6g 469 10 referred refer VBD cord-132843-ilxt4b6g 469 11 to to IN cord-132843-ilxt4b6g 469 12 as as IN cord-132843-ilxt4b6g 469 13 a a DT cord-132843-ilxt4b6g 469 14 " " `` cord-132843-ilxt4b6g 469 15 circular circular JJ cord-132843-ilxt4b6g 469 16 binary binary JJ cord-132843-ilxt4b6g 469 17 search search NN cord-132843-ilxt4b6g 469 18 tree tree NN cord-132843-ilxt4b6g 469 19 " " '' cord-132843-ilxt4b6g 469 20 to to TO cord-132843-ilxt4b6g 469 21 manage manage VB cord-132843-ilxt4b6g 469 22 the the DT cord-132843-ilxt4b6g 469 23 event event NN cord-132843-ilxt4b6g 469 24 occurrence occurrence NN cord-132843-ilxt4b6g 469 25 pattern pattern NN cord-132843-ilxt4b6g 469 26 . . . cord-132843-ilxt4b6g 470 1 We -PRON- PRP cord-132843-ilxt4b6g 470 2 can can MD cord-132843-ilxt4b6g 470 3 now now RB cord-132843-ilxt4b6g 470 4 apply apply VB cord-132843-ilxt4b6g 470 5 the the DT cord-132843-ilxt4b6g 470 6 learned learn VBN cord-132843-ilxt4b6g 470 7 predicate predicate NN cord-132843-ilxt4b6g 470 8 rules rule NNS cord-132843-ilxt4b6g 470 9 starting start VBG cord-132843-ilxt4b6g 470 10 from from IN cord-132843-ilxt4b6g 470 11 the the DT cord-132843-ilxt4b6g 470 12 retrieved retrieve VBN cord-132843-ilxt4b6g 470 13 event event NN cord-132843-ilxt4b6g 470 14 to to TO cord-132843-ilxt4b6g 470 15 obtain obtain VB cord-132843-ilxt4b6g 470 16 the the DT cord-132843-ilxt4b6g 470 17 prediction prediction NN cord-132843-ilxt4b6g 470 18 results result NNS cord-132843-ilxt4b6g 470 19 . . . cord-132843-ilxt4b6g 471 1 Since since IN cord-132843-ilxt4b6g 471 2 each each DT cord-132843-ilxt4b6g 471 3 cause cause NN cord-132843-ilxt4b6g 471 4 event event NN cord-132843-ilxt4b6g 471 5 can can MD cord-132843-ilxt4b6g 471 6 lead lead VB cord-132843-ilxt4b6g 471 7 to to IN cord-132843-ilxt4b6g 471 8 multiple multiple JJ cord-132843-ilxt4b6g 471 9 events event NNS cord-132843-ilxt4b6g 471 10 , , , cord-132843-ilxt4b6g 471 11 a a DT cord-132843-ilxt4b6g 471 12 convenient convenient JJ cord-132843-ilxt4b6g 471 13 way way NN cord-132843-ilxt4b6g 471 14 to to TO cord-132843-ilxt4b6g 471 15 determine determine VB cord-132843-ilxt4b6g 471 16 the the DT cord-132843-ilxt4b6g 471 17 final final JJ cord-132843-ilxt4b6g 471 18 prediction prediction NN cord-132843-ilxt4b6g 471 19 is be VBZ cord-132843-ilxt4b6g 471 20 to to TO cord-132843-ilxt4b6g 471 21 calculate calculate VB cord-132843-ilxt4b6g 471 22 the the DT cord-132843-ilxt4b6g 471 23 support support NN cord-132843-ilxt4b6g 471 24 [ [ -LRB- cord-132843-ilxt4b6g 471 25 168 168 CD cord-132843-ilxt4b6g 471 26 ] ] -RRB- cord-132843-ilxt4b6g 471 27 , , , cord-132843-ilxt4b6g 471 28 or or CC cord-132843-ilxt4b6g 471 29 conditional conditional JJ cord-132843-ilxt4b6g 471 30 probability probability NN cord-132843-ilxt4b6g 471 31 [ [ -LRB- cord-132843-ilxt4b6g 471 32 226 226 CD cord-132843-ilxt4b6g 471 33 ] ] -RRB- cord-132843-ilxt4b6g 471 34 of of IN cord-132843-ilxt4b6g 471 35 the the DT cord-132843-ilxt4b6g 471 36 rules rule NNS cord-132843-ilxt4b6g 471 37 . . . cord-132843-ilxt4b6g 472 1 Radinsky Radinsky NNP cord-132843-ilxt4b6g 472 2 et et FW cord-132843-ilxt4b6g 472 3 al al NNP cord-132843-ilxt4b6g 472 4 . . . cord-132843-ilxt4b6g 473 1 [ [ -LRB- cord-132843-ilxt4b6g 473 2 168 168 CD cord-132843-ilxt4b6g 473 3 ] ] -RRB- cord-132843-ilxt4b6g 473 4 took take VBD cord-132843-ilxt4b6g 473 5 a a DT cord-132843-ilxt4b6g 473 6 different different JJ cord-132843-ilxt4b6g 473 7 approach approach NN cord-132843-ilxt4b6g 473 8 , , , cord-132843-ilxt4b6g 473 9 instead instead RB cord-132843-ilxt4b6g 473 10 ranking rank VBG cord-132843-ilxt4b6g 473 11 the the DT cord-132843-ilxt4b6g 473 12 potential potential JJ cord-132843-ilxt4b6g 473 13 future future JJ cord-132843-ilxt4b6g 473 14 events event NNS cord-132843-ilxt4b6g 473 15 by by IN cord-132843-ilxt4b6g 473 16 their -PRON- PRP$ cord-132843-ilxt4b6g 473 17 similarity similarity NN cord-132843-ilxt4b6g 473 18 defined define VBN cord-132843-ilxt4b6g 473 19 by by IN cord-132843-ilxt4b6g 473 20 the the DT cord-132843-ilxt4b6g 473 21 length length NN cord-132843-ilxt4b6g 473 22 of of IN cord-132843-ilxt4b6g 473 23 their -PRON- PRP$ cord-132843-ilxt4b6g 473 24 minimal minimal JJ cord-132843-ilxt4b6g 473 25 generalization generalization NN cord-132843-ilxt4b6g 473 26 path path NN cord-132843-ilxt4b6g 473 27 . . . cord-132843-ilxt4b6g 474 1 For for IN cord-132843-ilxt4b6g 474 2 example example NN cord-132843-ilxt4b6g 474 3 , , , cord-132843-ilxt4b6g 474 4 the the DT cord-132843-ilxt4b6g 474 5 minimal minimal JJ cord-132843-ilxt4b6g 474 6 generalization generalization NN cord-132843-ilxt4b6g 474 7 path path NN cord-132843-ilxt4b6g 474 8 for for IN cord-132843-ilxt4b6g 474 9 " " `` cord-132843-ilxt4b6g 474 10 London London NNP cord-132843-ilxt4b6g 474 11 " " '' cord-132843-ilxt4b6g 474 12 and and CC cord-132843-ilxt4b6g 474 13 " " `` cord-132843-ilxt4b6g 474 14 Paris Paris NNP cord-132843-ilxt4b6g 474 15 " " '' cord-132843-ilxt4b6g 474 16 is be VBZ cord-132843-ilxt4b6g 474 17 " " `` cord-132843-ilxt4b6g 474 18 London London NNP cord-132843-ilxt4b6g 474 19 " " '' cord-132843-ilxt4b6g 474 20 Alternatively alternatively RB cord-132843-ilxt4b6g 474 21 , , , cord-132843-ilxt4b6g 474 22 Zhao Zhao NNP cord-132843-ilxt4b6g 474 23 et et NNP cord-132843-ilxt4b6g 474 24 al al NNP cord-132843-ilxt4b6g 474 25 . . . cord-132843-ilxt4b6g 475 1 [ [ -LRB- cord-132843-ilxt4b6g 475 2 249 249 CD cord-132843-ilxt4b6g 475 3 ] ] -RRB- cord-132843-ilxt4b6g 475 4 proposed propose VBN cord-132843-ilxt4b6g 475 5 embedding embed VBG cord-132843-ilxt4b6g 475 6 the the DT cord-132843-ilxt4b6g 475 7 event event NN cord-132843-ilxt4b6g 475 8 causality causality NN cord-132843-ilxt4b6g 475 9 network network NN cord-132843-ilxt4b6g 475 10 into into IN cord-132843-ilxt4b6g 475 11 a a DT cord-132843-ilxt4b6g 475 12 continuous continuous JJ cord-132843-ilxt4b6g 475 13 vector vector NN cord-132843-ilxt4b6g 475 14 space space NN cord-132843-ilxt4b6g 475 15 and and CC cord-132843-ilxt4b6g 475 16 then then RB cord-132843-ilxt4b6g 475 17 applying apply VBG cord-132843-ilxt4b6g 475 18 an an DT cord-132843-ilxt4b6g 475 19 energy energy NN cord-132843-ilxt4b6g 475 20 function function NN cord-132843-ilxt4b6g 475 21 designed design VBN cord-132843-ilxt4b6g 475 22 to to TO cord-132843-ilxt4b6g 475 23 rank rank VB cord-132843-ilxt4b6g 475 24 potential potential JJ cord-132843-ilxt4b6g 475 25 events event NNS cord-132843-ilxt4b6g 475 26 , , , cord-132843-ilxt4b6g 475 27 where where WRB cord-132843-ilxt4b6g 475 28 true true JJ cord-132843-ilxt4b6g 475 29 cause cause NN cord-132843-ilxt4b6g 475 30 - - HYPH cord-132843-ilxt4b6g 475 31 effect effect NN cord-132843-ilxt4b6g 475 32 pairs pair NNS cord-132843-ilxt4b6g 475 33 are be VBP cord-132843-ilxt4b6g 475 34 assumed assume VBN cord-132843-ilxt4b6g 475 35 to to TO cord-132843-ilxt4b6g 475 36 have have VB cord-132843-ilxt4b6g 475 37 low low JJ cord-132843-ilxt4b6g 475 38 energies energy NNS cord-132843-ilxt4b6g 475 39 . . . cord-132843-ilxt4b6g 476 1 These these DT cord-132843-ilxt4b6g 476 2 methods method NNS cord-132843-ilxt4b6g 476 3 share share VBP cord-132843-ilxt4b6g 476 4 a a DT cord-132843-ilxt4b6g 476 5 very very RB cord-132843-ilxt4b6g 476 6 straightforward straightforward JJ cord-132843-ilxt4b6g 476 7 problem problem NN cord-132843-ilxt4b6g 476 8 formulation formulation NN cord-132843-ilxt4b6g 476 9 . . . cord-132843-ilxt4b6g 477 1 Given give VBN cord-132843-ilxt4b6g 477 2 a a DT cord-132843-ilxt4b6g 477 3 temporal temporal JJ cord-132843-ilxt4b6g 477 4 sequence sequence NN cord-132843-ilxt4b6g 477 5 for for IN cord-132843-ilxt4b6g 477 6 a a DT cord-132843-ilxt4b6g 477 7 historical historical JJ cord-132843-ilxt4b6g 477 8 event event NN cord-132843-ilxt4b6g 477 9 chain chain NN cord-132843-ilxt4b6g 477 10 , , , cord-132843-ilxt4b6g 477 11 the the DT cord-132843-ilxt4b6g 477 12 goal goal NN cord-132843-ilxt4b6g 477 13 is be VBZ cord-132843-ilxt4b6g 477 14 to to TO cord-132843-ilxt4b6g 477 15 predict predict VB cord-132843-ilxt4b6g 477 16 the the DT cord-132843-ilxt4b6g 477 17 semantics semantic NNS cord-132843-ilxt4b6g 477 18 of of IN cord-132843-ilxt4b6g 477 19 the the DT cord-132843-ilxt4b6g 477 20 next next JJ cord-132843-ilxt4b6g 477 21 event event NN cord-132843-ilxt4b6g 477 22 using use VBG cord-132843-ilxt4b6g 477 23 sequence sequence NN cord-132843-ilxt4b6g 477 24 prediction prediction NN cord-132843-ilxt4b6g 477 25 [ [ -LRB- cord-132843-ilxt4b6g 477 26 26 26 CD cord-132843-ilxt4b6g 477 27 ] ] -RRB- cord-132843-ilxt4b6g 477 28 . . . cord-132843-ilxt4b6g 478 1 The the DT cord-132843-ilxt4b6g 478 2 existing exist VBG cord-132843-ilxt4b6g 478 3 methods method NNS cord-132843-ilxt4b6g 478 4 can can MD cord-132843-ilxt4b6g 478 5 be be VB cord-132843-ilxt4b6g 478 6 classified classify VBN cord-132843-ilxt4b6g 478 7 into into IN cord-132843-ilxt4b6g 478 8 four four CD cord-132843-ilxt4b6g 478 9 major major JJ cord-132843-ilxt4b6g 478 10 categories category NNS cord-132843-ilxt4b6g 478 11 : : : cord-132843-ilxt4b6g 478 12 1 1 CD cord-132843-ilxt4b6g 478 13 ) ) -RRB- cord-132843-ilxt4b6g 478 14 classical classical JJ cord-132843-ilxt4b6g 478 15 sequence sequence NN cord-132843-ilxt4b6g 478 16 prediction prediction NN cord-132843-ilxt4b6g 478 17 ; ; : cord-132843-ilxt4b6g 478 18 2 2 LS cord-132843-ilxt4b6g 478 19 ) ) -RRB- cord-132843-ilxt4b6g 478 20 recurrent recurrent JJ cord-132843-ilxt4b6g 478 21 neural neural JJ cord-132843-ilxt4b6g 478 22 networks network NNS cord-132843-ilxt4b6g 478 23 ; ; : cord-132843-ilxt4b6g 478 24 3 3 CD cord-132843-ilxt4b6g 478 25 ) ) -RRB- cord-132843-ilxt4b6g 478 26 Markov Markov NNP cord-132843-ilxt4b6g 478 27 chains chain NNS cord-132843-ilxt4b6g 478 28 ; ; : cord-132843-ilxt4b6g 478 29 and and CC cord-132843-ilxt4b6g 478 30 4 4 CD cord-132843-ilxt4b6g 478 31 ) ) -RRB- cord-132843-ilxt4b6g 478 32 time time NN cord-132843-ilxt4b6g 478 33 series series NN cord-132843-ilxt4b6g 478 34 predictions prediction NNS cord-132843-ilxt4b6g 478 35 . . . cord-132843-ilxt4b6g 479 1 Sequence sequence NN cord-132843-ilxt4b6g 479 2 classification classification NN cord-132843-ilxt4b6g 479 3 - - HYPH cord-132843-ilxt4b6g 479 4 based base VBN cord-132843-ilxt4b6g 479 5 methods method NNS cord-132843-ilxt4b6g 479 6 . . . cord-132843-ilxt4b6g 480 1 These these DT cord-132843-ilxt4b6g 480 2 methods method NNS cord-132843-ilxt4b6g 480 3 formulate formulate VBP cord-132843-ilxt4b6g 480 4 event event NN cord-132843-ilxt4b6g 480 5 semantic semantic JJ cord-132843-ilxt4b6g 480 6 prediction prediction NN cord-132843-ilxt4b6g 480 7 as as IN cord-132843-ilxt4b6g 480 8 a a DT cord-132843-ilxt4b6g 480 9 multi multi JJ cord-132843-ilxt4b6g 480 10 - - JJ cord-132843-ilxt4b6g 480 11 class class JJ cord-132843-ilxt4b6g 480 12 classification classification NN cord-132843-ilxt4b6g 480 13 problem problem NN cord-132843-ilxt4b6g 480 14 , , , cord-132843-ilxt4b6g 480 15 where where WRB cord-132843-ilxt4b6g 480 16 a a DT cord-132843-ilxt4b6g 480 17 finite finite JJ cord-132843-ilxt4b6g 480 18 number number NN cord-132843-ilxt4b6g 480 19 of of IN cord-132843-ilxt4b6g 480 20 candidate candidate NN cord-132843-ilxt4b6g 480 21 events event NNS cord-132843-ilxt4b6g 480 22 are be VBP cord-132843-ilxt4b6g 480 23 ranked rank VBN cord-132843-ilxt4b6g 480 24 and and CC cord-132843-ilxt4b6g 480 25 the the DT cord-132843-ilxt4b6g 480 26 top top RB cord-132843-ilxt4b6g 480 27 - - HYPH cord-132843-ilxt4b6g 480 28 ranked rank VBN cord-132843-ilxt4b6g 480 29 event event NN cord-132843-ilxt4b6g 480 30 is be VBZ cord-132843-ilxt4b6g 480 31 treated treat VBN cord-132843-ilxt4b6g 480 32 as as IN cord-132843-ilxt4b6g 480 33 the the DT cord-132843-ilxt4b6g 480 34 future future JJ cord-132843-ilxt4b6g 480 35 event event NN cord-132843-ilxt4b6g 480 36 semantic semantic NN cord-132843-ilxt4b6g 480 37 . . . cord-132843-ilxt4b6g 481 1 The the DT cord-132843-ilxt4b6g 481 2 objective objective JJ cord-132843-ilxt4b6g 481 3 isĈ isĉ NN cord-132843-ilxt4b6g 482 1 = = SYM cord-132843-ilxt4b6g 482 2 arg arg NNP cord-132843-ilxt4b6g 482 3 max max NNP cord-132843-ilxt4b6g 482 4 C C NNP cord-132843-ilxt4b6g 482 5 i i NN cord-132843-ilxt4b6g 482 6 u(s u(s NNP cord-132843-ilxt4b6g 482 7 T t NN cord-132843-ilxt4b6g 482 8 +1 +1 XX cord-132843-ilxt4b6g 483 1 = = SYM cord-132843-ilxt4b6g 483 2 C C NNP cord-132843-ilxt4b6g 483 3 i i NN cord-132843-ilxt4b6g 483 4 |s | VBD cord-132843-ilxt4b6g 483 5 1 1 CD cord-132843-ilxt4b6g 483 6 , , , cord-132843-ilxt4b6g 483 7 · · NFP cord-132843-ilxt4b6g 483 8 · · NFP cord-132843-ilxt4b6g 483 9 · · NFP cord-132843-ilxt4b6g 483 10 , , , cord-132843-ilxt4b6g 483 11 s s NNP cord-132843-ilxt4b6g 483 12 T T NNP cord-132843-ilxt4b6g 483 13 ) ) -RRB- cord-132843-ilxt4b6g 483 14 , , . cord-132843-ilxt4b6g 484 1 where where WRB cord-132843-ilxt4b6g 484 2 s s NN cord-132843-ilxt4b6g 484 3 T t NN cord-132843-ilxt4b6g 484 4 +1 +1 NN cord-132843-ilxt4b6g 484 5 denotes denote VBZ cord-132843-ilxt4b6g 484 6 the the DT cord-132843-ilxt4b6g 484 7 event event NN cord-132843-ilxt4b6g 484 8 semantic semantic NN cord-132843-ilxt4b6g 484 9 in in IN cord-132843-ilxt4b6g 484 10 time time NN cord-132843-ilxt4b6g 484 11 slot slot NN cord-132843-ilxt4b6g 484 12 T T NNP cord-132843-ilxt4b6g 484 13 +1 +1 XX cord-132843-ilxt4b6g 485 1 andĈ andĈ NNS cord-132843-ilxt4b6g 485 2 is be VBZ cord-132843-ilxt4b6g 485 3 the the DT cord-132843-ilxt4b6g 485 4 optimal optimal JJ cord-132843-ilxt4b6g 485 5 semantic semantic NN cord-132843-ilxt4b6g 485 6 among among IN cord-132843-ilxt4b6g 485 7 all all PDT cord-132843-ilxt4b6g 485 8 the the DT cord-132843-ilxt4b6g 485 9 semantic semantic JJ cord-132843-ilxt4b6g 485 10 candidates candidate NNS cord-132843-ilxt4b6g 486 1 C C NNP cord-132843-ilxt4b6g 486 2 i i PRP cord-132843-ilxt4b6g 486 3 ( ( -LRB- cord-132843-ilxt4b6g 486 4 i i NN cord-132843-ilxt4b6g 486 5 = = SYM cord-132843-ilxt4b6g 486 6 1 1 CD cord-132843-ilxt4b6g 486 7 , , , cord-132843-ilxt4b6g 486 8 · · NFP cord-132843-ilxt4b6g 486 9 · · NFP cord-132843-ilxt4b6g 486 10 · · NFP cord-132843-ilxt4b6g 486 11 ) ) -RRB- cord-132843-ilxt4b6g 486 12 . . . cord-132843-ilxt4b6g 487 1 Multi multi JJ cord-132843-ilxt4b6g 487 2 - - JJ cord-132843-ilxt4b6g 487 3 class class JJ cord-132843-ilxt4b6g 487 4 classification classification NN cord-132843-ilxt4b6g 487 5 problems problem NNS cord-132843-ilxt4b6g 487 6 can can MD cord-132843-ilxt4b6g 487 7 be be VB cord-132843-ilxt4b6g 487 8 split split VBN cord-132843-ilxt4b6g 487 9 into into IN cord-132843-ilxt4b6g 487 10 events event NNS cord-132843-ilxt4b6g 487 11 with with IN cord-132843-ilxt4b6g 487 12 different different JJ cord-132843-ilxt4b6g 487 13 topics topic NNS cord-132843-ilxt4b6g 487 14 / / SYM cord-132843-ilxt4b6g 487 15 semantic semantic JJ cord-132843-ilxt4b6g 487 16 meaning meaning NN cord-132843-ilxt4b6g 487 17 . . . cord-132843-ilxt4b6g 488 1 Three three CD cord-132843-ilxt4b6g 488 2 types type NNS cord-132843-ilxt4b6g 488 3 of of IN cord-132843-ilxt4b6g 488 4 sequence sequence NN cord-132843-ilxt4b6g 488 5 classification classification NN cord-132843-ilxt4b6g 488 6 methods method NNS cord-132843-ilxt4b6g 488 7 have have VBP cord-132843-ilxt4b6g 488 8 been be VBN cord-132843-ilxt4b6g 488 9 utilized utilize VBN cord-132843-ilxt4b6g 488 10 for for IN cord-132843-ilxt4b6g 488 11 this this DT cord-132843-ilxt4b6g 488 12 purpose purpose NN cord-132843-ilxt4b6g 488 13 , , , cord-132843-ilxt4b6g 488 14 namely namely RB cord-132843-ilxt4b6g 488 15 feature feature NN cord-132843-ilxt4b6g 488 16 - - HYPH cord-132843-ilxt4b6g 488 17 based base VBN cord-132843-ilxt4b6g 488 18 methods method NNS cord-132843-ilxt4b6g 488 19 , , , cord-132843-ilxt4b6g 488 20 prototype prototype NN cord-132843-ilxt4b6g 488 21 - - HYPH cord-132843-ilxt4b6g 488 22 based base VBN cord-132843-ilxt4b6g 488 23 methods method NNS cord-132843-ilxt4b6g 488 24 , , , cord-132843-ilxt4b6g 488 25 and and CC cord-132843-ilxt4b6g 488 26 model model NN cord-132843-ilxt4b6g 488 27 - - HYPH cord-132843-ilxt4b6g 488 28 based base VBN cord-132843-ilxt4b6g 488 29 methods method NNS cord-132843-ilxt4b6g 488 30 such such JJ cord-132843-ilxt4b6g 488 31 as as IN cord-132843-ilxt4b6g 488 32 Markov Markov NNP cord-132843-ilxt4b6g 488 33 models model NNS cord-132843-ilxt4b6g 488 34 . . . cord-132843-ilxt4b6g 489 1 • • NNP cord-132843-ilxt4b6g 490 1 Feature feature NN cord-132843-ilxt4b6g 490 2 - - HYPH cord-132843-ilxt4b6g 490 3 based base VBN cord-132843-ilxt4b6g 490 4 . . . cord-132843-ilxt4b6g 491 1 One one CD cord-132843-ilxt4b6g 491 2 of of IN cord-132843-ilxt4b6g 491 3 the the DT cord-132843-ilxt4b6g 491 4 simplest simple JJS cord-132843-ilxt4b6g 491 5 methods method NNS cord-132843-ilxt4b6g 491 6 is be VBZ cord-132843-ilxt4b6g 491 7 to to TO cord-132843-ilxt4b6g 491 8 ignore ignore VB cord-132843-ilxt4b6g 491 9 the the DT cord-132843-ilxt4b6g 491 10 temporal temporal JJ cord-132843-ilxt4b6g 491 11 relationships relationship NNS cord-132843-ilxt4b6g 491 12 among among IN cord-132843-ilxt4b6g 491 13 the the DT cord-132843-ilxt4b6g 491 14 events event NNS cord-132843-ilxt4b6g 491 15 in in IN cord-132843-ilxt4b6g 491 16 the the DT cord-132843-ilxt4b6g 491 17 chain chain NN cord-132843-ilxt4b6g 491 18 , , , cord-132843-ilxt4b6g 491 19 by by IN cord-132843-ilxt4b6g 491 20 either either CC cord-132843-ilxt4b6g 491 21 aggregating aggregate VBG cord-132843-ilxt4b6g 491 22 the the DT cord-132843-ilxt4b6g 491 23 inputs input NNS cord-132843-ilxt4b6g 491 24 or or CC cord-132843-ilxt4b6g 491 25 the the DT cord-132843-ilxt4b6g 491 26 outputs output NNS cord-132843-ilxt4b6g 491 27 . . . cord-132843-ilxt4b6g 492 1 Tama Tama NNP cord-132843-ilxt4b6g 492 2 and and CC cord-132843-ilxt4b6g 492 3 Comuzzi Comuzzi NNP cord-132843-ilxt4b6g 492 4 [ [ -LRB- cord-132843-ilxt4b6g 492 5 198 198 CD cord-132843-ilxt4b6g 492 6 ] ] -RRB- cord-132843-ilxt4b6g 492 7 formulated formulate VBN cord-132843-ilxt4b6g 492 8 historical historical JJ cord-132843-ilxt4b6g 492 9 event event NN cord-132843-ilxt4b6g 492 10 sequences sequence NNS cord-132843-ilxt4b6g 492 11 with with IN cord-132843-ilxt4b6g 492 12 multiple multiple JJ cord-132843-ilxt4b6g 492 13 attributes attribute NNS cord-132843-ilxt4b6g 492 14 for for IN cord-132843-ilxt4b6g 492 15 event event NN cord-132843-ilxt4b6g 492 16 prediction prediction NN cord-132843-ilxt4b6g 492 17 , , , cord-132843-ilxt4b6g 492 18 testing test VBG cord-132843-ilxt4b6g 492 19 multiple multiple JJ cord-132843-ilxt4b6g 492 20 conventional conventional JJ cord-132843-ilxt4b6g 492 21 classifiers classifier NNS cord-132843-ilxt4b6g 492 22 . . . cord-132843-ilxt4b6g 493 1 Another another DT cord-132843-ilxt4b6g 493 2 type type NN cord-132843-ilxt4b6g 493 3 of of IN cord-132843-ilxt4b6g 493 4 approach approach NN cord-132843-ilxt4b6g 493 5 based base VBN cord-132843-ilxt4b6g 493 6 on on IN cord-132843-ilxt4b6g 493 7 this this DT cord-132843-ilxt4b6g 493 8 notion notion NN cord-132843-ilxt4b6g 493 9 utilizes utilize VBZ cord-132843-ilxt4b6g 493 10 compositional compositional JJ cord-132843-ilxt4b6g 493 11 based base VBN cord-132843-ilxt4b6g 493 12 - - HYPH cord-132843-ilxt4b6g 493 13 methods method NNS cord-132843-ilxt4b6g 493 14 [ [ -LRB- cord-132843-ilxt4b6g 493 15 89 89 CD cord-132843-ilxt4b6g 493 16 ] ] -RRB- cord-132843-ilxt4b6g 493 17 that that WDT cord-132843-ilxt4b6g 493 18 typically typically RB cord-132843-ilxt4b6g 493 19 leverage leverage VBP cord-132843-ilxt4b6g 493 20 the the DT cord-132843-ilxt4b6g 493 21 assumption assumption NN cord-132843-ilxt4b6g 493 22 of of IN cord-132843-ilxt4b6g 493 23 independency independency NN cord-132843-ilxt4b6g 493 24 among among IN cord-132843-ilxt4b6g 493 25 the the DT cord-132843-ilxt4b6g 493 26 historical historical JJ cord-132843-ilxt4b6g 493 27 input input NN cord-132843-ilxt4b6g 493 28 events event NNS cord-132843-ilxt4b6g 493 29 to to TO cord-132843-ilxt4b6g 493 30 simplify simplify VB cord-132843-ilxt4b6g 493 31 the the DT cord-132843-ilxt4b6g 493 32 original original JJ cord-132843-ilxt4b6g 493 33 problem problem NN cord-132843-ilxt4b6g 493 34 u(s u(s NNP cord-132843-ilxt4b6g 493 35 T t NN cord-132843-ilxt4b6g 493 36 +1 +1 XX cord-132843-ilxt4b6g 494 1 |s |s NNP cord-132843-ilxt4b6g 494 2 1 1 CD cord-132843-ilxt4b6g 494 3 , , , cord-132843-ilxt4b6g 494 4 s s NN cord-132843-ilxt4b6g 494 5 2 2 CD cord-132843-ilxt4b6g 494 6 , , , cord-132843-ilxt4b6g 494 7 · · NFP cord-132843-ilxt4b6g 494 8 · · NFP cord-132843-ilxt4b6g 494 9 · · NFP cord-132843-ilxt4b6g 494 10 , , , cord-132843-ilxt4b6g 494 11 s s NNP cord-132843-ilxt4b6g 494 12 T t NN cord-132843-ilxt4b6g 494 13 ) ) -RRB- cord-132843-ilxt4b6g 494 14 = = NFP cord-132843-ilxt4b6g 495 1 u(s u(s NNP cord-132843-ilxt4b6g 495 2 T t NN cord-132843-ilxt4b6g 495 3 +1 +1 HYPH cord-132843-ilxt4b6g 495 4 |s |s NNP cord-132843-ilxt4b6g 495 5 ≤T ≤t IN cord-132843-ilxt4b6g 495 6 ) ) -RRB- cord-132843-ilxt4b6g 495 7 into into IN cord-132843-ilxt4b6g 495 8 v(u(s v(u(s NNP cord-132843-ilxt4b6g 495 9 T t NN cord-132843-ilxt4b6g 495 10 +1 +1 HYPH cord-132843-ilxt4b6g 495 11 |s |s NNP cord-132843-ilxt4b6g 495 12 1 1 CD cord-132843-ilxt4b6g 495 13 ) ) -RRB- cord-132843-ilxt4b6g 495 14 , , . cord-132843-ilxt4b6g 496 1 u(s u(s NNP cord-132843-ilxt4b6g 496 2 T t NN cord-132843-ilxt4b6g 496 3 +1 +1 HYPH cord-132843-ilxt4b6g 496 4 |s |s NNP cord-132843-ilxt4b6g 496 5 2 2 CD cord-132843-ilxt4b6g 496 6 ) ) -RRB- cord-132843-ilxt4b6g 496 7 , , , cord-132843-ilxt4b6g 496 8 · · NFP cord-132843-ilxt4b6g 496 9 · · NFP cord-132843-ilxt4b6g 496 10 · · NFP cord-132843-ilxt4b6g 496 11 , , , cord-132843-ilxt4b6g 496 12 u(s u(s NNP cord-132843-ilxt4b6g 496 13 T t NN cord-132843-ilxt4b6g 496 14 +1 +1 HYPH cord-132843-ilxt4b6g 496 15 |s |s JJ cord-132843-ilxt4b6g 496 16 T T NNP cord-132843-ilxt4b6g 496 17 ) ) -RRB- cord-132843-ilxt4b6g 496 18 ) ) -RRB- cord-132843-ilxt4b6g 497 1 where where WRB cord-132843-ilxt4b6g 497 2 v v NNP cord-132843-ilxt4b6g 497 3 ( ( -LRB- cord-132843-ilxt4b6g 497 4 · · NFP cord-132843-ilxt4b6g 497 5 ) ) -RRB- cord-132843-ilxt4b6g 497 6 is be VBZ cord-132843-ilxt4b6g 497 7 simply simply RB cord-132843-ilxt4b6g 497 8 an an DT cord-132843-ilxt4b6g 497 9 aggregation aggregation NN cord-132843-ilxt4b6g 497 10 function function NN cord-132843-ilxt4b6g 497 11 that that WDT cord-132843-ilxt4b6g 497 12 represents represent VBZ cord-132843-ilxt4b6g 497 13 a a DT cord-132843-ilxt4b6g 497 14 summation summation JJ cord-132843-ilxt4b6g 497 15 operation operation NN cord-132843-ilxt4b6g 497 16 over over IN cord-132843-ilxt4b6g 497 17 all all PDT cord-132843-ilxt4b6g 497 18 the the DT cord-132843-ilxt4b6g 497 19 components component NNS cord-132843-ilxt4b6g 497 20 . . . cord-132843-ilxt4b6g 498 1 Each each DT cord-132843-ilxt4b6g 498 2 component component NN cord-132843-ilxt4b6g 498 3 function function NN cord-132843-ilxt4b6g 498 4 u(s u(s NNP cord-132843-ilxt4b6g 498 5 T t NN cord-132843-ilxt4b6g 498 6 +1 +1 XX cord-132843-ilxt4b6g 499 1 |s |s NNP cord-132843-ilxt4b6g 499 2 i i NN cord-132843-ilxt4b6g 499 3 ) ) -RRB- cord-132843-ilxt4b6g 500 1 can can MD cord-132843-ilxt4b6g 500 2 then then RB cord-132843-ilxt4b6g 500 3 be be VB cord-132843-ilxt4b6g 500 4 calculated calculate VBN cord-132843-ilxt4b6g 500 5 by by IN cord-132843-ilxt4b6g 500 6 estimating estimate VBG cord-132843-ilxt4b6g 500 7 how how WRB cord-132843-ilxt4b6g 500 8 likely likely JJ cord-132843-ilxt4b6g 500 9 it -PRON- PRP cord-132843-ilxt4b6g 500 10 is be VBZ cord-132843-ilxt4b6g 500 11 that that IN cord-132843-ilxt4b6g 500 12 event event NN cord-132843-ilxt4b6g 500 13 semantic semantic NNP cord-132843-ilxt4b6g 500 14 s s POS cord-132843-ilxt4b6g 500 15 T t NN cord-132843-ilxt4b6g 500 16 +1 +1 XX cord-132843-ilxt4b6g 500 17 and and CC cord-132843-ilxt4b6g 500 18 s s VBZ cord-132843-ilxt4b6g 500 19 i i PRP cord-132843-ilxt4b6g 500 20 ( ( -LRB- cord-132843-ilxt4b6g 500 21 i i PRP cord-132843-ilxt4b6g 500 22 ≤ ≤ NNP cord-132843-ilxt4b6g 500 23 T T NNP cord-132843-ilxt4b6g 500 24 ) ) -RRB- cord-132843-ilxt4b6g 500 25 co co NNS cord-132843-ilxt4b6g 500 26 - - NN cord-132843-ilxt4b6g 500 27 occur occur VB cord-132843-ilxt4b6g 500 28 in in IN cord-132843-ilxt4b6g 500 29 the the DT cord-132843-ilxt4b6g 500 30 same same JJ cord-132843-ilxt4b6g 500 31 event event NN cord-132843-ilxt4b6g 500 32 chain chain NN cord-132843-ilxt4b6g 500 33 . . . cord-132843-ilxt4b6g 501 1 Granroth Granroth NNP cord-132843-ilxt4b6g 501 2 - - HYPH cord-132843-ilxt4b6g 501 3 Wilding Wilding NNP cord-132843-ilxt4b6g 501 4 and and CC cord-132843-ilxt4b6g 501 5 Clark Clark NNP cord-132843-ilxt4b6g 501 6 [ [ -LRB- cord-132843-ilxt4b6g 501 7 89 89 CD cord-132843-ilxt4b6g 501 8 ] ] -RRB- cord-132843-ilxt4b6g 501 9 investigated investigate VBD cord-132843-ilxt4b6g 501 10 various various JJ cord-132843-ilxt4b6g 501 11 models model NNS cord-132843-ilxt4b6g 501 12 ranging range VBG cord-132843-ilxt4b6g 501 13 from from IN cord-132843-ilxt4b6g 501 14 straightforward straightforward JJ cord-132843-ilxt4b6g 501 15 similarity similarity NN cord-132843-ilxt4b6g 501 16 scoring scoring NN cord-132843-ilxt4b6g 501 17 functions function NNS cord-132843-ilxt4b6g 501 18 through through IN cord-132843-ilxt4b6g 501 19 bigram bigram NN cord-132843-ilxt4b6g 501 20 models model NNS cord-132843-ilxt4b6g 501 21 and and CC cord-132843-ilxt4b6g 501 22 word word NN cord-132843-ilxt4b6g 501 23 embedding embedding NN cord-132843-ilxt4b6g 501 24 combined combine VBN cord-132843-ilxt4b6g 501 25 with with IN cord-132843-ilxt4b6g 501 26 similarity similarity NN cord-132843-ilxt4b6g 501 27 scoring scoring NN cord-132843-ilxt4b6g 501 28 functions function NNS cord-132843-ilxt4b6g 501 29 to to TO cord-132843-ilxt4b6g 501 30 newly newly RB cord-132843-ilxt4b6g 501 31 developed develop VBN cord-132843-ilxt4b6g 501 32 composition composition NN cord-132843-ilxt4b6g 501 33 neural neural JJ cord-132843-ilxt4b6g 501 34 networks network NNS cord-132843-ilxt4b6g 501 35 that that WDT cord-132843-ilxt4b6g 501 36 jointly jointly RB cord-132843-ilxt4b6g 501 37 learn learn VBP cord-132843-ilxt4b6g 501 38 the the DT cord-132843-ilxt4b6g 501 39 representation representation NN cord-132843-ilxt4b6g 501 40 of of IN cord-132843-ilxt4b6g 501 41 s s NNP cord-132843-ilxt4b6g 501 42 T T NNP cord-132843-ilxt4b6g 501 43 +1 +1 XX cord-132843-ilxt4b6g 501 44 and and CC cord-132843-ilxt4b6g 501 45 s s VBZ cord-132843-ilxt4b6g 501 46 i i PRP cord-132843-ilxt4b6g 502 1 and and CC cord-132843-ilxt4b6g 502 2 then then RB cord-132843-ilxt4b6g 502 3 calculate calculate VB cord-132843-ilxt4b6g 502 4 their -PRON- PRP$ cord-132843-ilxt4b6g 502 5 coherence coherence NN cord-132843-ilxt4b6g 502 6 . . . cord-132843-ilxt4b6g 503 1 Some some DT cord-132843-ilxt4b6g 503 2 other other JJ cord-132843-ilxt4b6g 503 3 researchers researcher NNS cord-132843-ilxt4b6g 503 4 have have VBP cord-132843-ilxt4b6g 503 5 gone go VBN cord-132843-ilxt4b6g 503 6 further further RB cord-132843-ilxt4b6g 503 7 to to TO cord-132843-ilxt4b6g 503 8 consider consider VB cord-132843-ilxt4b6g 503 9 the the DT cord-132843-ilxt4b6g 503 10 dependency dependency NN cord-132843-ilxt4b6g 503 11 among among IN cord-132843-ilxt4b6g 503 12 the the DT cord-132843-ilxt4b6g 503 13 historical historical JJ cord-132843-ilxt4b6g 503 14 events event NNS cord-132843-ilxt4b6g 503 15 . . . cord-132843-ilxt4b6g 504 1 For for IN cord-132843-ilxt4b6g 504 2 example example NN cord-132843-ilxt4b6g 504 3 , , , cord-132843-ilxt4b6g 504 4 Letham Letham NNP cord-132843-ilxt4b6g 504 5 et et NNP cord-132843-ilxt4b6g 504 6 al al NNP cord-132843-ilxt4b6g 504 7 . . . cord-132843-ilxt4b6g 505 1 [ [ -LRB- cord-132843-ilxt4b6g 505 2 125 125 CD cord-132843-ilxt4b6g 505 3 ] ] -RRB- cord-132843-ilxt4b6g 505 4 proposed propose VBN cord-132843-ilxt4b6g 505 5 to to IN cord-132843-ilxt4b6g 505 6 optimizing optimize VBG cord-132843-ilxt4b6g 505 7 the the DT cord-132843-ilxt4b6g 505 8 correct correct JJ cord-132843-ilxt4b6g 505 9 ordering ordering NN cord-132843-ilxt4b6g 505 10 among among IN cord-132843-ilxt4b6g 505 11 the the DT cord-132843-ilxt4b6g 505 12 candidate candidate NN cord-132843-ilxt4b6g 505 13 events event NNS cord-132843-ilxt4b6g 505 14 , , , cord-132843-ilxt4b6g 505 15 based base VBN cord-132843-ilxt4b6g 505 16 on on IN cord-132843-ilxt4b6g 505 17 the the DT cord-132843-ilxt4b6g 505 18 following following JJ cord-132843-ilxt4b6g 505 19 equation equation NN cord-132843-ilxt4b6g 505 20 : : : cord-132843-ilxt4b6g 505 21 where where WRB cord-132843-ilxt4b6g 505 22 the the DT cord-132843-ilxt4b6g 505 23 semantic semantic JJ cord-132843-ilxt4b6g 505 24 candidate candidate NN cord-132843-ilxt4b6g 505 25 in in IN cord-132843-ilxt4b6g 505 26 the the DT cord-132843-ilxt4b6g 505 27 set set NN cord-132843-ilxt4b6g 505 28 I -PRON- PRP cord-132843-ilxt4b6g 505 29 should should MD cord-132843-ilxt4b6g 505 30 be be VB cord-132843-ilxt4b6g 505 31 ranked rank VBN cord-132843-ilxt4b6g 505 32 strictly strictly RB cord-132843-ilxt4b6g 505 33 to to TO cord-132843-ilxt4b6g 505 34 be be VB cord-132843-ilxt4b6g 505 35 lower low JJR cord-132843-ilxt4b6g 505 36 than than IN cord-132843-ilxt4b6g 505 37 those those DT cord-132843-ilxt4b6g 505 38 in in IN cord-132843-ilxt4b6g 505 39 J J NNP cord-132843-ilxt4b6g 505 40 , , , cord-132843-ilxt4b6g 505 41 with with IN cord-132843-ilxt4b6g 505 42 the the DT cord-132843-ilxt4b6g 505 43 goal goal NN cord-132843-ilxt4b6g 505 44 being be VBG cord-132843-ilxt4b6g 505 45 to to TO cord-132843-ilxt4b6g 505 46 penalize penalize VB cord-132843-ilxt4b6g 505 47 the the DT cord-132843-ilxt4b6g 505 48 " " `` cord-132843-ilxt4b6g 505 49 incorrect incorrect JJ cord-132843-ilxt4b6g 505 50 ordering ordering NN cord-132843-ilxt4b6g 505 51 " " '' cord-132843-ilxt4b6g 505 52 . . . cord-132843-ilxt4b6g 506 1 Here here RB cord-132843-ilxt4b6g 506 2 , , , cord-132843-ilxt4b6g 506 3 1 1 LS cord-132843-ilxt4b6g 506 4 [ [ -LRB- cord-132843-ilxt4b6g 506 5 · · NFP cord-132843-ilxt4b6g 506 6 ] ] -RRB- cord-132843-ilxt4b6g 506 7 is be VBZ cord-132843-ilxt4b6g 506 8 an an DT cord-132843-ilxt4b6g 506 9 indicator indicator NN cord-132843-ilxt4b6g 506 10 function function NN cord-132843-ilxt4b6g 506 11 which which WDT cord-132843-ilxt4b6g 506 12 is be VBZ cord-132843-ilxt4b6g 506 13 discrete discrete JJ cord-132843-ilxt4b6g 506 14 such such JJ cord-132843-ilxt4b6g 506 15 that that IN cord-132843-ilxt4b6g 506 16 1 1 CD cord-132843-ilxt4b6g 506 17 [ [ -LRB- cord-132843-ilxt4b6g 506 18 b b NN cord-132843-ilxt4b6g 506 19 ≥a ≥a NNP cord-132843-ilxt4b6g 506 20 ] ] -RRB- cord-132843-ilxt4b6g 506 21 ≤ ≤ NN cord-132843-ilxt4b6g 506 22 e e NNP cord-132843-ilxt4b6g 506 23 b−a b−a NNP cord-132843-ilxt4b6g 506 24 and and CC cord-132843-ilxt4b6g 506 25 can can MD cord-132843-ilxt4b6g 506 26 thus thus RB cord-132843-ilxt4b6g 506 27 be be VB cord-132843-ilxt4b6g 506 28 utilized utilize VBN cord-132843-ilxt4b6g 506 29 as as IN cord-132843-ilxt4b6g 506 30 the the DT cord-132843-ilxt4b6g 506 31 upperbound upperbound NN cord-132843-ilxt4b6g 506 32 for for IN cord-132843-ilxt4b6g 506 33 minimization minimization NN cord-132843-ilxt4b6g 506 34 , , , cord-132843-ilxt4b6g 506 35 as as IN cord-132843-ilxt4b6g 506 36 can can MD cord-132843-ilxt4b6g 506 37 be be VB cord-132843-ilxt4b6g 506 38 seen see VBN cord-132843-ilxt4b6g 506 39 in in IN cord-132843-ilxt4b6g 506 40 the the DT cord-132843-ilxt4b6g 506 41 right right JJ cord-132843-ilxt4b6g 506 42 - - HYPH cord-132843-ilxt4b6g 506 43 hand hand NN cord-132843-ilxt4b6g 506 44 - - HYPH cord-132843-ilxt4b6g 506 45 side side NN cord-132843-ilxt4b6g 506 46 of of IN cord-132843-ilxt4b6g 506 47 the the DT cord-132843-ilxt4b6g 506 48 above above JJ cord-132843-ilxt4b6g 506 49 equation equation NN cord-132843-ilxt4b6g 506 50 . . . cord-132843-ilxt4b6g 507 1 W W NNP cord-132843-ilxt4b6g 507 2 is be VBZ cord-132843-ilxt4b6g 507 3 the the DT cord-132843-ilxt4b6g 507 4 set set NN cord-132843-ilxt4b6g 507 5 of of IN cord-132843-ilxt4b6g 507 6 parameters parameter NNS cord-132843-ilxt4b6g 507 7 of of IN cord-132843-ilxt4b6g 507 8 the the DT cord-132843-ilxt4b6g 507 9 function function NN cord-132843-ilxt4b6g 507 10 u u NN cord-132843-ilxt4b6g 507 11 ( ( -LRB- cord-132843-ilxt4b6g 507 12 · · NFP cord-132843-ilxt4b6g 507 13 ) ) -RRB- cord-132843-ilxt4b6g 507 14 . . . cord-132843-ilxt4b6g 508 1 This this DT cord-132843-ilxt4b6g 508 2 can can MD cord-132843-ilxt4b6g 508 3 now now RB cord-132843-ilxt4b6g 508 4 be be VB cord-132843-ilxt4b6g 508 5 relaxed relaxed JJ cord-132843-ilxt4b6g 508 6 to to IN cord-132843-ilxt4b6g 508 7 an an DT cord-132843-ilxt4b6g 508 8 exponentialbased exponentialbased JJ cord-132843-ilxt4b6g 508 9 approximation approximation NN cord-132843-ilxt4b6g 508 10 for for IN cord-132843-ilxt4b6g 508 11 effective effective JJ cord-132843-ilxt4b6g 508 12 optimization optimization NN cord-132843-ilxt4b6g 508 13 using use VBG cord-132843-ilxt4b6g 508 14 gradient gradient NN cord-132843-ilxt4b6g 508 15 - - HYPH cord-132843-ilxt4b6g 508 16 based base VBN cord-132843-ilxt4b6g 508 17 algorithms algorithm NNS cord-132843-ilxt4b6g 508 18 [ [ -LRB- cord-132843-ilxt4b6g 508 19 88 88 CD cord-132843-ilxt4b6g 508 20 ] ] -RRB- cord-132843-ilxt4b6g 508 21 . . . cord-132843-ilxt4b6g 509 1 Other other JJ cord-132843-ilxt4b6g 509 2 methods method NNS cord-132843-ilxt4b6g 509 3 focus focus VBP cord-132843-ilxt4b6g 509 4 on on IN cord-132843-ilxt4b6g 509 5 first first RB cord-132843-ilxt4b6g 509 6 transferring transfer VBG cord-132843-ilxt4b6g 509 7 the the DT cord-132843-ilxt4b6g 509 8 sequential sequential JJ cord-132843-ilxt4b6g 509 9 data datum NNS cord-132843-ilxt4b6g 509 10 into into IN cord-132843-ilxt4b6g 509 11 sequence sequence NN cord-132843-ilxt4b6g 509 12 embeddings embedding NNS cord-132843-ilxt4b6g 509 13 that that WDT cord-132843-ilxt4b6g 509 14 can can MD cord-132843-ilxt4b6g 509 15 encode encode VB cord-132843-ilxt4b6g 509 16 the the DT cord-132843-ilxt4b6g 509 17 latent latent JJ cord-132843-ilxt4b6g 509 18 sequential sequential JJ cord-132843-ilxt4b6g 509 19 context context NN cord-132843-ilxt4b6g 509 20 . . . cord-132843-ilxt4b6g 510 1 For for IN cord-132843-ilxt4b6g 510 2 example example NN cord-132843-ilxt4b6g 510 3 , , , cord-132843-ilxt4b6g 510 4 Fronza Fronza NNP cord-132843-ilxt4b6g 510 5 et et NNP cord-132843-ilxt4b6g 510 6 al al NNP cord-132843-ilxt4b6g 510 7 . . . cord-132843-ilxt4b6g 511 1 [ [ -LRB- cord-132843-ilxt4b6g 511 2 79 79 CD cord-132843-ilxt4b6g 511 3 ] ] -RRB- cord-132843-ilxt4b6g 511 4 apply apply VB cord-132843-ilxt4b6g 511 5 random random JJ cord-132843-ilxt4b6g 511 6 indexing indexing NN cord-132843-ilxt4b6g 511 7 to to TO cord-132843-ilxt4b6g 511 8 represent represent VB cord-132843-ilxt4b6g 511 9 the the DT cord-132843-ilxt4b6g 511 10 words word NNS cord-132843-ilxt4b6g 511 11 in in IN cord-132843-ilxt4b6g 511 12 terms term NNS cord-132843-ilxt4b6g 511 13 of of IN cord-132843-ilxt4b6g 511 14 their -PRON- PRP$ cord-132843-ilxt4b6g 511 15 its -PRON- PRP$ cord-132843-ilxt4b6g 511 16 vector vector NN cord-132843-ilxt4b6g 511 17 representations representation NNS cord-132843-ilxt4b6g 511 18 by by IN cord-132843-ilxt4b6g 511 19 embedding embed VBG cord-132843-ilxt4b6g 511 20 the the DT cord-132843-ilxt4b6g 511 21 information information NN cord-132843-ilxt4b6g 511 22 from from IN cord-132843-ilxt4b6g 511 23 neighboring neighbor VBG cord-132843-ilxt4b6g 511 24 words word NNS cord-132843-ilxt4b6g 511 25 into into IN cord-132843-ilxt4b6g 511 26 each each DT cord-132843-ilxt4b6g 511 27 word word NN cord-132843-ilxt4b6g 511 28 before before IN cord-132843-ilxt4b6g 511 29 utilizing utilize VBG cord-132843-ilxt4b6g 511 30 conventional conventional JJ cord-132843-ilxt4b6g 511 31 classifiers classifier NNS cord-132843-ilxt4b6g 511 32 such such JJ cord-132843-ilxt4b6g 511 33 as as IN cord-132843-ilxt4b6g 511 34 Support Support NNP cord-132843-ilxt4b6g 511 35 Vector Vector NNP cord-132843-ilxt4b6g 511 36 Machines Machines NNPS cord-132843-ilxt4b6g 511 37 ( ( -LRB- cord-132843-ilxt4b6g 511 38 SVM SVM NNP cord-132843-ilxt4b6g 511 39 ) ) -RRB- cord-132843-ilxt4b6g 511 40 to to TO cord-132843-ilxt4b6g 511 41 identify identify VB cord-132843-ilxt4b6g 511 42 the the DT cord-132843-ilxt4b6g 511 43 future future JJ cord-132843-ilxt4b6g 511 44 events event NNS cord-132843-ilxt4b6g 511 45 . . . cord-132843-ilxt4b6g 512 1 • • NNP cord-132843-ilxt4b6g 513 1 Model model NN cord-132843-ilxt4b6g 513 2 - - HYPH cord-132843-ilxt4b6g 513 3 based base VBN cord-132843-ilxt4b6g 513 4 . . . cord-132843-ilxt4b6g 514 1 Markov markov NN cord-132843-ilxt4b6g 514 2 - - HYPH cord-132843-ilxt4b6g 514 3 based base VBN cord-132843-ilxt4b6g 514 4 models model NNS cord-132843-ilxt4b6g 514 5 have have VBP cord-132843-ilxt4b6g 514 6 also also RB cord-132843-ilxt4b6g 514 7 been be VBN cord-132843-ilxt4b6g 514 8 leveraged leverage VBN cord-132843-ilxt4b6g 514 9 to to TO cord-132843-ilxt4b6g 514 10 characterize characterize VB cord-132843-ilxt4b6g 514 11 temporal temporal JJ cord-132843-ilxt4b6g 514 12 patterns pattern NNS cord-132843-ilxt4b6g 514 13 [ [ -LRB- cord-132843-ilxt4b6g 514 14 224 224 CD cord-132843-ilxt4b6g 514 15 ] ] -RRB- cord-132843-ilxt4b6g 514 16 . . . cord-132843-ilxt4b6g 515 1 These these DT cord-132843-ilxt4b6g 515 2 typically typically RB cord-132843-ilxt4b6g 515 3 use use VBP cord-132843-ilxt4b6g 515 4 E e NN cord-132843-ilxt4b6g 515 5 i i PRP cord-132843-ilxt4b6g 515 6 to to TO cord-132843-ilxt4b6g 515 7 denote denote VB cord-132843-ilxt4b6g 515 8 each each DT cord-132843-ilxt4b6g 515 9 event event NN cord-132843-ilxt4b6g 515 10 under under IN cord-132843-ilxt4b6g 515 11 a a DT cord-132843-ilxt4b6g 515 12 specific specific JJ cord-132843-ilxt4b6g 515 13 type type NN cord-132843-ilxt4b6g 515 14 and and CC cord-132843-ilxt4b6g 515 15 E e NN cord-132843-ilxt4b6g 515 16 denotes denote VBZ cord-132843-ilxt4b6g 515 17 the the DT cord-132843-ilxt4b6g 515 18 set set NN cord-132843-ilxt4b6g 515 19 of of IN cord-132843-ilxt4b6g 515 20 event event NN cord-132843-ilxt4b6g 515 21 types type NNS cord-132843-ilxt4b6g 515 22 . . . cord-132843-ilxt4b6g 516 1 The the DT cord-132843-ilxt4b6g 516 2 goal goal NN cord-132843-ilxt4b6g 516 3 here here RB cord-132843-ilxt4b6g 516 4 is be VBZ cord-132843-ilxt4b6g 516 5 to to TO cord-132843-ilxt4b6g 516 6 predict predict VB cord-132843-ilxt4b6g 516 7 the the DT cord-132843-ilxt4b6g 516 8 event event NN cord-132843-ilxt4b6g 516 9 type type NN cord-132843-ilxt4b6g 516 10 of of IN cord-132843-ilxt4b6g 516 11 the the DT cord-132843-ilxt4b6g 516 12 next next JJ cord-132843-ilxt4b6g 516 13 event event NN cord-132843-ilxt4b6g 516 14 to to TO cord-132843-ilxt4b6g 516 15 occur occur VB cord-132843-ilxt4b6g 516 16 in in IN cord-132843-ilxt4b6g 516 17 the the DT cord-132843-ilxt4b6g 516 18 future future NN cord-132843-ilxt4b6g 516 19 . . . cord-132843-ilxt4b6g 517 1 In in IN cord-132843-ilxt4b6g 517 2 [ [ -LRB- cord-132843-ilxt4b6g 517 3 7 7 CD cord-132843-ilxt4b6g 517 4 ] ] -RRB- cord-132843-ilxt4b6g 517 5 , , , cord-132843-ilxt4b6g 517 6 the the DT cord-132843-ilxt4b6g 517 7 event event NN cord-132843-ilxt4b6g 517 8 types type NNS cord-132843-ilxt4b6g 517 9 are be VBP cord-132843-ilxt4b6g 517 10 modeled model VBN cord-132843-ilxt4b6g 517 11 using use VBG cord-132843-ilxt4b6g 517 12 the the DT cord-132843-ilxt4b6g 517 13 Markov Markov NNP cord-132843-ilxt4b6g 517 14 model model NN cord-132843-ilxt4b6g 517 15 so so RB cord-132843-ilxt4b6g 517 16 given give VBN cord-132843-ilxt4b6g 517 17 the the DT cord-132843-ilxt4b6g 517 18 current current JJ cord-132843-ilxt4b6g 517 19 event event NN cord-132843-ilxt4b6g 517 20 type type NN cord-132843-ilxt4b6g 517 21 , , , cord-132843-ilxt4b6g 517 22 the the DT cord-132843-ilxt4b6g 517 23 next next JJ cord-132843-ilxt4b6g 517 24 event event NN cord-132843-ilxt4b6g 517 25 type type NN cord-132843-ilxt4b6g 517 26 can can MD cord-132843-ilxt4b6g 517 27 be be VB cord-132843-ilxt4b6g 517 28 inferred infer VBN cord-132843-ilxt4b6g 517 29 simply simply RB cord-132843-ilxt4b6g 517 30 by by IN cord-132843-ilxt4b6g 517 31 looking look VBG cord-132843-ilxt4b6g 517 32 up up RP cord-132843-ilxt4b6g 517 33 the the DT cord-132843-ilxt4b6g 517 34 state state NN cord-132843-ilxt4b6g 517 35 with with IN cord-132843-ilxt4b6g 517 36 the the DT cord-132843-ilxt4b6g 517 37 highest high JJS cord-132843-ilxt4b6g 517 38 probability probability NN cord-132843-ilxt4b6g 517 39 in in IN cord-132843-ilxt4b6g 517 40 the the DT cord-132843-ilxt4b6g 517 41 transition transition NN cord-132843-ilxt4b6g 517 42 matrix matrix NN cord-132843-ilxt4b6g 517 43 . . . cord-132843-ilxt4b6g 518 1 A a DT cord-132843-ilxt4b6g 518 2 tool tool NN cord-132843-ilxt4b6g 518 3 called call VBN cord-132843-ilxt4b6g 518 4 Wayeb Wayeb NNP cord-132843-ilxt4b6g 518 5 [ [ -LRB- cord-132843-ilxt4b6g 518 6 8 8 CD cord-132843-ilxt4b6g 518 7 ] ] -RRB- cord-132843-ilxt4b6g 518 8 has have VBZ cord-132843-ilxt4b6g 518 9 been be VBN cord-132843-ilxt4b6g 518 10 developed develop VBN cord-132843-ilxt4b6g 518 11 based base VBN cord-132843-ilxt4b6g 518 12 on on IN cord-132843-ilxt4b6g 518 13 this this DT cord-132843-ilxt4b6g 518 14 method method NN cord-132843-ilxt4b6g 518 15 . . . cord-132843-ilxt4b6g 519 1 Laxman Laxman NNP cord-132843-ilxt4b6g 519 2 et et NNP cord-132843-ilxt4b6g 519 3 al al NNP cord-132843-ilxt4b6g 519 4 . . . cord-132843-ilxt4b6g 520 1 [ [ -LRB- cord-132843-ilxt4b6g 520 2 121 121 CD cord-132843-ilxt4b6g 520 3 ] ] -RRB- cord-132843-ilxt4b6g 520 4 developed develop VBD cord-132843-ilxt4b6g 520 5 a a DT cord-132843-ilxt4b6g 520 6 more more RBR cord-132843-ilxt4b6g 520 7 complicated complicated JJ cord-132843-ilxt4b6g 520 8 model model NN cord-132843-ilxt4b6g 520 9 , , , cord-132843-ilxt4b6g 520 10 based base VBN cord-132843-ilxt4b6g 520 11 on on IN cord-132843-ilxt4b6g 520 12 a a DT cord-132843-ilxt4b6g 520 13 mixture mixture NN cord-132843-ilxt4b6g 520 14 of of IN cord-132843-ilxt4b6g 520 15 Hidden hidden JJ cord-132843-ilxt4b6g 520 16 Markov Markov NNP cord-132843-ilxt4b6g 520 17 models model NNS cord-132843-ilxt4b6g 520 18 and and CC cord-132843-ilxt4b6g 520 19 introducing introduce VBG cord-132843-ilxt4b6g 520 20 new new JJ cord-132843-ilxt4b6g 520 21 assumptions assumption NNS cord-132843-ilxt4b6g 520 22 and and CC cord-132843-ilxt4b6g 520 23 the the DT cord-132843-ilxt4b6g 520 24 concept concept NN cord-132843-ilxt4b6g 520 25 of of IN cord-132843-ilxt4b6g 520 26 episodes episode NNS cord-132843-ilxt4b6g 520 27 composed compose VBN cord-132843-ilxt4b6g 520 28 of of IN cord-132843-ilxt4b6g 520 29 a a DT cord-132843-ilxt4b6g 520 30 subsequence subsequence NN cord-132843-ilxt4b6g 520 31 of of IN cord-132843-ilxt4b6g 520 32 event event NN cord-132843-ilxt4b6g 520 33 types type NNS cord-132843-ilxt4b6g 520 34 . . . cord-132843-ilxt4b6g 521 1 They -PRON- PRP cord-132843-ilxt4b6g 521 2 assumed assume VBD cord-132843-ilxt4b6g 521 3 different different JJ cord-132843-ilxt4b6g 521 4 event event NN cord-132843-ilxt4b6g 521 5 episodes episode NNS cord-132843-ilxt4b6g 521 6 should should MD cord-132843-ilxt4b6g 521 7 have have VB cord-132843-ilxt4b6g 521 8 different different JJ cord-132843-ilxt4b6g 521 9 transition transition NN cord-132843-ilxt4b6g 521 10 patterns pattern NNS cord-132843-ilxt4b6g 521 11 so so RB cord-132843-ilxt4b6g 521 12 started start VBN cord-132843-ilxt4b6g 521 13 by by IN cord-132843-ilxt4b6g 521 14 discovering discover VBG cord-132843-ilxt4b6g 521 15 the the DT cord-132843-ilxt4b6g 521 16 frequent frequent JJ cord-132843-ilxt4b6g 521 17 episodes episode NNS cord-132843-ilxt4b6g 521 18 for for IN cord-132843-ilxt4b6g 521 19 events event NNS cord-132843-ilxt4b6g 521 20 , , , cord-132843-ilxt4b6g 521 21 each each DT cord-132843-ilxt4b6g 521 22 of of IN cord-132843-ilxt4b6g 521 23 which which WDT cord-132843-ilxt4b6g 521 24 they -PRON- PRP cord-132843-ilxt4b6g 521 25 modeled model VBN cord-132843-ilxt4b6g 521 26 by by IN cord-132843-ilxt4b6g 521 27 a a DT cord-132843-ilxt4b6g 521 28 specific specific JJ cord-132843-ilxt4b6g 521 29 hidden hide VBN cord-132843-ilxt4b6g 521 30 Markov Markov NNP cord-132843-ilxt4b6g 521 31 model model NN cord-132843-ilxt4b6g 521 32 over over IN cord-132843-ilxt4b6g 521 33 various various JJ cord-132843-ilxt4b6g 521 34 event event NN cord-132843-ilxt4b6g 521 35 types type NNS cord-132843-ilxt4b6g 521 36 . . . cord-132843-ilxt4b6g 522 1 This this DT cord-132843-ilxt4b6g 522 2 made make VBD cord-132843-ilxt4b6g 522 3 it -PRON- PRP cord-132843-ilxt4b6g 522 4 possible possible JJ cord-132843-ilxt4b6g 522 5 to to TO cord-132843-ilxt4b6g 522 6 establish establish VB cord-132843-ilxt4b6g 522 7 the the DT cord-132843-ilxt4b6g 522 8 generative generative JJ cord-132843-ilxt4b6g 522 9 process process NN cord-132843-ilxt4b6g 522 10 for for IN cord-132843-ilxt4b6g 522 11 each each DT cord-132843-ilxt4b6g 522 12 future future JJ cord-132843-ilxt4b6g 522 13 event event NN cord-132843-ilxt4b6g 522 14 type type NN cord-132843-ilxt4b6g 522 15 s s VBZ cord-132843-ilxt4b6g 522 16 based base VBN cord-132843-ilxt4b6g 522 17 on on IN cord-132843-ilxt4b6g 522 18 the the DT cord-132843-ilxt4b6g 522 19 mixture mixture NN cord-132843-ilxt4b6g 522 20 of of IN cord-132843-ilxt4b6g 522 21 the the DT cord-132843-ilxt4b6g 522 22 above above JJ cord-132843-ilxt4b6g 522 23 episode episode NN cord-132843-ilxt4b6g 522 24 Markov Markov NNP cord-132843-ilxt4b6g 522 25 models model NNS cord-132843-ilxt4b6g 522 26 . . . cord-132843-ilxt4b6g 523 1 When when WRB cord-132843-ilxt4b6g 523 2 predicting predict VBG cord-132843-ilxt4b6g 523 3 , , , cord-132843-ilxt4b6g 523 4 the the DT cord-132843-ilxt4b6g 523 5 likelihood likelihood NN cord-132843-ilxt4b6g 523 6 of of IN cord-132843-ilxt4b6g 523 7 a a DT cord-132843-ilxt4b6g 523 8 current current JJ cord-132843-ilxt4b6g 523 9 observed observed JJ cord-132843-ilxt4b6g 523 10 event event NN cord-132843-ilxt4b6g 523 11 sequence sequence NN cord-132843-ilxt4b6g 523 12 over over IN cord-132843-ilxt4b6g 523 13 each each DT cord-132843-ilxt4b6g 523 14 possible possible JJ cord-132843-ilxt4b6g 523 15 generative generative JJ cord-132843-ilxt4b6g 523 16 process process NN cord-132843-ilxt4b6g 523 17 , , , cord-132843-ilxt4b6g 523 18 p(X p(x VB cord-132843-ilxt4b6g 523 19 |Λ |λ CD cord-132843-ilxt4b6g 523 20 Y Y NNP cord-132843-ilxt4b6g 523 21 ) ) -RRB- cord-132843-ilxt4b6g 523 22 is be VBZ cord-132843-ilxt4b6g 523 23 evaluated evaluate VBN cord-132843-ilxt4b6g 523 24 , , , cord-132843-ilxt4b6g 523 25 after after IN cord-132843-ilxt4b6g 523 26 which which WDT cord-132843-ilxt4b6g 523 27 a a DT cord-132843-ilxt4b6g 523 28 future future JJ cord-132843-ilxt4b6g 523 29 event event NN cord-132843-ilxt4b6g 523 30 type type NN cord-132843-ilxt4b6g 523 31 can can MD cord-132843-ilxt4b6g 523 32 be be VB cord-132843-ilxt4b6g 523 33 considered consider VBN cord-132843-ilxt4b6g 523 34 as as IN cord-132843-ilxt4b6g 523 35 either either DT cord-132843-ilxt4b6g 523 36 being be VBG cord-132843-ilxt4b6g 523 37 larger large JJR cord-132843-ilxt4b6g 523 38 than than IN cord-132843-ilxt4b6g 523 39 some some DT cord-132843-ilxt4b6g 523 40 threshold threshold NN cord-132843-ilxt4b6g 523 41 ( ( -LRB- cord-132843-ilxt4b6g 523 42 as as IN cord-132843-ilxt4b6g 523 43 in in IN cord-132843-ilxt4b6g 523 44 [ [ -LRB- cord-132843-ilxt4b6g 523 45 121 121 CD cord-132843-ilxt4b6g 523 46 ] ] -RRB- cord-132843-ilxt4b6g 523 47 ) ) -RRB- cord-132843-ilxt4b6g 523 48 or or CC cord-132843-ilxt4b6g 523 49 the the DT cord-132843-ilxt4b6g 523 50 largest large JJS cord-132843-ilxt4b6g 523 51 among among IN cord-132843-ilxt4b6g 523 52 all all PDT cord-132843-ilxt4b6g 523 53 the the DT cord-132843-ilxt4b6g 523 54 different different JJ cord-132843-ilxt4b6g 523 55 Y Y NNP cord-132843-ilxt4b6g 523 56 values value NNS cord-132843-ilxt4b6g 523 57 ( ( -LRB- cord-132843-ilxt4b6g 523 58 in in IN cord-132843-ilxt4b6g 523 59 [ [ -LRB- cord-132843-ilxt4b6g 523 60 239 239 CD cord-132843-ilxt4b6g 523 61 , , , cord-132843-ilxt4b6g 523 62 241 241 CD cord-132843-ilxt4b6g 523 63 ] ] -RRB- cord-132843-ilxt4b6g 523 64 ) ) -RRB- cord-132843-ilxt4b6g 523 65 . . . cord-132843-ilxt4b6g 524 1 • • NNP cord-132843-ilxt4b6g 525 1 Prototype prototype NN cord-132843-ilxt4b6g 525 2 - - HYPH cord-132843-ilxt4b6g 525 3 based base VBN cord-132843-ilxt4b6g 525 4 . . . cord-132843-ilxt4b6g 526 1 Adhikari Adhikari NNP cord-132843-ilxt4b6g 526 2 et et NNP cord-132843-ilxt4b6g 526 3 al al NNP cord-132843-ilxt4b6g 526 4 . . . cord-132843-ilxt4b6g 527 1 [ [ -LRB- cord-132843-ilxt4b6g 527 2 3 3 LS cord-132843-ilxt4b6g 527 3 ] ] -RRB- cord-132843-ilxt4b6g 527 4 took take VBD cord-132843-ilxt4b6g 527 5 a a DT cord-132843-ilxt4b6g 527 6 different different JJ cord-132843-ilxt4b6g 527 7 approach approach NN cord-132843-ilxt4b6g 527 8 , , , cord-132843-ilxt4b6g 527 9 utilizing utilize VBG cord-132843-ilxt4b6g 527 10 a a DT cord-132843-ilxt4b6g 527 11 prototype prototype NN cord-132843-ilxt4b6g 527 12 - - HYPH cord-132843-ilxt4b6g 527 13 based base VBN cord-132843-ilxt4b6g 527 14 strategy strategy NN cord-132843-ilxt4b6g 527 15 that that WDT cord-132843-ilxt4b6g 527 16 first first JJ cord-132843-ilxt4b6g 527 17 clusters cluster NNS cord-132843-ilxt4b6g 527 18 the the DT cord-132843-ilxt4b6g 527 19 event event NN cord-132843-ilxt4b6g 527 20 sequences sequence VBZ cord-132843-ilxt4b6g 527 21 into into IN cord-132843-ilxt4b6g 527 22 different different JJ cord-132843-ilxt4b6g 527 23 clusters cluster NNS cord-132843-ilxt4b6g 527 24 in in IN cord-132843-ilxt4b6g 527 25 terms term NNS cord-132843-ilxt4b6g 527 26 of of IN cord-132843-ilxt4b6g 527 27 their -PRON- PRP$ cord-132843-ilxt4b6g 527 28 temporal temporal JJ cord-132843-ilxt4b6g 527 29 patterns pattern NNS cord-132843-ilxt4b6g 527 30 . . . cord-132843-ilxt4b6g 528 1 When when WRB cord-132843-ilxt4b6g 528 2 a a DT cord-132843-ilxt4b6g 528 3 new new JJ cord-132843-ilxt4b6g 528 4 event event NN cord-132843-ilxt4b6g 528 5 sequence sequence NN cord-132843-ilxt4b6g 528 6 is be VBZ cord-132843-ilxt4b6g 528 7 observed observe VBN cord-132843-ilxt4b6g 528 8 , , , cord-132843-ilxt4b6g 528 9 its -PRON- PRP$ cord-132843-ilxt4b6g 528 10 closest close JJS cord-132843-ilxt4b6g 528 11 cluster cluster NN cord-132843-ilxt4b6g 528 12 's 's POS cord-132843-ilxt4b6g 528 13 centroid centroid NN cord-132843-ilxt4b6g 528 14 will will MD cord-132843-ilxt4b6g 528 15 then then RB cord-132843-ilxt4b6g 528 16 be be VB cord-132843-ilxt4b6g 528 17 leveraged leverage VBN cord-132843-ilxt4b6g 528 18 as as IN cord-132843-ilxt4b6g 528 19 a a DT cord-132843-ilxt4b6g 528 20 " " `` cord-132843-ilxt4b6g 528 21 reference reference NN cord-132843-ilxt4b6g 528 22 event event NN cord-132843-ilxt4b6g 528 23 sequence sequence NN cord-132843-ilxt4b6g 528 24 " " '' cord-132843-ilxt4b6g 528 25 whose whose WP$ cord-132843-ilxt4b6g 528 26 sub sub JJ cord-132843-ilxt4b6g 528 27 - - JJ cord-132843-ilxt4b6g 528 28 sequential sequential JJ cord-132843-ilxt4b6g 528 29 events event NNS cord-132843-ilxt4b6g 528 30 will will MD cord-132843-ilxt4b6g 528 31 be be VB cord-132843-ilxt4b6g 528 32 referred refer VBN cord-132843-ilxt4b6g 528 33 to to IN cord-132843-ilxt4b6g 528 34 when when WRB cord-132843-ilxt4b6g 528 35 predicting predict VBG cord-132843-ilxt4b6g 528 36 future future JJ cord-132843-ilxt4b6g 528 37 events event NNS cord-132843-ilxt4b6g 528 38 for for IN cord-132843-ilxt4b6g 528 39 this this DT cord-132843-ilxt4b6g 528 40 new new JJ cord-132843-ilxt4b6g 528 41 event event NN cord-132843-ilxt4b6g 528 42 sequence sequence NN cord-132843-ilxt4b6g 528 43 . . . cord-132843-ilxt4b6g 529 1 Recurrent recurrent JJ cord-132843-ilxt4b6g 529 2 neural neural JJ cord-132843-ilxt4b6g 529 3 network network NN cord-132843-ilxt4b6g 529 4 ( ( -LRB- cord-132843-ilxt4b6g 529 5 RNN)-based rnn)-base VBN cord-132843-ilxt4b6g 529 6 methods method NNS cord-132843-ilxt4b6g 529 7 . . . cord-132843-ilxt4b6g 530 1 Approaches approach NNS cord-132843-ilxt4b6g 530 2 in in IN cord-132843-ilxt4b6g 530 3 this this DT cord-132843-ilxt4b6g 530 4 category category NN cord-132843-ilxt4b6g 530 5 can can MD cord-132843-ilxt4b6g 530 6 be be VB cord-132843-ilxt4b6g 530 7 classified classify VBN cord-132843-ilxt4b6g 530 8 into into IN cord-132843-ilxt4b6g 530 9 two two CD cord-132843-ilxt4b6g 530 10 types type NNS cord-132843-ilxt4b6g 530 11 : : : cord-132843-ilxt4b6g 530 12 1 1 CD cord-132843-ilxt4b6g 530 13 . . . cord-132843-ilxt4b6g 531 1 Attribute attribute NN cord-132843-ilxt4b6g 531 2 - - HYPH cord-132843-ilxt4b6g 531 3 based base VBN cord-132843-ilxt4b6g 531 4 models model NNS cord-132843-ilxt4b6g 531 5 ; ; : cord-132843-ilxt4b6g 531 6 and and CC cord-132843-ilxt4b6g 531 7 2 2 CD cord-132843-ilxt4b6g 531 8 . . . cord-132843-ilxt4b6g 532 1 Descriptive descriptive JJ cord-132843-ilxt4b6g 532 2 - - HYPH cord-132843-ilxt4b6g 532 3 based base VBN cord-132843-ilxt4b6g 532 4 models model NNS cord-132843-ilxt4b6g 532 5 . . . cord-132843-ilxt4b6g 533 1 The the DT cord-132843-ilxt4b6g 533 2 attribute attribute NN cord-132843-ilxt4b6g 533 3 - - HYPH cord-132843-ilxt4b6g 533 4 based base VBN cord-132843-ilxt4b6g 533 5 models model NNS cord-132843-ilxt4b6g 533 6 , , , cord-132843-ilxt4b6g 533 7 ingest ingest VB cord-132843-ilxt4b6g 533 8 feature feature NN cord-132843-ilxt4b6g 533 9 representation representation NN cord-132843-ilxt4b6g 533 10 of of IN cord-132843-ilxt4b6g 533 11 events event NNS cord-132843-ilxt4b6g 533 12 as as IN cord-132843-ilxt4b6g 533 13 input input NN cord-132843-ilxt4b6g 533 14 , , , cord-132843-ilxt4b6g 533 15 while while IN cord-132843-ilxt4b6g 533 16 the the DT cord-132843-ilxt4b6g 533 17 descriptive descriptive RB cord-132843-ilxt4b6g 533 18 - - HYPH cord-132843-ilxt4b6g 533 19 based base VBN cord-132843-ilxt4b6g 533 20 models model NNS cord-132843-ilxt4b6g 533 21 typically typically RB cord-132843-ilxt4b6g 533 22 ingest ingest VBP cord-132843-ilxt4b6g 533 23 unstructured unstructured JJ cord-132843-ilxt4b6g 533 24 information information NN cord-132843-ilxt4b6g 533 25 such such JJ cord-132843-ilxt4b6g 533 26 as as IN cord-132843-ilxt4b6g 533 27 texts text NNS cord-132843-ilxt4b6g 533 28 to to TO cord-132843-ilxt4b6g 533 29 directly directly RB cord-132843-ilxt4b6g 533 30 predict predict VB cord-132843-ilxt4b6g 533 31 future future JJ cord-132843-ilxt4b6g 533 32 events event NNS cord-132843-ilxt4b6g 533 33 . . . cord-132843-ilxt4b6g 534 1 • • NNP cord-132843-ilxt4b6g 535 1 Attributed attribute VBN cord-132843-ilxt4b6g 535 2 - - HYPH cord-132843-ilxt4b6g 535 3 based base VBN cord-132843-ilxt4b6g 535 4 Methods method NNS cord-132843-ilxt4b6g 535 5 . . . cord-132843-ilxt4b6g 536 1 Here here RB cord-132843-ilxt4b6g 536 2 , , , cord-132843-ilxt4b6g 536 3 each each DT cord-132843-ilxt4b6g 536 4 event event NN cord-132843-ilxt4b6g 536 5 y y NNP cord-132843-ilxt4b6g 536 6 = = NFP cord-132843-ilxt4b6g 536 7 ( ( -LRB- cord-132843-ilxt4b6g 536 8 t t NNP cord-132843-ilxt4b6g 536 9 , , , cord-132843-ilxt4b6g 536 10 l l NNP cord-132843-ilxt4b6g 536 11 , , , cord-132843-ilxt4b6g 536 12 s s NNP cord-132843-ilxt4b6g 536 13 ) ) -RRB- cord-132843-ilxt4b6g 536 14 at at IN cord-132843-ilxt4b6g 536 15 time time NN cord-132843-ilxt4b6g 536 16 t t NNP cord-132843-ilxt4b6g 536 17 is be VBZ cord-132843-ilxt4b6g 536 18 recast recast VBN cord-132843-ilxt4b6g 536 19 and and CC cord-132843-ilxt4b6g 536 20 represented represent VBN cord-132843-ilxt4b6g 536 21 as as IN cord-132843-ilxt4b6g 536 22 e e NN cord-132843-ilxt4b6g 536 23 t t NN cord-132843-ilxt4b6g 536 24 = = NN cord-132843-ilxt4b6g 537 1 ( ( -LRB- cord-132843-ilxt4b6g 537 2 e e NNP cord-132843-ilxt4b6g 537 3 t,1 t,1 NNP cord-132843-ilxt4b6g 537 4 , , , cord-132843-ilxt4b6g 537 5 e e LS cord-132843-ilxt4b6g 537 6 t,2 t,2 UH cord-132843-ilxt4b6g 537 7 , , , cord-132843-ilxt4b6g 537 8 · · NFP cord-132843-ilxt4b6g 537 9 · · NFP cord-132843-ilxt4b6g 537 10 · · NFP cord-132843-ilxt4b6g 537 11 , , , cord-132843-ilxt4b6g 537 12 e e NNP cord-132843-ilxt4b6g 537 13 t t NNP cord-132843-ilxt4b6g 537 14 , , , cord-132843-ilxt4b6g 537 15 k k NNP cord-132843-ilxt4b6g 537 16 ) ) -RRB- cord-132843-ilxt4b6g 537 17 , , , cord-132843-ilxt4b6g 537 18 where where WRB cord-132843-ilxt4b6g 537 19 e e NNP cord-132843-ilxt4b6g 537 20 t t NNP cord-132843-ilxt4b6g 537 21 , , , cord-132843-ilxt4b6g 537 22 i i PRP cord-132843-ilxt4b6g 537 23 is be VBZ cord-132843-ilxt4b6g 537 24 the the DT cord-132843-ilxt4b6g 537 25 i i NNP cord-132843-ilxt4b6g 537 26 - - HYPH cord-132843-ilxt4b6g 537 27 th th XX cord-132843-ilxt4b6g 537 28 feature feature NN cord-132843-ilxt4b6g 537 29 of of IN cord-132843-ilxt4b6g 537 30 the the DT cord-132843-ilxt4b6g 537 31 event event NN cord-132843-ilxt4b6g 537 32 at at IN cord-132843-ilxt4b6g 537 33 time time NN cord-132843-ilxt4b6g 538 1 t. t. NNP cord-132843-ilxt4b6g 539 1 The the DT cord-132843-ilxt4b6g 539 2 feature feature NN cord-132843-ilxt4b6g 539 3 here here RB cord-132843-ilxt4b6g 539 4 can can MD cord-132843-ilxt4b6g 539 5 include include VB cord-132843-ilxt4b6g 539 6 location location NN cord-132843-ilxt4b6g 539 7 and and CC cord-132843-ilxt4b6g 539 8 other other JJ cord-132843-ilxt4b6g 539 9 information information NN cord-132843-ilxt4b6g 539 10 such such JJ cord-132843-ilxt4b6g 539 11 as as IN cord-132843-ilxt4b6g 539 12 event event NN cord-132843-ilxt4b6g 539 13 topic topic NN cord-132843-ilxt4b6g 539 14 and and CC cord-132843-ilxt4b6g 539 15 semantics semantic NNS cord-132843-ilxt4b6g 539 16 . . . cord-132843-ilxt4b6g 540 1 Each each DT cord-132843-ilxt4b6g 540 2 sequence sequence NN cord-132843-ilxt4b6g 540 3 e e NN cord-132843-ilxt4b6g 540 4 = = NN cord-132843-ilxt4b6g 540 5 ( ( -LRB- cord-132843-ilxt4b6g 540 6 e e NNP cord-132843-ilxt4b6g 540 7 1 1 CD cord-132843-ilxt4b6g 540 8 , , , cord-132843-ilxt4b6g 540 9 · · NFP cord-132843-ilxt4b6g 540 10 · · NFP cord-132843-ilxt4b6g 540 11 · · NFP cord-132843-ilxt4b6g 540 12 , , , cord-132843-ilxt4b6g 540 13 e e NN cord-132843-ilxt4b6g 540 14 t t NN cord-132843-ilxt4b6g 540 15 ) ) -RRB- cord-132843-ilxt4b6g 540 16 is be VBZ cord-132843-ilxt4b6g 540 17 then then RB cord-132843-ilxt4b6g 540 18 input input NN cord-132843-ilxt4b6g 540 19 into into IN cord-132843-ilxt4b6g 540 20 the the DT cord-132843-ilxt4b6g 540 21 standard standard JJ cord-132843-ilxt4b6g 540 22 RNN RNN NNP cord-132843-ilxt4b6g 540 23 architecture architecture NN cord-132843-ilxt4b6g 540 24 for for IN cord-132843-ilxt4b6g 540 25 predicting predict VBG cord-132843-ilxt4b6g 540 26 next next JJ cord-132843-ilxt4b6g 540 27 event event NN cord-132843-ilxt4b6g 540 28 e e NN cord-132843-ilxt4b6g 540 29 t t NN cord-132843-ilxt4b6g 540 30 +1 +1 XX cord-132843-ilxt4b6g 540 31 in in IN cord-132843-ilxt4b6g 540 32 the the DT cord-132843-ilxt4b6g 540 33 sequence sequence NN cord-132843-ilxt4b6g 540 34 at at IN cord-132843-ilxt4b6g 540 35 time time NN cord-132843-ilxt4b6g 540 36 point point NN cord-132843-ilxt4b6g 540 37 t t NNP cord-132843-ilxt4b6g 541 1 + + CC cord-132843-ilxt4b6g 541 2 1 1 CD cord-132843-ilxt4b6g 541 3 [ [ -LRB- cord-132843-ilxt4b6g 541 4 134 134 CD cord-132843-ilxt4b6g 541 5 ] ] -RRB- cord-132843-ilxt4b6g 541 6 . . . cord-132843-ilxt4b6g 542 1 Various various JJ cord-132843-ilxt4b6g 542 2 types type NNS cord-132843-ilxt4b6g 542 3 of of IN cord-132843-ilxt4b6g 542 4 RNN RNN NNP cord-132843-ilxt4b6g 542 5 components component NNS cord-132843-ilxt4b6g 542 6 and and CC cord-132843-ilxt4b6g 542 7 architecture architecture NN cord-132843-ilxt4b6g 542 8 have have VBP cord-132843-ilxt4b6g 542 9 been be VBN cord-132843-ilxt4b6g 542 10 utilized utilize VBN cord-132843-ilxt4b6g 542 11 for for IN cord-132843-ilxt4b6g 542 12 this this DT cord-132843-ilxt4b6g 542 13 purpose purpose NN cord-132843-ilxt4b6g 542 14 [ [ -LRB- cord-132843-ilxt4b6g 542 15 33 33 CD cord-132843-ilxt4b6g 542 16 , , , cord-132843-ilxt4b6g 542 17 34 34 CD cord-132843-ilxt4b6g 542 18 ] ] -RRB- cord-132843-ilxt4b6g 542 19 , , , cord-132843-ilxt4b6g 542 20 but but CC cord-132843-ilxt4b6g 542 21 a a DT cord-132843-ilxt4b6g 542 22 vanilla vanilla NN cord-132843-ilxt4b6g 542 23 RNN RNN NNP cord-132843-ilxt4b6g 542 24 [ [ -LRB- cord-132843-ilxt4b6g 542 25 70 70 CD cord-132843-ilxt4b6g 542 26 , , , cord-132843-ilxt4b6g 542 27 88 88 CD cord-132843-ilxt4b6g 542 28 ] ] -RRB- cord-132843-ilxt4b6g 542 29 for for IN cord-132843-ilxt4b6g 542 30 sequence sequence NN cord-132843-ilxt4b6g 542 31 - - HYPH cord-132843-ilxt4b6g 542 32 based base VBN cord-132843-ilxt4b6g 542 33 event event NN cord-132843-ilxt4b6g 542 34 prediction prediction NN cord-132843-ilxt4b6g 542 35 can can MD cord-132843-ilxt4b6g 542 36 be be VB cord-132843-ilxt4b6g 542 37 written write VBN cord-132843-ilxt4b6g 542 38 in in IN cord-132843-ilxt4b6g 542 39 the the DT cord-132843-ilxt4b6g 542 40 following follow VBG cord-132843-ilxt4b6g 542 41 form form NN cord-132843-ilxt4b6g 542 42 : : : cord-132843-ilxt4b6g 542 43 where where WRB cord-132843-ilxt4b6g 542 44 h h NNP cord-132843-ilxt4b6g 542 45 i i NN cord-132843-ilxt4b6g 542 46 , , , cord-132843-ilxt4b6g 542 47 o o UH cord-132843-ilxt4b6g 542 48 i i PRP cord-132843-ilxt4b6g 542 49 , , , cord-132843-ilxt4b6g 542 50 and and CC cord-132843-ilxt4b6g 542 51 a a DT cord-132843-ilxt4b6g 542 52 i i PRP cord-132843-ilxt4b6g 542 53 are be VBP cord-132843-ilxt4b6g 542 54 the the DT cord-132843-ilxt4b6g 542 55 latent latent JJ cord-132843-ilxt4b6g 542 56 state state NN cord-132843-ilxt4b6g 542 57 , , , cord-132843-ilxt4b6g 542 58 output output NN cord-132843-ilxt4b6g 542 59 , , , cord-132843-ilxt4b6g 542 60 and and CC cord-132843-ilxt4b6g 542 61 activation activation NN cord-132843-ilxt4b6g 542 62 for for IN cord-132843-ilxt4b6g 542 63 the the DT cord-132843-ilxt4b6g 542 64 i i NNP cord-132843-ilxt4b6g 542 65 - - HYPH cord-132843-ilxt4b6g 542 66 th th XX cord-132843-ilxt4b6g 542 67 event event NN cord-132843-ilxt4b6g 542 68 , , , cord-132843-ilxt4b6g 542 69 respectively respectively RB cord-132843-ilxt4b6g 542 70 , , , cord-132843-ilxt4b6g 542 71 and and CC cord-132843-ilxt4b6g 542 72 W W NNP cord-132843-ilxt4b6g 542 73 , , , cord-132843-ilxt4b6g 542 74 U U NNP cord-132843-ilxt4b6g 542 75 , , , cord-132843-ilxt4b6g 542 76 and and CC cord-132843-ilxt4b6g 542 77 V v NN cord-132843-ilxt4b6g 542 78 are be VBP cord-132843-ilxt4b6g 542 79 the the DT cord-132843-ilxt4b6g 542 80 model model NN cord-132843-ilxt4b6g 542 81 parameters parameter NNS cord-132843-ilxt4b6g 542 82 for for IN cord-132843-ilxt4b6g 542 83 fitting fit VBG cord-132843-ilxt4b6g 542 84 the the DT cord-132843-ilxt4b6g 542 85 corresponding correspond VBG cord-132843-ilxt4b6g 542 86 mappings mapping NNS cord-132843-ilxt4b6g 542 87 . . . cord-132843-ilxt4b6g 543 1 The the DT cord-132843-ilxt4b6g 543 2 prediction prediction NN cord-132843-ilxt4b6g 543 3 e e NN cord-132843-ilxt4b6g 543 4 t t NN cord-132843-ilxt4b6g 543 5 +1 +1 NN cord-132843-ilxt4b6g 543 6 : : : cord-132843-ilxt4b6g 543 7 = = NFP cord-132843-ilxt4b6g 543 8 ψ ψ NN cord-132843-ilxt4b6g 544 1 ( ( -LRB- cord-132843-ilxt4b6g 544 2 t t NN cord-132843-ilxt4b6g 544 3 + + SYM cord-132843-ilxt4b6g 544 4 1 1 CD cord-132843-ilxt4b6g 544 5 ) ) -RRB- cord-132843-ilxt4b6g 544 6 can can MD cord-132843-ilxt4b6g 544 7 then then RB cord-132843-ilxt4b6g 544 8 be be VB cord-132843-ilxt4b6g 544 9 calculated calculate VBN cord-132843-ilxt4b6g 544 10 in in IN cord-132843-ilxt4b6g 544 11 a a DT cord-132843-ilxt4b6g 544 12 feedforward feedforward JJ cord-132843-ilxt4b6g 544 13 way way NN cord-132843-ilxt4b6g 544 14 from from IN cord-132843-ilxt4b6g 544 15 the the DT cord-132843-ilxt4b6g 544 16 first first JJ cord-132843-ilxt4b6g 544 17 event event NN cord-132843-ilxt4b6g 544 18 and and CC cord-132843-ilxt4b6g 544 19 the the DT cord-132843-ilxt4b6g 544 20 model model NN cord-132843-ilxt4b6g 544 21 training training NN cord-132843-ilxt4b6g 544 22 can can MD cord-132843-ilxt4b6g 544 23 be be VB cord-132843-ilxt4b6g 544 24 done do VBN cord-132843-ilxt4b6g 544 25 by by IN cord-132843-ilxt4b6g 544 26 back back RB cord-132843-ilxt4b6g 544 27 - - HYPH cord-132843-ilxt4b6g 544 28 propagating propagate VBG cord-132843-ilxt4b6g 544 29 the the DT cord-132843-ilxt4b6g 544 30 error error NN cord-132843-ilxt4b6g 544 31 from from IN cord-132843-ilxt4b6g 544 32 the the DT cord-132843-ilxt4b6g 544 33 layer layer NN cord-132843-ilxt4b6g 544 34 of of IN cord-132843-ilxt4b6g 544 35 ψ ψ NN cord-132843-ilxt4b6g 544 36 ( ( -LRB- cord-132843-ilxt4b6g 544 37 t t NN cord-132843-ilxt4b6g 544 38 ) ) -RRB- cord-132843-ilxt4b6g 544 39 . . . cord-132843-ilxt4b6g 545 1 Existing exist VBG cord-132843-ilxt4b6g 545 2 work work NN cord-132843-ilxt4b6g 545 3 typically typically RB cord-132843-ilxt4b6g 545 4 utilizes utilize VBZ cord-132843-ilxt4b6g 545 5 the the DT cord-132843-ilxt4b6g 545 6 variants variant NNS cord-132843-ilxt4b6g 545 7 of of IN cord-132843-ilxt4b6g 545 8 vanilla vanilla NN cord-132843-ilxt4b6g 545 9 RNN RNN NNP cord-132843-ilxt4b6g 545 10 to to TO cord-132843-ilxt4b6g 545 11 handle handle VB cord-132843-ilxt4b6g 545 12 the the DT cord-132843-ilxt4b6g 545 13 gradient gradient NN cord-132843-ilxt4b6g 545 14 vanishing vanish VBG cord-132843-ilxt4b6g 545 15 problem problem NN cord-132843-ilxt4b6g 545 16 , , , cord-132843-ilxt4b6g 545 17 especially especially RB cord-132843-ilxt4b6g 545 18 when when WRB cord-132843-ilxt4b6g 545 19 the the DT cord-132843-ilxt4b6g 545 20 event event NN cord-132843-ilxt4b6g 545 21 chain chain NN cord-132843-ilxt4b6g 545 22 is be VBZ cord-132843-ilxt4b6g 545 23 not not RB cord-132843-ilxt4b6g 545 24 short short JJ cord-132843-ilxt4b6g 545 25 . . . cord-132843-ilxt4b6g 546 1 The the DT cord-132843-ilxt4b6g 546 2 most most RBS cord-132843-ilxt4b6g 546 3 commonly commonly RB cord-132843-ilxt4b6g 546 4 used use VBN cord-132843-ilxt4b6g 546 5 methods method NNS cord-132843-ilxt4b6g 546 6 for for IN cord-132843-ilxt4b6g 546 7 event event NN cord-132843-ilxt4b6g 546 8 prediction prediction NN cord-132843-ilxt4b6g 546 9 are be VBP cord-132843-ilxt4b6g 546 10 LSTM LSTM NNP cord-132843-ilxt4b6g 546 11 and and CC cord-132843-ilxt4b6g 546 12 GRU GRU NNP cord-132843-ilxt4b6g 546 13 [ [ -LRB- cord-132843-ilxt4b6g 546 14 88 88 CD cord-132843-ilxt4b6g 546 15 ] ] -RRB- cord-132843-ilxt4b6g 546 16 . . . cord-132843-ilxt4b6g 547 1 For for IN cord-132843-ilxt4b6g 547 2 example example NN cord-132843-ilxt4b6g 547 3 , , , cord-132843-ilxt4b6g 547 4 the the DT cord-132843-ilxt4b6g 547 5 architecture architecture NN cord-132843-ilxt4b6g 547 6 and and CC cord-132843-ilxt4b6g 547 7 equation equation NN cord-132843-ilxt4b6g 547 8 for for IN cord-132843-ilxt4b6g 547 9 LSTM LSTM NNP cord-132843-ilxt4b6g 547 10 are be VBP cord-132843-ilxt4b6g 547 11 as as IN cord-132843-ilxt4b6g 547 12 follows follow VBZ cord-132843-ilxt4b6g 547 13 : : : cord-132843-ilxt4b6g 547 14 where where WRB cord-132843-ilxt4b6g 547 15 the the DT cord-132843-ilxt4b6g 547 16 additional additional JJ cord-132843-ilxt4b6g 547 17 components component NNS cord-132843-ilxt4b6g 547 18 C C NNP cord-132843-ilxt4b6g 547 19 i−1 i−1 NNP cord-132843-ilxt4b6g 547 20 and and CC cord-132843-ilxt4b6g 547 21 ζ ζ IN cord-132843-ilxt4b6g 547 22 i i PRP cord-132843-ilxt4b6g 547 23 are be VBP cord-132843-ilxt4b6g 547 24 introduced introduce VBN cord-132843-ilxt4b6g 547 25 to to TO cord-132843-ilxt4b6g 547 26 keep keep VB cord-132843-ilxt4b6g 547 27 tracking track VBG cord-132843-ilxt4b6g 547 28 the the DT cord-132843-ilxt4b6g 547 29 previous previous JJ cord-132843-ilxt4b6g 547 30 " " `` cord-132843-ilxt4b6g 547 31 history history NN cord-132843-ilxt4b6g 547 32 " " '' cord-132843-ilxt4b6g 547 33 and and CC cord-132843-ilxt4b6g 547 34 gating gate VBG cord-132843-ilxt4b6g 547 35 the the DT cord-132843-ilxt4b6g 547 36 information information NN cord-132843-ilxt4b6g 547 37 for for IN cord-132843-ilxt4b6g 547 38 forgetting forget VBG cord-132843-ilxt4b6g 547 39 in in IN cord-132843-ilxt4b6g 547 40 order order NN cord-132843-ilxt4b6g 547 41 to to TO cord-132843-ilxt4b6g 547 42 handle handle VB cord-132843-ilxt4b6g 547 43 longer long JJR cord-132843-ilxt4b6g 547 44 sequences sequence NNS cord-132843-ilxt4b6g 547 45 . . . cord-132843-ilxt4b6g 548 1 For for IN cord-132843-ilxt4b6g 548 2 example example NN cord-132843-ilxt4b6g 548 3 , , , cord-132843-ilxt4b6g 548 4 some some DT cord-132843-ilxt4b6g 548 5 researchers researcher NNS cord-132843-ilxt4b6g 548 6 opt opt VBP cord-132843-ilxt4b6g 548 7 to to TO cord-132843-ilxt4b6g 548 8 leverage leverage VB cord-132843-ilxt4b6g 548 9 a a DT cord-132843-ilxt4b6g 548 10 simple simple JJ cord-132843-ilxt4b6g 548 11 type type NN cord-132843-ilxt4b6g 548 12 LSTM LSTM NNP cord-132843-ilxt4b6g 548 13 architecture architecture NN cord-132843-ilxt4b6g 548 14 to to TO cord-132843-ilxt4b6g 548 15 extend extend VB cord-132843-ilxt4b6g 548 16 the the DT cord-132843-ilxt4b6g 548 17 RNN RNN NNP cord-132843-ilxt4b6g 548 18 - - HYPH cord-132843-ilxt4b6g 548 19 based base VBN cord-132843-ilxt4b6g 548 20 sequential sequential JJ cord-132843-ilxt4b6g 548 21 event event NN cord-132843-ilxt4b6g 548 22 prediction prediction NN cord-132843-ilxt4b6g 548 23 [ [ -LRB- cord-132843-ilxt4b6g 548 24 33 33 CD cord-132843-ilxt4b6g 548 25 , , , cord-132843-ilxt4b6g 548 26 97 97 CD cord-132843-ilxt4b6g 548 27 ] ] -RRB- cord-132843-ilxt4b6g 548 28 , , , cord-132843-ilxt4b6g 548 29 while while IN cord-132843-ilxt4b6g 548 30 others other NNS cord-132843-ilxt4b6g 548 31 leverage leverage NN cord-132843-ilxt4b6g 548 32 variants variant NNS cord-132843-ilxt4b6g 548 33 of of IN cord-132843-ilxt4b6g 548 34 LSTM LSTM NNP cord-132843-ilxt4b6g 548 35 , , , cord-132843-ilxt4b6g 548 36 such such JJ cord-132843-ilxt4b6g 548 37 as as IN cord-132843-ilxt4b6g 548 38 bi bi JJ cord-132843-ilxt4b6g 548 39 - - JJ cord-132843-ilxt4b6g 548 40 directional directional JJ cord-132843-ilxt4b6g 548 41 LSTM LSTM NNP cord-132843-ilxt4b6g 548 42 instead instead RB cord-132843-ilxt4b6g 548 43 [ [ -LRB- cord-132843-ilxt4b6g 548 44 113 113 CD cord-132843-ilxt4b6g 548 45 , , , cord-132843-ilxt4b6g 548 46 155 155 CD cord-132843-ilxt4b6g 548 47 ] ] -RRB- cord-132843-ilxt4b6g 548 48 and and CC cord-132843-ilxt4b6g 548 49 yet yet RB cord-132843-ilxt4b6g 548 50 others other NNS cord-132843-ilxt4b6g 548 51 prefer prefer VBP cord-132843-ilxt4b6g 548 52 to to TO cord-132843-ilxt4b6g 548 53 leverage leverage VB cord-132843-ilxt4b6g 548 54 gated gate VBN cord-132843-ilxt4b6g 548 55 - - HYPH cord-132843-ilxt4b6g 548 56 recurrent recurrent JJ cord-132843-ilxt4b6g 548 57 units unit NNS cord-132843-ilxt4b6g 548 58 ( ( -LRB- cord-132843-ilxt4b6g 548 59 GRU GRU NNP cord-132843-ilxt4b6g 548 60 ) ) -RRB- cord-132843-ilxt4b6g 548 61 [ [ -LRB- cord-132843-ilxt4b6g 548 62 70 70 CD cord-132843-ilxt4b6g 548 63 ] ] -RRB- cord-132843-ilxt4b6g 548 64 . . . cord-132843-ilxt4b6g 549 1 Moving move VBG cord-132843-ilxt4b6g 549 2 beyond beyond IN cord-132843-ilxt4b6g 549 3 considering consider VBG cord-132843-ilxt4b6g 549 4 just just RB cord-132843-ilxt4b6g 549 5 the the DT cord-132843-ilxt4b6g 549 6 chain chain NN cord-132843-ilxt4b6g 549 7 relationships relationship NNS cord-132843-ilxt4b6g 549 8 among among IN cord-132843-ilxt4b6g 549 9 events event NNS cord-132843-ilxt4b6g 549 10 , , , cord-132843-ilxt4b6g 549 11 Li Li NNP cord-132843-ilxt4b6g 549 12 et et NNP cord-132843-ilxt4b6g 549 13 al al NNP cord-132843-ilxt4b6g 549 14 . . . cord-132843-ilxt4b6g 550 1 [ [ -LRB- cord-132843-ilxt4b6g 550 2 131 131 CD cord-132843-ilxt4b6g 550 3 ] ] -RRB- cord-132843-ilxt4b6g 550 4 generalized generalize VBD cord-132843-ilxt4b6g 550 5 this this DT cord-132843-ilxt4b6g 550 6 into into IN cord-132843-ilxt4b6g 550 7 graph graph NN cord-132843-ilxt4b6g 550 8 - - HYPH cord-132843-ilxt4b6g 550 9 structured structure VBN cord-132843-ilxt4b6g 550 10 relationships relationship NNS cord-132843-ilxt4b6g 550 11 to to TO cord-132843-ilxt4b6g 550 12 better better RB cord-132843-ilxt4b6g 550 13 incorporate incorporate VB cord-132843-ilxt4b6g 550 14 the the DT cord-132843-ilxt4b6g 550 15 event event NN cord-132843-ilxt4b6g 550 16 contextual contextual JJ cord-132843-ilxt4b6g 550 17 information information NN cord-132843-ilxt4b6g 550 18 via via IN cord-132843-ilxt4b6g 550 19 the the DT cord-132843-ilxt4b6g 550 20 Narrative Narrative NNP cord-132843-ilxt4b6g 550 21 Event Event NNP cord-132843-ilxt4b6g 550 22 Evolutionary Evolutionary NNP cord-132843-ilxt4b6g 550 23 Graph Graph NNP cord-132843-ilxt4b6g 550 24 ( ( -LRB- cord-132843-ilxt4b6g 550 25 NEEG NEEG NNP cord-132843-ilxt4b6g 550 26 ) ) -RRB- cord-132843-ilxt4b6g 550 27 . . . cord-132843-ilxt4b6g 551 1 An an DT cord-132843-ilxt4b6g 551 2 NEEG NEEG NNP cord-132843-ilxt4b6g 551 3 is be VBZ cord-132843-ilxt4b6g 551 4 a a DT cord-132843-ilxt4b6g 551 5 knowledge knowledge NN cord-132843-ilxt4b6g 551 6 graph graph NN cord-132843-ilxt4b6g 551 7 where where WRB cord-132843-ilxt4b6g 551 8 each each DT cord-132843-ilxt4b6g 551 9 node node NN cord-132843-ilxt4b6g 551 10 is be VBZ cord-132843-ilxt4b6g 551 11 an an DT cord-132843-ilxt4b6g 551 12 event event NN cord-132843-ilxt4b6g 551 13 and and CC cord-132843-ilxt4b6g 551 14 each each DT cord-132843-ilxt4b6g 551 15 edge edge NN cord-132843-ilxt4b6g 551 16 denotes denote VBZ cord-132843-ilxt4b6g 551 17 the the DT cord-132843-ilxt4b6g 551 18 association association NN cord-132843-ilxt4b6g 551 19 between between IN cord-132843-ilxt4b6g 551 20 a a DT cord-132843-ilxt4b6g 551 21 pair pair NN cord-132843-ilxt4b6g 551 22 of of IN cord-132843-ilxt4b6g 551 23 events event NNS cord-132843-ilxt4b6g 551 24 , , , cord-132843-ilxt4b6g 551 25 enabling enable VBG cord-132843-ilxt4b6g 551 26 the the DT cord-132843-ilxt4b6g 551 27 NEEG NEEG NNP cord-132843-ilxt4b6g 551 28 to to TO cord-132843-ilxt4b6g 551 29 be be VB cord-132843-ilxt4b6g 551 30 represented represent VBN cord-132843-ilxt4b6g 551 31 by by IN cord-132843-ilxt4b6g 551 32 a a DT cord-132843-ilxt4b6g 551 33 weighted weighted JJ cord-132843-ilxt4b6g 551 34 adjacency adjacency NN cord-132843-ilxt4b6g 551 35 matrix matrix NN cord-132843-ilxt4b6g 551 36 A. a. NN cord-132843-ilxt4b6g 552 1 The the DT cord-132843-ilxt4b6g 552 2 basic basic JJ cord-132843-ilxt4b6g 552 3 architecture architecture NN cord-132843-ilxt4b6g 552 4 can can MD cord-132843-ilxt4b6g 552 5 be be VB cord-132843-ilxt4b6g 552 6 denoted denote VBN cord-132843-ilxt4b6g 552 7 by by IN cord-132843-ilxt4b6g 552 8 the the DT cord-132843-ilxt4b6g 552 9 following following NN cord-132843-ilxt4b6g 552 10 , , , cord-132843-ilxt4b6g 552 11 as as IN cord-132843-ilxt4b6g 552 12 detailed detail VBN cord-132843-ilxt4b6g 552 13 in in IN cord-132843-ilxt4b6g 552 14 the the DT cord-132843-ilxt4b6g 552 15 paper paper NN cord-132843-ilxt4b6g 552 16 [ [ -LRB- cord-132843-ilxt4b6g 552 17 131 131 CD cord-132843-ilxt4b6g 552 18 ] ] -RRB- cord-132843-ilxt4b6g 552 19 : : : cord-132843-ilxt4b6g 553 1 Here here RB cord-132843-ilxt4b6g 553 2 , , , cord-132843-ilxt4b6g 553 3 the the DT cord-132843-ilxt4b6g 553 4 current current JJ cord-132843-ilxt4b6g 553 5 activation activation NN cord-132843-ilxt4b6g 554 1 a a LS cord-132843-ilxt4b6g 555 1 i i PRP cord-132843-ilxt4b6g 555 2 is be VBZ cord-132843-ilxt4b6g 555 3 not not RB cord-132843-ilxt4b6g 555 4 only only RB cord-132843-ilxt4b6g 555 5 dependent dependent JJ cord-132843-ilxt4b6g 555 6 on on IN cord-132843-ilxt4b6g 555 7 the the DT cord-132843-ilxt4b6g 555 8 previous previous JJ cord-132843-ilxt4b6g 555 9 time time NN cord-132843-ilxt4b6g 555 10 point point NN cord-132843-ilxt4b6g 555 11 but but CC cord-132843-ilxt4b6g 555 12 also also RB cord-132843-ilxt4b6g 555 13 influenced influence VBN cord-132843-ilxt4b6g 555 14 by by IN cord-132843-ilxt4b6g 555 15 its -PRON- PRP$ cord-132843-ilxt4b6g 555 16 neighbor neighbor NN cord-132843-ilxt4b6g 555 17 nodes node NNS cord-132843-ilxt4b6g 555 18 in in IN cord-132843-ilxt4b6g 555 19 NEEG NEEG NNP cord-132843-ilxt4b6g 555 20 . . . cord-132843-ilxt4b6g 556 1 • • NFP cord-132843-ilxt4b6g 556 2 Descriptive Descriptive NNP cord-132843-ilxt4b6g 556 3 - - HYPH cord-132843-ilxt4b6g 556 4 based base VBN cord-132843-ilxt4b6g 556 5 Methods method NNS cord-132843-ilxt4b6g 556 6 . . . cord-132843-ilxt4b6g 557 1 Attribute attribute NN cord-132843-ilxt4b6g 557 2 - - HYPH cord-132843-ilxt4b6g 557 3 based base VBN cord-132843-ilxt4b6g 557 4 methods method NNS cord-132843-ilxt4b6g 557 5 require require VBP cord-132843-ilxt4b6g 557 6 extra extra JJ cord-132843-ilxt4b6g 557 7 effort effort NN cord-132843-ilxt4b6g 557 8 during during IN cord-132843-ilxt4b6g 557 9 preprocessing preprocessing NN cord-132843-ilxt4b6g 557 10 in in IN cord-132843-ilxt4b6g 557 11 order order NN cord-132843-ilxt4b6g 557 12 to to TO cord-132843-ilxt4b6g 557 13 convert convert VB cord-132843-ilxt4b6g 557 14 the the DT cord-132843-ilxt4b6g 557 15 unstructured unstructured JJ cord-132843-ilxt4b6g 557 16 raw raw JJ cord-132843-ilxt4b6g 557 17 data datum NNS cord-132843-ilxt4b6g 557 18 into into IN cord-132843-ilxt4b6g 557 19 feature feature NN cord-132843-ilxt4b6g 557 20 vectors vector NNS cord-132843-ilxt4b6g 557 21 , , , cord-132843-ilxt4b6g 557 22 a a DT cord-132843-ilxt4b6g 557 23 process process NN cord-132843-ilxt4b6g 557 24 which which WDT cord-132843-ilxt4b6g 557 25 is be VBZ cord-132843-ilxt4b6g 557 26 not not RB cord-132843-ilxt4b6g 557 27 only only RB cord-132843-ilxt4b6g 557 28 computationally computationally RB cord-132843-ilxt4b6g 557 29 labor labor NN cord-132843-ilxt4b6g 557 30 intensive intensive JJ cord-132843-ilxt4b6g 557 31 but but CC cord-132843-ilxt4b6g 557 32 also also RB cord-132843-ilxt4b6g 557 33 not not RB cord-132843-ilxt4b6g 557 34 always always RB cord-132843-ilxt4b6g 557 35 feasible feasible JJ cord-132843-ilxt4b6g 557 36 . . . cord-132843-ilxt4b6g 558 1 Therefore therefore RB cord-132843-ilxt4b6g 558 2 , , , cord-132843-ilxt4b6g 558 3 multiple multiple JJ cord-132843-ilxt4b6g 558 4 architectures architecture NNS cord-132843-ilxt4b6g 558 5 have have VBP cord-132843-ilxt4b6g 558 6 been be VBN cord-132843-ilxt4b6g 558 7 proposed propose VBN cord-132843-ilxt4b6g 558 8 to to TO cord-132843-ilxt4b6g 558 9 directly directly RB cord-132843-ilxt4b6g 558 10 process process VB cord-132843-ilxt4b6g 558 11 the the DT cord-132843-ilxt4b6g 558 12 raw raw JJ cord-132843-ilxt4b6g 558 13 ( ( -LRB- cord-132843-ilxt4b6g 558 14 textual textual JJ cord-132843-ilxt4b6g 558 15 ) ) -RRB- cord-132843-ilxt4b6g 558 16 event event NN cord-132843-ilxt4b6g 558 17 descriptions description NNS cord-132843-ilxt4b6g 558 18 to to TO cord-132843-ilxt4b6g 558 19 enable enable VB cord-132843-ilxt4b6g 558 20 them -PRON- PRP cord-132843-ilxt4b6g 558 21 to to TO cord-132843-ilxt4b6g 558 22 be be VB cord-132843-ilxt4b6g 558 23 used use VBN cord-132843-ilxt4b6g 558 24 to to TO cord-132843-ilxt4b6g 558 25 predict predict VB cord-132843-ilxt4b6g 558 26 future future JJ cord-132843-ilxt4b6g 558 27 event event NN cord-132843-ilxt4b6g 558 28 semantics semantic NNS cord-132843-ilxt4b6g 558 29 or or CC cord-132843-ilxt4b6g 558 30 descriptions description NNS cord-132843-ilxt4b6g 558 31 . . . cord-132843-ilxt4b6g 559 1 These these DT cord-132843-ilxt4b6g 559 2 models model NNS cord-132843-ilxt4b6g 559 3 share share VBP cord-132843-ilxt4b6g 559 4 a a DT cord-132843-ilxt4b6g 559 5 similar similar JJ cord-132843-ilxt4b6g 559 6 generic generic JJ cord-132843-ilxt4b6g 559 7 framework framework NN cord-132843-ilxt4b6g 559 8 [ [ -LRB- cord-132843-ilxt4b6g 559 9 96 96 CD cord-132843-ilxt4b6g 559 10 , , , cord-132843-ilxt4b6g 559 11 97 97 CD cord-132843-ilxt4b6g 559 12 , , , cord-132843-ilxt4b6g 559 13 139 139 CD cord-132843-ilxt4b6g 559 14 , , , cord-132843-ilxt4b6g 559 15 195 195 CD cord-132843-ilxt4b6g 559 16 , , , cord-132843-ilxt4b6g 559 17 221 221 CD cord-132843-ilxt4b6g 559 18 , , , cord-132843-ilxt4b6g 559 19 231 231 CD cord-132843-ilxt4b6g 559 20 ] ] -RRB- cord-132843-ilxt4b6g 559 21 , , , cord-132843-ilxt4b6g 559 22 which which WDT cord-132843-ilxt4b6g 559 23 begins begin VBZ cord-132843-ilxt4b6g 559 24 by by IN cord-132843-ilxt4b6g 559 25 encoding encode VBG cord-132843-ilxt4b6g 559 26 each each DT cord-132843-ilxt4b6g 559 27 sequence sequence NN cord-132843-ilxt4b6g 559 28 of of IN cord-132843-ilxt4b6g 559 29 words word NNS cord-132843-ilxt4b6g 559 30 into into IN cord-132843-ilxt4b6g 559 31 event event NN cord-132843-ilxt4b6g 559 32 representations representation NNS cord-132843-ilxt4b6g 559 33 , , , cord-132843-ilxt4b6g 559 34 utilizing utilize VBG cord-132843-ilxt4b6g 559 35 an an DT cord-132843-ilxt4b6g 559 36 RNN RNN NNP cord-132843-ilxt4b6g 559 37 architecture architecture NN cord-132843-ilxt4b6g 559 38 , , , cord-132843-ilxt4b6g 559 39 as as IN cord-132843-ilxt4b6g 559 40 shown show VBN cord-132843-ilxt4b6g 559 41 in in IN cord-132843-ilxt4b6g 559 42 Figure Figure NNP cord-132843-ilxt4b6g 559 43 5 5 CD cord-132843-ilxt4b6g 559 44 . . . cord-132843-ilxt4b6g 560 1 The the DT cord-132843-ilxt4b6g 560 2 sequence sequence NN cord-132843-ilxt4b6g 560 3 of of IN cord-132843-ilxt4b6g 560 4 events event NNS cord-132843-ilxt4b6g 560 5 must must MD cord-132843-ilxt4b6g 560 6 then then RB cord-132843-ilxt4b6g 560 7 be be VB cord-132843-ilxt4b6g 560 8 characterized characterize VBN cord-132843-ilxt4b6g 560 9 by by IN cord-132843-ilxt4b6g 560 10 another another DT cord-132843-ilxt4b6g 560 11 higher high JJR cord-132843-ilxt4b6g 560 12 - - HYPH cord-132843-ilxt4b6g 560 13 level level NN cord-132843-ilxt4b6g 560 14 RNN RNN NNP cord-132843-ilxt4b6g 560 15 to to TO cord-132843-ilxt4b6g 560 16 predict predict VB cord-132843-ilxt4b6g 560 17 future future JJ cord-132843-ilxt4b6g 560 18 events event NNS cord-132843-ilxt4b6g 560 19 . . . cord-132843-ilxt4b6g 561 1 Under under IN cord-132843-ilxt4b6g 561 2 this this DT cord-132843-ilxt4b6g 561 3 framework framework NN cord-132843-ilxt4b6g 561 4 , , , cord-132843-ilxt4b6g 561 5 some some DT cord-132843-ilxt4b6g 561 6 works work NNS cord-132843-ilxt4b6g 561 7 begin begin VBP cord-132843-ilxt4b6g 561 8 by by IN cord-132843-ilxt4b6g 561 9 decoding decode VBG cord-132843-ilxt4b6g 561 10 the the DT cord-132843-ilxt4b6g 561 11 predicted predict VBN cord-132843-ilxt4b6g 561 12 future future JJ cord-132843-ilxt4b6g 561 13 candidate candidate NN cord-132843-ilxt4b6g 561 14 events event NNS cord-132843-ilxt4b6g 561 15 into into IN cord-132843-ilxt4b6g 561 16 event event NN cord-132843-ilxt4b6g 561 17 embedding embedding NN cord-132843-ilxt4b6g 561 18 , , , cord-132843-ilxt4b6g 561 19 after after IN cord-132843-ilxt4b6g 561 20 which which WDT cord-132843-ilxt4b6g 561 21 they -PRON- PRP cord-132843-ilxt4b6g 561 22 are be VBP cord-132843-ilxt4b6g 561 23 compared compare VBN cord-132843-ilxt4b6g 561 24 with with IN cord-132843-ilxt4b6g 561 25 each each DT cord-132843-ilxt4b6g 561 26 other other JJ cord-132843-ilxt4b6g 561 27 and and CC cord-132843-ilxt4b6g 561 28 the the DT cord-132843-ilxt4b6g 561 29 one one NN cord-132843-ilxt4b6g 561 30 with with IN cord-132843-ilxt4b6g 561 31 the the DT cord-132843-ilxt4b6g 561 32 largest large JJS cord-132843-ilxt4b6g 561 33 confidence confidence NN cord-132843-ilxt4b6g 561 34 score score NN cord-132843-ilxt4b6g 561 35 is be VBZ cord-132843-ilxt4b6g 561 36 selected select VBN cord-132843-ilxt4b6g 561 37 as as IN cord-132843-ilxt4b6g 561 38 the the DT cord-132843-ilxt4b6g 561 39 predicted predict VBN cord-132843-ilxt4b6g 561 40 event event NN cord-132843-ilxt4b6g 561 41 . . . cord-132843-ilxt4b6g 562 1 These these DT cord-132843-ilxt4b6g 562 2 methods method NNS cord-132843-ilxt4b6g 562 3 are be VBP cord-132843-ilxt4b6g 562 4 usually usually RB cord-132843-ilxt4b6g 562 5 constrained constrain VBN cord-132843-ilxt4b6g 562 6 by by IN cord-132843-ilxt4b6g 562 7 the the DT cord-132843-ilxt4b6g 562 8 known know VBN cord-132843-ilxt4b6g 562 9 list list NN cord-132843-ilxt4b6g 562 10 of of IN cord-132843-ilxt4b6g 562 11 event event NN cord-132843-ilxt4b6g 562 12 types type NNS cord-132843-ilxt4b6g 562 13 , , , cord-132843-ilxt4b6g 562 14 but but CC cord-132843-ilxt4b6g 562 15 sometimes sometimes RB cord-132843-ilxt4b6g 562 16 we -PRON- PRP cord-132843-ilxt4b6g 562 17 are be VBP cord-132843-ilxt4b6g 562 18 interested interested JJ cord-132843-ilxt4b6g 562 19 in in IN cord-132843-ilxt4b6g 562 20 open open JJ cord-132843-ilxt4b6g 562 21 set set NN cord-132843-ilxt4b6g 562 22 predictions prediction NNS cord-132843-ilxt4b6g 562 23 where where WRB cord-132843-ilxt4b6g 562 24 the the DT cord-132843-ilxt4b6g 562 25 predicted predict VBN cord-132843-ilxt4b6g 562 26 event event NN cord-132843-ilxt4b6g 562 27 type type NN cord-132843-ilxt4b6g 562 28 can can MD cord-132843-ilxt4b6g 562 29 be be VB cord-132843-ilxt4b6g 562 30 a a DT cord-132843-ilxt4b6g 562 31 new new JJ cord-132843-ilxt4b6g 562 32 appearance appearance NN cord-132843-ilxt4b6g 562 33 of of IN cord-132843-ilxt4b6g 562 34 a a DT cord-132843-ilxt4b6g 562 35 type type NN cord-132843-ilxt4b6g 562 36 that that WDT cord-132843-ilxt4b6g 562 37 has have VBZ cord-132843-ilxt4b6g 562 38 not not RB cord-132843-ilxt4b6g 562 39 previously previously RB cord-132843-ilxt4b6g 562 40 been be VBN cord-132843-ilxt4b6g 562 41 seen see VBN cord-132843-ilxt4b6g 562 42 in in IN cord-132843-ilxt4b6g 562 43 the the DT cord-132843-ilxt4b6g 562 44 training training NN cord-132843-ilxt4b6g 562 45 set set NN cord-132843-ilxt4b6g 562 46 . . . cord-132843-ilxt4b6g 563 1 To to TO cord-132843-ilxt4b6g 563 2 achieve achieve VB cord-132843-ilxt4b6g 563 3 this this DT cord-132843-ilxt4b6g 563 4 , , , cord-132843-ilxt4b6g 563 5 other other JJ cord-132843-ilxt4b6g 563 6 methods method NNS cord-132843-ilxt4b6g 563 7 focus focus VBP cord-132843-ilxt4b6g 563 8 on on IN cord-132843-ilxt4b6g 563 9 directly directly RB cord-132843-ilxt4b6g 563 10 generating generate VBG cord-132843-ilxt4b6g 563 11 future future JJ cord-132843-ilxt4b6g 563 12 events event NNS cord-132843-ilxt4b6g 563 13 ' ' POS cord-132843-ilxt4b6g 563 14 descriptions description NNS cord-132843-ilxt4b6g 563 15 that that WDT cord-132843-ilxt4b6g 563 16 characterize characterize VBP cord-132843-ilxt4b6g 563 17 event event NN cord-132843-ilxt4b6g 563 18 semantics semantic NNS cord-132843-ilxt4b6g 563 19 that that WDT cord-132843-ilxt4b6g 563 20 may may MD cord-132843-ilxt4b6g 563 21 or or CC cord-132843-ilxt4b6g 563 22 may may MD cord-132843-ilxt4b6g 563 23 not not RB cord-132843-ilxt4b6g 563 24 have have VB cord-132843-ilxt4b6g 563 25 appeared appear VBN cord-132843-ilxt4b6g 563 26 before before RB cord-132843-ilxt4b6g 563 27 by by IN cord-132843-ilxt4b6g 563 28 designing design VBG cord-132843-ilxt4b6g 563 29 an an DT cord-132843-ilxt4b6g 563 30 additional additional JJ cord-132843-ilxt4b6g 563 31 sequence sequence NN cord-132843-ilxt4b6g 563 32 decoder decoder NN cord-132843-ilxt4b6g 563 33 that that WDT cord-132843-ilxt4b6g 563 34 decodes decode VBZ cord-132843-ilxt4b6g 563 35 the the DT cord-132843-ilxt4b6g 563 36 latent latent JJ cord-132843-ilxt4b6g 563 37 representation representation NN cord-132843-ilxt4b6g 563 38 of of IN cord-132843-ilxt4b6g 563 39 future future JJ cord-132843-ilxt4b6g 563 40 events event NNS cord-132843-ilxt4b6g 563 41 into into IN cord-132843-ilxt4b6g 563 42 word word NN cord-132843-ilxt4b6g 563 43 sequences sequence NNS cord-132843-ilxt4b6g 563 44 . . . cord-132843-ilxt4b6g 564 1 More More JJR cord-132843-ilxt4b6g 564 2 recent recent JJ cord-132843-ilxt4b6g 564 3 research research NN cord-132843-ilxt4b6g 564 4 has have VBZ cord-132843-ilxt4b6g 564 5 enhanced enhance VBN cord-132843-ilxt4b6g 564 6 the the DT cord-132843-ilxt4b6g 564 7 utility utility NN cord-132843-ilxt4b6g 564 8 and and CC cord-132843-ilxt4b6g 564 9 interpretability interpretability NN cord-132843-ilxt4b6g 564 10 of of IN cord-132843-ilxt4b6g 564 11 the the DT cord-132843-ilxt4b6g 564 12 relationship relationship NN cord-132843-ilxt4b6g 564 13 between between IN cord-132843-ilxt4b6g 564 14 words word NNS cord-132843-ilxt4b6g 564 15 and and CC cord-132843-ilxt4b6g 564 16 relevant relevant JJ cord-132843-ilxt4b6g 564 17 events event NNS cord-132843-ilxt4b6g 564 18 , , , cord-132843-ilxt4b6g 564 19 and and CC cord-132843-ilxt4b6g 564 20 all all PDT cord-132843-ilxt4b6g 564 21 the the DT cord-132843-ilxt4b6g 564 22 previous previous JJ cord-132843-ilxt4b6g 564 23 events event NNS cord-132843-ilxt4b6g 564 24 for for IN cord-132843-ilxt4b6g 564 25 the the DT cord-132843-ilxt4b6g 564 26 relevant relevant JJ cord-132843-ilxt4b6g 564 27 future future JJ cord-132843-ilxt4b6g 564 28 event event NN cord-132843-ilxt4b6g 564 29 , , , cord-132843-ilxt4b6g 564 30 by by IN cord-132843-ilxt4b6g 564 31 adding add VBG cord-132843-ilxt4b6g 564 32 a a DT cord-132843-ilxt4b6g 564 33 hierarchical hierarchical JJ cord-132843-ilxt4b6g 564 34 attention attention NN cord-132843-ilxt4b6g 564 35 mechanisms mechanism NNS cord-132843-ilxt4b6g 564 36 . . . cord-132843-ilxt4b6g 565 1 For for IN cord-132843-ilxt4b6g 565 2 example example NN cord-132843-ilxt4b6g 565 3 , , , cord-132843-ilxt4b6g 565 4 Yu Yu NNP cord-132843-ilxt4b6g 565 5 et et NNP cord-132843-ilxt4b6g 565 6 al al NNP cord-132843-ilxt4b6g 565 7 . . . cord-132843-ilxt4b6g 566 1 [ [ -LRB- cord-132843-ilxt4b6g 566 2 231 231 CD cord-132843-ilxt4b6g 566 3 ] ] -RRB- cord-132843-ilxt4b6g 566 4 and and CC cord-132843-ilxt4b6g 566 5 Su Su NNP cord-132843-ilxt4b6g 566 6 and and CC cord-132843-ilxt4b6g 566 7 Jiang Jiang NNP cord-132843-ilxt4b6g 567 1 [ [ -LRB- cord-132843-ilxt4b6g 567 2 195 195 CD cord-132843-ilxt4b6g 567 3 ] ] -RRB- cord-132843-ilxt4b6g 567 4 both both DT cord-132843-ilxt4b6g 567 5 proposed propose VBN cord-132843-ilxt4b6g 567 6 word word NN cord-132843-ilxt4b6g 567 7 - - HYPH cord-132843-ilxt4b6g 567 8 level level NN cord-132843-ilxt4b6g 567 9 attention attention NN cord-132843-ilxt4b6g 567 10 and and CC cord-132843-ilxt4b6g 567 11 event event NN cord-132843-ilxt4b6g 567 12 - - HYPH cord-132843-ilxt4b6g 567 13 level level NN cord-132843-ilxt4b6g 567 14 attention attention NN cord-132843-ilxt4b6g 567 15 , , , cord-132843-ilxt4b6g 567 16 while while IN cord-132843-ilxt4b6g 567 17 Hu Hu NNP cord-132843-ilxt4b6g 567 18 [ [ -LRB- cord-132843-ilxt4b6g 567 19 96 96 CD cord-132843-ilxt4b6g 567 20 ] ] -RRB- cord-132843-ilxt4b6g 567 21 leveraged leveraged JJ cord-132843-ilxt4b6g 567 22 word word NN cord-132843-ilxt4b6g 567 23 - - HYPH cord-132843-ilxt4b6g 567 24 level level NN cord-132843-ilxt4b6g 567 25 attention attention NN cord-132843-ilxt4b6g 567 26 in in IN cord-132843-ilxt4b6g 567 27 the the DT cord-132843-ilxt4b6g 567 28 event event NN cord-132843-ilxt4b6g 567 29 encoder encoder NN cord-132843-ilxt4b6g 567 30 as as RB cord-132843-ilxt4b6g 567 31 well well RB cord-132843-ilxt4b6g 567 32 as as IN cord-132843-ilxt4b6g 567 33 in in IN cord-132843-ilxt4b6g 567 34 the the DT cord-132843-ilxt4b6g 567 35 event event NN cord-132843-ilxt4b6g 567 36 decoder decoder NN cord-132843-ilxt4b6g 567 37 . . . cord-132843-ilxt4b6g 568 1 This this DT cord-132843-ilxt4b6g 568 2 section section NN cord-132843-ilxt4b6g 568 3 discusses discuss VBZ cord-132843-ilxt4b6g 568 4 the the DT cord-132843-ilxt4b6g 568 5 research research NN cord-132843-ilxt4b6g 568 6 into into IN cord-132843-ilxt4b6g 568 7 ways way NNS cord-132843-ilxt4b6g 568 8 to to TO cord-132843-ilxt4b6g 568 9 jointly jointly RB cord-132843-ilxt4b6g 568 10 predict predict VB cord-132843-ilxt4b6g 568 11 the the DT cord-132843-ilxt4b6g 568 12 time time NN cord-132843-ilxt4b6g 568 13 , , , cord-132843-ilxt4b6g 568 14 location location NN cord-132843-ilxt4b6g 568 15 , , , cord-132843-ilxt4b6g 568 16 and and CC cord-132843-ilxt4b6g 568 17 semantics semantic NNS cord-132843-ilxt4b6g 568 18 of of IN cord-132843-ilxt4b6g 568 19 future future JJ cord-132843-ilxt4b6g 568 20 events event NNS cord-132843-ilxt4b6g 568 21 . . . cord-132843-ilxt4b6g 569 1 Existing exist VBG cord-132843-ilxt4b6g 569 2 work work NN cord-132843-ilxt4b6g 569 3 in in IN cord-132843-ilxt4b6g 569 4 this this DT cord-132843-ilxt4b6g 569 5 area area NN cord-132843-ilxt4b6g 569 6 can can MD cord-132843-ilxt4b6g 569 7 be be VB cord-132843-ilxt4b6g 569 8 categorized categorize VBN cord-132843-ilxt4b6g 569 9 into into IN cord-132843-ilxt4b6g 569 10 three three CD cord-132843-ilxt4b6g 569 11 types type NNS cord-132843-ilxt4b6g 569 12 : : : cord-132843-ilxt4b6g 569 13 1 1 LS cord-132843-ilxt4b6g 569 14 ) ) -RRB- cord-132843-ilxt4b6g 569 15 joint joint JJ cord-132843-ilxt4b6g 569 16 time time NN cord-132843-ilxt4b6g 569 17 and and CC cord-132843-ilxt4b6g 569 18 For for IN cord-132843-ilxt4b6g 569 19 example example NN cord-132843-ilxt4b6g 569 20 , , , cord-132843-ilxt4b6g 569 21 Vilalta Vilalta NNP cord-132843-ilxt4b6g 569 22 and and CC cord-132843-ilxt4b6g 569 23 Ma Ma NNP cord-132843-ilxt4b6g 569 24 [ [ -LRB- cord-132843-ilxt4b6g 569 25 206 206 CD cord-132843-ilxt4b6g 569 26 ] ] -RRB- cord-132843-ilxt4b6g 569 27 defined define VBD cord-132843-ilxt4b6g 569 28 LHS LHS NNP cord-132843-ilxt4b6g 569 29 as as IN cord-132843-ilxt4b6g 569 30 a a DT cord-132843-ilxt4b6g 569 31 tuple tuple NN cord-132843-ilxt4b6g 569 32 ( ( -LRB- cord-132843-ilxt4b6g 569 33 E E NNP cord-132843-ilxt4b6g 569 34 L l NN cord-132843-ilxt4b6g 569 35 , , , cord-132843-ilxt4b6g 569 36 τ τ NN cord-132843-ilxt4b6g 569 37 ) ) -RRB- cord-132843-ilxt4b6g 569 38 , , , cord-132843-ilxt4b6g 569 39 where where WRB cord-132843-ilxt4b6g 569 40 τ τ NN cord-132843-ilxt4b6g 569 41 is be VBZ cord-132843-ilxt4b6g 569 42 the the DT cord-132843-ilxt4b6g 569 43 time time NN cord-132843-ilxt4b6g 569 44 window window NN cord-132843-ilxt4b6g 569 45 before before IN cord-132843-ilxt4b6g 569 46 the the DT cord-132843-ilxt4b6g 569 47 target target NN cord-132843-ilxt4b6g 569 48 in in IN cord-132843-ilxt4b6g 569 49 RHS RHS NNP cord-132843-ilxt4b6g 569 50 predefined predefine VBN cord-132843-ilxt4b6g 569 51 by by IN cord-132843-ilxt4b6g 569 52 the the DT cord-132843-ilxt4b6g 569 53 user user NN cord-132843-ilxt4b6g 569 54 . . . cord-132843-ilxt4b6g 570 1 Only only RB cord-132843-ilxt4b6g 570 2 the the DT cord-132843-ilxt4b6g 570 3 events event NNS cord-132843-ilxt4b6g 570 4 occurring occur VBG cord-132843-ilxt4b6g 570 5 within within IN cord-132843-ilxt4b6g 570 6 a a DT cord-132843-ilxt4b6g 570 7 time time NN cord-132843-ilxt4b6g 570 8 window window NN cord-132843-ilxt4b6g 570 9 before before IN cord-132843-ilxt4b6g 570 10 the the DT cord-132843-ilxt4b6g 570 11 event event NN cord-132843-ilxt4b6g 570 12 in in IN cord-132843-ilxt4b6g 570 13 RHS RHS NNP cord-132843-ilxt4b6g 570 14 will will MD cord-132843-ilxt4b6g 570 15 satisfy satisfy VB cord-132843-ilxt4b6g 570 16 the the DT cord-132843-ilxt4b6g 570 17 LHS LHS NNP cord-132843-ilxt4b6g 570 18 . . . cord-132843-ilxt4b6g 571 1 Similar similar JJ cord-132843-ilxt4b6g 571 2 techniques technique NNS cord-132843-ilxt4b6g 571 3 have have VBP cord-132843-ilxt4b6g 571 4 also also RB cord-132843-ilxt4b6g 571 5 been be VBN cord-132843-ilxt4b6g 571 6 leveraged leverage VBN cord-132843-ilxt4b6g 571 7 by by IN cord-132843-ilxt4b6g 571 8 other other JJ cord-132843-ilxt4b6g 571 9 researchers researcher NNS cord-132843-ilxt4b6g 571 10 [ [ -LRB- cord-132843-ilxt4b6g 571 11 45 45 CD cord-132843-ilxt4b6g 571 12 , , , cord-132843-ilxt4b6g 571 13 194 194 CD cord-132843-ilxt4b6g 571 14 ] ] -RRB- cord-132843-ilxt4b6g 571 15 . . . cord-132843-ilxt4b6g 572 1 However however RB cord-132843-ilxt4b6g 572 2 , , , cord-132843-ilxt4b6g 572 3 τ τ NN cord-132843-ilxt4b6g 572 4 is be VBZ cord-132843-ilxt4b6g 572 5 difficult difficult JJ cord-132843-ilxt4b6g 572 6 to to TO cord-132843-ilxt4b6g 572 7 define define VB cord-132843-ilxt4b6g 572 8 beforehand beforehand RB cord-132843-ilxt4b6g 572 9 and and CC cord-132843-ilxt4b6g 572 10 it -PRON- PRP cord-132843-ilxt4b6g 572 11 is be VBZ cord-132843-ilxt4b6g 572 12 preferable preferable JJ cord-132843-ilxt4b6g 572 13 to to TO cord-132843-ilxt4b6g 572 14 be be VB cord-132843-ilxt4b6g 572 15 flexible flexible JJ cord-132843-ilxt4b6g 572 16 to to TO cord-132843-ilxt4b6g 572 17 suit suit VB cord-132843-ilxt4b6g 572 18 different different JJ cord-132843-ilxt4b6g 572 19 target target NN cord-132843-ilxt4b6g 572 20 events event NNS cord-132843-ilxt4b6g 572 21 . . . cord-132843-ilxt4b6g 573 1 To to TO cord-132843-ilxt4b6g 573 2 handle handle VB cord-132843-ilxt4b6g 573 3 this this DT cord-132843-ilxt4b6g 573 4 challenge challenge NN cord-132843-ilxt4b6g 573 5 , , , cord-132843-ilxt4b6g 573 6 Yang Yang NNP cord-132843-ilxt4b6g 573 7 et et NNP cord-132843-ilxt4b6g 573 8 al al NNP cord-132843-ilxt4b6g 573 9 . . . cord-132843-ilxt4b6g 574 1 [ [ -LRB- cord-132843-ilxt4b6g 574 2 225 225 CD cord-132843-ilxt4b6g 574 3 ] ] -RRB- cord-132843-ilxt4b6g 574 4 proposed propose VBD cord-132843-ilxt4b6g 574 5 a a DT cord-132843-ilxt4b6g 574 6 way way NN cord-132843-ilxt4b6g 574 7 to to TO cord-132843-ilxt4b6g 574 8 automatically automatically RB cord-132843-ilxt4b6g 574 9 identify identify VB cord-132843-ilxt4b6g 574 10 information information NN cord-132843-ilxt4b6g 574 11 on on IN cord-132843-ilxt4b6g 574 12 a a DT cord-132843-ilxt4b6g 574 13 continuous continuous JJ cord-132843-ilxt4b6g 574 14 time time NN cord-132843-ilxt4b6g 574 15 interval interval NN cord-132843-ilxt4b6g 574 16 from from IN cord-132843-ilxt4b6g 574 17 the the DT cord-132843-ilxt4b6g 574 18 data datum NNS cord-132843-ilxt4b6g 574 19 . . . cord-132843-ilxt4b6g 575 1 Here here RB cord-132843-ilxt4b6g 575 2 , , , cord-132843-ilxt4b6g 575 3 each each DT cord-132843-ilxt4b6g 575 4 transaction transaction NN cord-132843-ilxt4b6g 575 5 is be VBZ cord-132843-ilxt4b6g 575 6 composed compose VBN cord-132843-ilxt4b6g 575 7 of of IN cord-132843-ilxt4b6g 575 8 not not RB cord-132843-ilxt4b6g 575 9 only only RB cord-132843-ilxt4b6g 575 10 items item NNS cord-132843-ilxt4b6g 575 11 but but CC cord-132843-ilxt4b6g 575 12 also also RB cord-132843-ilxt4b6g 575 13 continuous continuous JJ cord-132843-ilxt4b6g 575 14 time time NN cord-132843-ilxt4b6g 575 15 duration duration NN cord-132843-ilxt4b6g 575 16 information information NN cord-132843-ilxt4b6g 575 17 . . . cord-132843-ilxt4b6g 576 1 LHS LHS NNP cord-132843-ilxt4b6g 576 2 is be VBZ cord-132843-ilxt4b6g 576 3 a a DT cord-132843-ilxt4b6g 576 4 set set NN cord-132843-ilxt4b6g 576 5 of of IN cord-132843-ilxt4b6g 576 6 items item NNS cord-132843-ilxt4b6g 576 7 ( ( -LRB- cord-132843-ilxt4b6g 576 8 e.g. e.g. RB cord-132843-ilxt4b6g 576 9 , , , cord-132843-ilxt4b6g 576 10 previous previous JJ cord-132843-ilxt4b6g 576 11 events event NNS cord-132843-ilxt4b6g 576 12 ) ) -RRB- cord-132843-ilxt4b6g 576 13 while while IN cord-132843-ilxt4b6g 576 14 RHS RHS NNP cord-132843-ilxt4b6g 576 15 is be VBZ cord-132843-ilxt4b6g 576 16 a a DT cord-132843-ilxt4b6g 576 17 tuple tuple NN cord-132843-ilxt4b6g 576 18 ( ( -LRB- cord-132843-ilxt4b6g 576 19 E e FW cord-132843-ilxt4b6g 576 20 R r NN cord-132843-ilxt4b6g 576 21 , , , cord-132843-ilxt4b6g 576 22 [ [ -LRB- cord-132843-ilxt4b6g 576 23 t t NN cord-132843-ilxt4b6g 576 24 1 1 CD cord-132843-ilxt4b6g 576 25 , , , cord-132843-ilxt4b6g 576 26 t t NN cord-132843-ilxt4b6g 576 27 2 2 CD cord-132843-ilxt4b6g 576 28 ] ] -RRB- cord-132843-ilxt4b6g 576 29 ) ) -RRB- cord-132843-ilxt4b6g 577 1 consisting consist VBG cord-132843-ilxt4b6g 577 2 of of IN cord-132843-ilxt4b6g 577 3 a a DT cord-132843-ilxt4b6g 577 4 future future JJ cord-132843-ilxt4b6g 577 5 event event NN cord-132843-ilxt4b6g 577 6 semantic semantic JJ cord-132843-ilxt4b6g 577 7 representation representation NN cord-132843-ilxt4b6g 577 8 and and CC cord-132843-ilxt4b6g 577 9 its -PRON- PRP$ cord-132843-ilxt4b6g 577 10 time time NN cord-132843-ilxt4b6g 577 11 interval interval NN cord-132843-ilxt4b6g 577 12 of of IN cord-132843-ilxt4b6g 577 13 occurrence occurrence NN cord-132843-ilxt4b6g 577 14 . . . cord-132843-ilxt4b6g 578 1 To to TO cord-132843-ilxt4b6g 578 2 automatically automatically RB cord-132843-ilxt4b6g 578 3 learn learn VB cord-132843-ilxt4b6g 578 4 the the DT cord-132843-ilxt4b6g 578 5 time time NN cord-132843-ilxt4b6g 578 6 interval interval NN cord-132843-ilxt4b6g 578 7 in in IN cord-132843-ilxt4b6g 578 8 RHS RHS NNP cord-132843-ilxt4b6g 578 9 , , , cord-132843-ilxt4b6g 578 10 [ [ -LRB- cord-132843-ilxt4b6g 578 11 225 225 CD cord-132843-ilxt4b6g 578 12 ] ] -RRB- cord-132843-ilxt4b6g 578 13 proposed propose VBD cord-132843-ilxt4b6g 578 14 the the DT cord-132843-ilxt4b6g 578 15 use use NN cord-132843-ilxt4b6g 578 16 of of IN cord-132843-ilxt4b6g 578 17 two two CD cord-132843-ilxt4b6g 578 18 different different JJ cord-132843-ilxt4b6g 578 19 methods method NNS cord-132843-ilxt4b6g 578 20 . . . cord-132843-ilxt4b6g 579 1 The the DT cord-132843-ilxt4b6g 579 2 first first JJ cord-132843-ilxt4b6g 579 3 is be VBZ cord-132843-ilxt4b6g 579 4 called call VBN cord-132843-ilxt4b6g 579 5 the the DT cord-132843-ilxt4b6g 579 6 confidence confidence NN cord-132843-ilxt4b6g 579 7 - - HYPH cord-132843-ilxt4b6g 579 8 intervalbased intervalbase VBN cord-132843-ilxt4b6g 579 9 method method NN cord-132843-ilxt4b6g 579 10 , , , cord-132843-ilxt4b6g 579 11 which which WDT cord-132843-ilxt4b6g 579 12 leverages leverage VBZ cord-132843-ilxt4b6g 579 13 a a DT cord-132843-ilxt4b6g 579 14 statistical statistical JJ cord-132843-ilxt4b6g 579 15 distribution distribution NN cord-132843-ilxt4b6g 579 16 ( ( -LRB- cord-132843-ilxt4b6g 579 17 e.g. e.g. RB cord-132843-ilxt4b6g 579 18 , , , cord-132843-ilxt4b6g 579 19 Gaussian Gaussian NNP cord-132843-ilxt4b6g 579 20 and and CC cord-132843-ilxt4b6g 579 21 student student NN cord-132843-ilxt4b6g 579 22 - - HYPH cord-132843-ilxt4b6g 579 23 t t NN cord-132843-ilxt4b6g 579 24 [ [ -LRB- cord-132843-ilxt4b6g 579 25 26 26 CD cord-132843-ilxt4b6g 579 26 ] ] -RRB- cord-132843-ilxt4b6g 579 27 ) ) -RRB- cord-132843-ilxt4b6g 579 28 to to TO cord-132843-ilxt4b6g 579 29 fit fit VB cord-132843-ilxt4b6g 579 30 all all PDT cord-132843-ilxt4b6g 579 31 the the DT cord-132843-ilxt4b6g 579 32 observed observed JJ cord-132843-ilxt4b6g 579 33 occurrence occurrence NN cord-132843-ilxt4b6g 579 34 times time NNS cord-132843-ilxt4b6g 579 35 of of IN cord-132843-ilxt4b6g 579 36 events event NNS cord-132843-ilxt4b6g 579 37 in in IN cord-132843-ilxt4b6g 579 38 RHS RHS NNP cord-132843-ilxt4b6g 579 39 , , , cord-132843-ilxt4b6g 579 40 and and CC cord-132843-ilxt4b6g 579 41 then then RB cord-132843-ilxt4b6g 579 42 treats treat VBZ cord-132843-ilxt4b6g 579 43 the the DT cord-132843-ilxt4b6g 579 44 statistical statistical JJ cord-132843-ilxt4b6g 579 45 confidence confidence NN cord-132843-ilxt4b6g 579 46 interval interval NN cord-132843-ilxt4b6g 579 47 as as IN cord-132843-ilxt4b6g 579 48 the the DT cord-132843-ilxt4b6g 579 49 time time NN cord-132843-ilxt4b6g 579 50 interval interval NN cord-132843-ilxt4b6g 579 51 . . . cord-132843-ilxt4b6g 580 1 The the DT cord-132843-ilxt4b6g 580 2 second second JJ cord-132843-ilxt4b6g 580 3 method method NN cord-132843-ilxt4b6g 580 4 is be VBZ cord-132843-ilxt4b6g 580 5 known know VBN cord-132843-ilxt4b6g 580 6 as as IN cord-132843-ilxt4b6g 580 7 minimal minimal JJ cord-132843-ilxt4b6g 580 8 temporal temporal JJ cord-132843-ilxt4b6g 580 9 region region NN cord-132843-ilxt4b6g 580 10 selection selection NN cord-132843-ilxt4b6g 580 11 , , , cord-132843-ilxt4b6g 580 12 which which WDT cord-132843-ilxt4b6g 580 13 aims aim VBZ cord-132843-ilxt4b6g 580 14 to to TO cord-132843-ilxt4b6g 580 15 find find VB cord-132843-ilxt4b6g 580 16 the the DT cord-132843-ilxt4b6g 580 17 temporal temporal JJ cord-132843-ilxt4b6g 580 18 region region NN cord-132843-ilxt4b6g 580 19 with with IN cord-132843-ilxt4b6g 580 20 the the DT cord-132843-ilxt4b6g 580 21 smallest small JJS cord-132843-ilxt4b6g 580 22 interval interval NN cord-132843-ilxt4b6g 580 23 and and CC cord-132843-ilxt4b6g 580 24 covers cover VBZ cord-132843-ilxt4b6g 580 25 all all DT cord-132843-ilxt4b6g 580 26 historical historical JJ cord-132843-ilxt4b6g 580 27 occurrences occurrence NNS cord-132843-ilxt4b6g 580 28 of of IN cord-132843-ilxt4b6g 580 29 the the DT cord-132843-ilxt4b6g 580 30 event event NN cord-132843-ilxt4b6g 580 31 in in IN cord-132843-ilxt4b6g 580 32 RHS RHS NNP cord-132843-ilxt4b6g 580 33 . . . cord-132843-ilxt4b6g 581 1 Time time NN cord-132843-ilxt4b6g 581 2 expression expression NN cord-132843-ilxt4b6g 581 3 extraction extraction NN cord-132843-ilxt4b6g 581 4 . . . cord-132843-ilxt4b6g 582 1 In in IN cord-132843-ilxt4b6g 582 2 contrast contrast NN cord-132843-ilxt4b6g 582 3 to to IN cord-132843-ilxt4b6g 582 4 the the DT cord-132843-ilxt4b6g 582 5 above above JJ cord-132843-ilxt4b6g 582 6 statistical statistical JJ cord-132843-ilxt4b6g 582 7 - - HYPH cord-132843-ilxt4b6g 582 8 based base VBN cord-132843-ilxt4b6g 582 9 methods method NNS cord-132843-ilxt4b6g 582 10 , , , cord-132843-ilxt4b6g 582 11 another another DT cord-132843-ilxt4b6g 582 12 way way NN cord-132843-ilxt4b6g 582 13 to to TO cord-132843-ilxt4b6g 582 14 achieve achieve VB cord-132843-ilxt4b6g 582 15 event event NN cord-132843-ilxt4b6g 582 16 time time NN cord-132843-ilxt4b6g 582 17 and and CC cord-132843-ilxt4b6g 582 18 semantics semantic VBZ cord-132843-ilxt4b6g 582 19 joint joint JJ cord-132843-ilxt4b6g 582 20 prediction prediction NN cord-132843-ilxt4b6g 582 21 comes come VBZ cord-132843-ilxt4b6g 582 22 from from IN cord-132843-ilxt4b6g 582 23 the the DT cord-132843-ilxt4b6g 582 24 pattern pattern NN cord-132843-ilxt4b6g 582 25 recognition recognition NN cord-132843-ilxt4b6g 582 26 domain domain NN cord-132843-ilxt4b6g 582 27 , , , cord-132843-ilxt4b6g 582 28 aiming aim VBG cord-132843-ilxt4b6g 582 29 to to TO cord-132843-ilxt4b6g 582 30 directly directly RB cord-132843-ilxt4b6g 582 31 discover discover VB cord-132843-ilxt4b6g 582 32 time time NN cord-132843-ilxt4b6g 582 33 expressions expression NNS cord-132843-ilxt4b6g 582 34 that that WDT cord-132843-ilxt4b6g 582 35 mention mention VBP cord-132843-ilxt4b6g 582 36 the the DT cord-132843-ilxt4b6g 582 37 ( ( -LRB- cord-132843-ilxt4b6g 582 38 planned planned JJ cord-132843-ilxt4b6g 582 39 ) ) -RRB- cord-132843-ilxt4b6g 582 40 future future JJ cord-132843-ilxt4b6g 582 41 events event NNS cord-132843-ilxt4b6g 582 42 . . . cord-132843-ilxt4b6g 583 1 As as IN cord-132843-ilxt4b6g 583 2 this this DT cord-132843-ilxt4b6g 583 3 type type NN cord-132843-ilxt4b6g 583 4 of of IN cord-132843-ilxt4b6g 583 5 technique technique NN cord-132843-ilxt4b6g 583 6 can can MD cord-132843-ilxt4b6g 583 7 simultaneously simultaneously RB cord-132843-ilxt4b6g 583 8 identify identify VB cord-132843-ilxt4b6g 583 9 time time NN cord-132843-ilxt4b6g 583 10 , , , cord-132843-ilxt4b6g 583 11 semantics semantic NNS cord-132843-ilxt4b6g 583 12 , , , cord-132843-ilxt4b6g 583 13 and and CC cord-132843-ilxt4b6g 583 14 other other JJ cord-132843-ilxt4b6g 583 15 information information NN cord-132843-ilxt4b6g 583 16 such such JJ cord-132843-ilxt4b6g 583 17 as as IN cord-132843-ilxt4b6g 583 18 locations location NNS cord-132843-ilxt4b6g 583 19 , , , cord-132843-ilxt4b6g 583 20 it -PRON- PRP cord-132843-ilxt4b6g 583 21 is be VBZ cord-132843-ilxt4b6g 583 22 widely widely RB cord-132843-ilxt4b6g 583 23 used use VBN cord-132843-ilxt4b6g 583 24 and and CC cord-132843-ilxt4b6g 583 25 will will MD cord-132843-ilxt4b6g 583 26 be be VB cord-132843-ilxt4b6g 583 27 discussed discuss VBN cord-132843-ilxt4b6g 583 28 in in IN cord-132843-ilxt4b6g 583 29 more more JJR cord-132843-ilxt4b6g 583 30 details detail NNS cord-132843-ilxt4b6g 583 31 later later RB cord-132843-ilxt4b6g 583 32 as as IN cord-132843-ilxt4b6g 583 33 part part NN cord-132843-ilxt4b6g 583 34 of of IN cord-132843-ilxt4b6g 583 35 the the DT cord-132843-ilxt4b6g 583 36 discussion discussion NN cord-132843-ilxt4b6g 583 37 of of IN cord-132843-ilxt4b6g 583 38 " " `` cord-132843-ilxt4b6g 583 39 Planned plan VBN cord-132843-ilxt4b6g 583 40 future future JJ cord-132843-ilxt4b6g 583 41 event event NN cord-132843-ilxt4b6g 583 42 detection detection NN cord-132843-ilxt4b6g 583 43 methods method NNS cord-132843-ilxt4b6g 583 44 " " '' cord-132843-ilxt4b6g 583 45 in in IN cord-132843-ilxt4b6g 583 46 Section section NN cord-132843-ilxt4b6g 583 47 3.4.3 3.4.3 CD cord-132843-ilxt4b6g 583 48 . . . cord-132843-ilxt4b6g 584 1 Time Time NNP cord-132843-ilxt4b6g 584 2 series series NN cord-132843-ilxt4b6g 584 3 forecasting forecasting NN cord-132843-ilxt4b6g 584 4 - - HYPH cord-132843-ilxt4b6g 584 5 based base VBN cord-132843-ilxt4b6g 584 6 methods method NNS cord-132843-ilxt4b6g 584 7 . . . cord-132843-ilxt4b6g 585 1 The the DT cord-132843-ilxt4b6g 585 2 methods method NNS cord-132843-ilxt4b6g 585 3 based base VBN cord-132843-ilxt4b6g 585 4 on on IN cord-132843-ilxt4b6g 585 5 time time NN cord-132843-ilxt4b6g 585 6 series series NN cord-132843-ilxt4b6g 585 7 forecasting forecasting NN cord-132843-ilxt4b6g 585 8 can can MD cord-132843-ilxt4b6g 585 9 be be VB cord-132843-ilxt4b6g 585 10 separated separate VBN cord-132843-ilxt4b6g 585 11 into into IN cord-132843-ilxt4b6g 585 12 direct direct JJ cord-132843-ilxt4b6g 585 13 methods method NNS cord-132843-ilxt4b6g 585 14 and and CC cord-132843-ilxt4b6g 585 15 indirect indirect JJ cord-132843-ilxt4b6g 585 16 methods method NNS cord-132843-ilxt4b6g 585 17 . . . cord-132843-ilxt4b6g 586 1 Direct direct JJ cord-132843-ilxt4b6g 586 2 methods method NNS cord-132843-ilxt4b6g 586 3 typically typically RB cord-132843-ilxt4b6g 586 4 formulate formulate VBP cord-132843-ilxt4b6g 586 5 the the DT cord-132843-ilxt4b6g 586 6 event event NN cord-132843-ilxt4b6g 586 7 semantic semantic JJ cord-132843-ilxt4b6g 586 8 prediction prediction NN cord-132843-ilxt4b6g 586 9 problem problem NN cord-132843-ilxt4b6g 586 10 as as IN cord-132843-ilxt4b6g 586 11 a a DT cord-132843-ilxt4b6g 586 12 multi multi JJ cord-132843-ilxt4b6g 586 13 - - JJ cord-132843-ilxt4b6g 586 14 variate variate JJ cord-132843-ilxt4b6g 586 15 time time NN cord-132843-ilxt4b6g 586 16 series series NN cord-132843-ilxt4b6g 586 17 forecasting forecasting NN cord-132843-ilxt4b6g 586 18 problem problem NN cord-132843-ilxt4b6g 586 19 , , , cord-132843-ilxt4b6g 586 20 where where WRB cord-132843-ilxt4b6g 586 21 each each DT cord-132843-ilxt4b6g 586 22 variable variable NN cord-132843-ilxt4b6g 586 23 corresponds correspond VBZ cord-132843-ilxt4b6g 586 24 to to IN cord-132843-ilxt4b6g 586 25 an an DT cord-132843-ilxt4b6g 586 26 event event NN cord-132843-ilxt4b6g 586 27 type type NN cord-132843-ilxt4b6g 586 28 C c NN cord-132843-ilxt4b6g 586 29 i i NN cord-132843-ilxt4b6g 586 30 ( ( -LRB- cord-132843-ilxt4b6g 586 31 i i NN cord-132843-ilxt4b6g 586 32 = = SYM cord-132843-ilxt4b6g 586 33 1 1 CD cord-132843-ilxt4b6g 586 34 , , , cord-132843-ilxt4b6g 586 35 · · NFP cord-132843-ilxt4b6g 586 36 · · NFP cord-132843-ilxt4b6g 586 37 · · NFP cord-132843-ilxt4b6g 586 38 ) ) -RRB- cord-132843-ilxt4b6g 586 39 and and CC cord-132843-ilxt4b6g 586 40 hence hence RB cord-132843-ilxt4b6g 586 41 the the DT cord-132843-ilxt4b6g 586 42 predicted predict VBN cord-132843-ilxt4b6g 586 43 event event NN cord-132843-ilxt4b6g 586 44 type type NN cord-132843-ilxt4b6g 586 45 at at IN cord-132843-ilxt4b6g 586 46 future future NN cord-132843-ilxt4b6g 586 47 timet timet NNP cord-132843-ilxt4b6g 586 48 is be VBZ cord-132843-ilxt4b6g 586 49 calculated calculate VBN cord-132843-ilxt4b6g 586 50 asŝt asŝt NN cord-132843-ilxt4b6g 586 51 = = SYM cord-132843-ilxt4b6g 586 52 arg arg NN cord-132843-ilxt4b6g 586 53 max max NN cord-132843-ilxt4b6g 586 54 C C NNP cord-132843-ilxt4b6g 587 1 i i PRP cord-132843-ilxt4b6g 587 2 f f NNP cord-132843-ilxt4b6g 588 1 ( ( -LRB- cord-132843-ilxt4b6g 588 2 st st NNP cord-132843-ilxt4b6g 588 3 = = SYM cord-132843-ilxt4b6g 588 4 C C NNP cord-132843-ilxt4b6g 588 5 i i NNP cord-132843-ilxt4b6g 588 6 |X |x CD cord-132843-ilxt4b6g 588 7 ) ) -RRB- cord-132843-ilxt4b6g 588 8 . . . cord-132843-ilxt4b6g 589 1 For for IN cord-132843-ilxt4b6g 589 2 example example NN cord-132843-ilxt4b6g 589 3 , , , cord-132843-ilxt4b6g 589 4 in in IN cord-132843-ilxt4b6g 589 5 [ [ -LRB- cord-132843-ilxt4b6g 589 6 128 128 CD cord-132843-ilxt4b6g 589 7 ] ] -RRB- cord-132843-ilxt4b6g 589 8 , , , cord-132843-ilxt4b6g 589 9 a a DT cord-132843-ilxt4b6g 589 10 longitudinal longitudinal JJ cord-132843-ilxt4b6g 589 11 support support NN cord-132843-ilxt4b6g 589 12 vector vector NN cord-132843-ilxt4b6g 589 13 regressor regressor NN cord-132843-ilxt4b6g 589 14 is be VBZ cord-132843-ilxt4b6g 589 15 utilized utilize VBN cord-132843-ilxt4b6g 589 16 to to TO cord-132843-ilxt4b6g 589 17 predict predict VB cord-132843-ilxt4b6g 589 18 multi multi JJ cord-132843-ilxt4b6g 589 19 - - JJ cord-132843-ilxt4b6g 589 20 attribute attribute JJ cord-132843-ilxt4b6g 589 21 events event NNS cord-132843-ilxt4b6g 589 22 , , , cord-132843-ilxt4b6g 589 23 where where WRB cord-132843-ilxt4b6g 589 24 n n NN cord-132843-ilxt4b6g 589 25 support support NN cord-132843-ilxt4b6g 589 26 vector vector NN cord-132843-ilxt4b6g 589 27 regressors regressor NNS cord-132843-ilxt4b6g 589 28 , , , cord-132843-ilxt4b6g 589 29 each each DT cord-132843-ilxt4b6g 589 30 of of IN cord-132843-ilxt4b6g 589 31 which which WDT cord-132843-ilxt4b6g 589 32 corresponds correspond VBZ cord-132843-ilxt4b6g 589 33 to to IN cord-132843-ilxt4b6g 589 34 an an DT cord-132843-ilxt4b6g 589 35 attribute attribute NN cord-132843-ilxt4b6g 589 36 , , , cord-132843-ilxt4b6g 589 37 is be VBZ cord-132843-ilxt4b6g 589 38 built build VBN cord-132843-ilxt4b6g 589 39 to to TO cord-132843-ilxt4b6g 589 40 achieve achieve VB cord-132843-ilxt4b6g 589 41 the the DT cord-132843-ilxt4b6g 589 42 goal goal NN cord-132843-ilxt4b6g 589 43 of of IN cord-132843-ilxt4b6g 589 44 predicting predict VBG cord-132843-ilxt4b6g 589 45 the the DT cord-132843-ilxt4b6g 589 46 next next JJ cord-132843-ilxt4b6g 589 47 time time NN cord-132843-ilxt4b6g 589 48 point point NN cord-132843-ilxt4b6g 589 49 's 's POS cord-132843-ilxt4b6g 589 50 attribute attribute NN cord-132843-ilxt4b6g 589 51 value value NN cord-132843-ilxt4b6g 589 52 . . . cord-132843-ilxt4b6g 590 1 Weiss Weiss NNP cord-132843-ilxt4b6g 590 2 and and CC cord-132843-ilxt4b6g 590 3 Page Page NNP cord-132843-ilxt4b6g 590 4 [ [ -LRB- cord-132843-ilxt4b6g 590 5 219 219 CD cord-132843-ilxt4b6g 590 6 ] ] -RRB- cord-132843-ilxt4b6g 590 7 took take VBD cord-132843-ilxt4b6g 590 8 a a DT cord-132843-ilxt4b6g 590 9 different different JJ cord-132843-ilxt4b6g 590 10 approach approach NN cord-132843-ilxt4b6g 590 11 , , , cord-132843-ilxt4b6g 590 12 leveraging leverage VBG cord-132843-ilxt4b6g 590 13 multiple multiple JJ cord-132843-ilxt4b6g 590 14 point point NN cord-132843-ilxt4b6g 590 15 process process NN cord-132843-ilxt4b6g 590 16 models model NNS cord-132843-ilxt4b6g 590 17 to to TO cord-132843-ilxt4b6g 590 18 predict predict VB cord-132843-ilxt4b6g 590 19 multiple multiple JJ cord-132843-ilxt4b6g 590 20 event event NN cord-132843-ilxt4b6g 590 21 types type NNS cord-132843-ilxt4b6g 590 22 . . . cord-132843-ilxt4b6g 591 1 To to TO cord-132843-ilxt4b6g 591 2 further further RB cord-132843-ilxt4b6g 591 3 estimate estimate VB cord-132843-ilxt4b6g 591 4 the the DT cord-132843-ilxt4b6g 591 5 confidence confidence NN cord-132843-ilxt4b6g 591 6 of of IN cord-132843-ilxt4b6g 591 7 their -PRON- PRP$ cord-132843-ilxt4b6g 591 8 predictions prediction NNS cord-132843-ilxt4b6g 591 9 , , , cord-132843-ilxt4b6g 591 10 Biloš Biloš NNP cord-132843-ilxt4b6g 591 11 et et NNP cord-132843-ilxt4b6g 591 12 al al NNP cord-132843-ilxt4b6g 591 13 . . . cord-132843-ilxt4b6g 592 1 [ [ -LRB- cord-132843-ilxt4b6g 592 2 25 25 CD cord-132843-ilxt4b6g 592 3 ] ] -RRB- cord-132843-ilxt4b6g 592 4 first first RB cord-132843-ilxt4b6g 592 5 leveraged leverage VBN cord-132843-ilxt4b6g 592 6 RNN RNN NNP cord-132843-ilxt4b6g 592 7 to to TO cord-132843-ilxt4b6g 592 8 learn learn VB cord-132843-ilxt4b6g 592 9 the the DT cord-132843-ilxt4b6g 592 10 historical historical JJ cord-132843-ilxt4b6g 592 11 event event NN cord-132843-ilxt4b6g 592 12 representation representation NN cord-132843-ilxt4b6g 592 13 and and CC cord-132843-ilxt4b6g 592 14 then then RB cord-132843-ilxt4b6g 592 15 input input VB cord-132843-ilxt4b6g 592 16 the the DT cord-132843-ilxt4b6g 592 17 result result NN cord-132843-ilxt4b6g 592 18 into into IN cord-132843-ilxt4b6g 592 19 a a DT cord-132843-ilxt4b6g 592 20 Gaussian gaussian JJ cord-132843-ilxt4b6g 592 21 process process NN cord-132843-ilxt4b6g 592 22 model model NN cord-132843-ilxt4b6g 592 23 to to TO cord-132843-ilxt4b6g 592 24 predict predict VB cord-132843-ilxt4b6g 592 25 future future JJ cord-132843-ilxt4b6g 592 26 event event NN cord-132843-ilxt4b6g 592 27 types type NNS cord-132843-ilxt4b6g 592 28 . . . cord-132843-ilxt4b6g 593 1 To to TO cord-132843-ilxt4b6g 593 2 better well RBR cord-132843-ilxt4b6g 593 3 capture capture VB cord-132843-ilxt4b6g 593 4 the the DT cord-132843-ilxt4b6g 593 5 joint joint JJ cord-132843-ilxt4b6g 593 6 dynamics dynamic NNS cord-132843-ilxt4b6g 593 7 across across IN cord-132843-ilxt4b6g 593 8 the the DT cord-132843-ilxt4b6g 593 9 multiple multiple JJ cord-132843-ilxt4b6g 593 10 variables variable NNS cord-132843-ilxt4b6g 593 11 in in IN cord-132843-ilxt4b6g 593 12 the the DT cord-132843-ilxt4b6g 593 13 time time NN cord-132843-ilxt4b6g 593 14 series series NN cord-132843-ilxt4b6g 593 15 , , , cord-132843-ilxt4b6g 593 16 Brandt Brandt NNP cord-132843-ilxt4b6g 593 17 et et NNP cord-132843-ilxt4b6g 593 18 al al NNP cord-132843-ilxt4b6g 593 19 . . . cord-132843-ilxt4b6g 594 1 [ [ -LRB- cord-132843-ilxt4b6g 594 2 30 30 CD cord-132843-ilxt4b6g 594 3 ] ] -RRB- cord-132843-ilxt4b6g 594 4 extended extend VBD cord-132843-ilxt4b6g 594 5 this this DT cord-132843-ilxt4b6g 594 6 to to IN cord-132843-ilxt4b6g 594 7 Bayesian bayesian JJ cord-132843-ilxt4b6g 594 8 vector vector NN cord-132843-ilxt4b6g 594 9 autoregression autoregression NN cord-132843-ilxt4b6g 594 10 . . . cord-132843-ilxt4b6g 595 1 Utilizing utilize VBG cord-132843-ilxt4b6g 595 2 indirect indirect JJ cord-132843-ilxt4b6g 595 3 - - HYPH cord-132843-ilxt4b6g 595 4 style style NN cord-132843-ilxt4b6g 595 5 methods method NNS cord-132843-ilxt4b6g 595 6 , , , cord-132843-ilxt4b6g 595 7 they -PRON- PRP cord-132843-ilxt4b6g 595 8 focused focus VBD cord-132843-ilxt4b6g 595 9 on on IN cord-132843-ilxt4b6g 595 10 learning learn VBG cord-132843-ilxt4b6g 595 11 a a DT cord-132843-ilxt4b6g 595 12 mapping mapping NN cord-132843-ilxt4b6g 595 13 from from IN cord-132843-ilxt4b6g 595 14 the the DT cord-132843-ilxt4b6g 595 15 observed observed JJ cord-132843-ilxt4b6g 595 16 event event NN cord-132843-ilxt4b6g 595 17 semantics semantic VBZ cord-132843-ilxt4b6g 595 18 down down RP cord-132843-ilxt4b6g 595 19 to to IN cord-132843-ilxt4b6g 595 20 low low JJ cord-132843-ilxt4b6g 595 21 - - HYPH cord-132843-ilxt4b6g 595 22 dimensional dimensional JJ cord-132843-ilxt4b6g 595 23 latent latent NN cord-132843-ilxt4b6g 595 24 - - HYPH cord-132843-ilxt4b6g 595 25 topic topic NN cord-132843-ilxt4b6g 595 26 space space NN cord-132843-ilxt4b6g 595 27 using use VBG cord-132843-ilxt4b6g 595 28 tensor tensor NN cord-132843-ilxt4b6g 595 29 decompositionbased decompositionbase VBN cord-132843-ilxt4b6g 595 30 techniques technique NNS cord-132843-ilxt4b6g 595 31 . . . cord-132843-ilxt4b6g 596 1 Similarly similarly RB cord-132843-ilxt4b6g 596 2 , , , cord-132843-ilxt4b6g 596 3 Matsubara Matsubara NNP cord-132843-ilxt4b6g 596 4 et et NNP cord-132843-ilxt4b6g 596 5 al al NNP cord-132843-ilxt4b6g 596 6 . . . cord-132843-ilxt4b6g 597 1 [ [ -LRB- cord-132843-ilxt4b6g 597 2 142 142 CD cord-132843-ilxt4b6g 597 3 ] ] -RRB- cord-132843-ilxt4b6g 597 4 proposed propose VBD cord-132843-ilxt4b6g 597 5 a a DT cord-132843-ilxt4b6g 597 6 3-way 3-way JJ cord-132843-ilxt4b6g 597 7 topic topic NN cord-132843-ilxt4b6g 597 8 analysis analysis NN cord-132843-ilxt4b6g 597 9 of of IN cord-132843-ilxt4b6g 597 10 the the DT cord-132843-ilxt4b6g 597 11 original original JJ cord-132843-ilxt4b6g 597 12 observed observed JJ cord-132843-ilxt4b6g 597 13 event event NN cord-132843-ilxt4b6g 597 14 tensor tensor NN cord-132843-ilxt4b6g 597 15 Y Y NNP cord-132843-ilxt4b6g 597 16 0 0 CD cord-132843-ilxt4b6g 597 17 ∈ ∈ NN cord-132843-ilxt4b6g 597 18 R r NN cord-132843-ilxt4b6g 597 19 D d NN cord-132843-ilxt4b6g 597 20 o o NN cord-132843-ilxt4b6g 597 21 ×D ×d CD cord-132843-ilxt4b6g 597 22 a a DT cord-132843-ilxt4b6g 597 23 ×D ×d CD cord-132843-ilxt4b6g 597 24 c c NN cord-132843-ilxt4b6g 597 25 consisting consist VBG cord-132843-ilxt4b6g 597 26 of of IN cord-132843-ilxt4b6g 597 27 three three CD cord-132843-ilxt4b6g 597 28 factors factor NNS cord-132843-ilxt4b6g 597 29 , , , cord-132843-ilxt4b6g 597 30 namely namely RB cord-132843-ilxt4b6g 597 31 actors actor NNS cord-132843-ilxt4b6g 597 32 , , , cord-132843-ilxt4b6g 597 33 objects object NNS cord-132843-ilxt4b6g 597 34 , , , cord-132843-ilxt4b6g 597 35 and and CC cord-132843-ilxt4b6g 597 36 time time NN cord-132843-ilxt4b6g 597 37 . . . cord-132843-ilxt4b6g 598 1 They -PRON- PRP cord-132843-ilxt4b6g 598 2 then then RB cord-132843-ilxt4b6g 598 3 went go VBD cord-132843-ilxt4b6g 598 4 on on RP cord-132843-ilxt4b6g 598 5 to to TO cord-132843-ilxt4b6g 598 6 decompose decompose VB cord-132843-ilxt4b6g 598 7 this this DT cord-132843-ilxt4b6g 598 8 tensor tensor NN cord-132843-ilxt4b6g 598 9 into into IN cord-132843-ilxt4b6g 598 10 latent latent JJ cord-132843-ilxt4b6g 598 11 variables variable NNS cord-132843-ilxt4b6g 598 12 via via IN cord-132843-ilxt4b6g 598 13 three three CD cord-132843-ilxt4b6g 598 14 corresponding correspond VBG cord-132843-ilxt4b6g 598 15 low low JJ cord-132843-ilxt4b6g 598 16 - - HYPH cord-132843-ilxt4b6g 598 17 rank rank NN cord-132843-ilxt4b6g 598 18 matrices matrix NNS cord-132843-ilxt4b6g 598 19 P p NN cord-132843-ilxt4b6g 598 20 o o NN cord-132843-ilxt4b6g 599 1 ∈ ∈ VB cord-132843-ilxt4b6g 600 1 R r NN cord-132843-ilxt4b6g 600 2 D d NN cord-132843-ilxt4b6g 600 3 k k NN cord-132843-ilxt4b6g 601 1 ×D ×D NNP cord-132843-ilxt4b6g 601 2 o o UH cord-132843-ilxt4b6g 601 3 , , , cord-132843-ilxt4b6g 601 4 P p NN cord-132843-ilxt4b6g 601 5 a a DT cord-132843-ilxt4b6g 601 6 ∈ ∈ NN cord-132843-ilxt4b6g 601 7 R r NN cord-132843-ilxt4b6g 601 8 D d NN cord-132843-ilxt4b6g 601 9 k k NN cord-132843-ilxt4b6g 602 1 ×D ×D NFP cord-132843-ilxt4b6g 602 2 a a LS cord-132843-ilxt4b6g 602 3 , , , cord-132843-ilxt4b6g 602 4 and and CC cord-132843-ilxt4b6g 602 5 P p NN cord-132843-ilxt4b6g 602 6 c c NN cord-132843-ilxt4b6g 602 7 ∈ ∈ NN cord-132843-ilxt4b6g 603 1 R r NN cord-132843-ilxt4b6g 603 2 D d NN cord-132843-ilxt4b6g 603 3 k k NN cord-132843-ilxt4b6g 603 4 ×D ×d CD cord-132843-ilxt4b6g 603 5 c c NN cord-132843-ilxt4b6g 603 6 respectively respectively RB cord-132843-ilxt4b6g 603 7 , , , cord-132843-ilxt4b6g 603 8 as as IN cord-132843-ilxt4b6g 603 9 shown show VBN cord-132843-ilxt4b6g 603 10 in in IN cord-132843-ilxt4b6g 603 11 Figure Figure NNP cord-132843-ilxt4b6g 603 12 6 6 CD cord-132843-ilxt4b6g 603 13 . . . cord-132843-ilxt4b6g 604 1 Here here RB cord-132843-ilxt4b6g 604 2 D D NNP cord-132843-ilxt4b6g 604 3 k k NN cord-132843-ilxt4b6g 604 4 is be VBZ cord-132843-ilxt4b6g 604 5 the the DT cord-132843-ilxt4b6g 604 6 number number NN cord-132843-ilxt4b6g 604 7 of of IN cord-132843-ilxt4b6g 604 8 latent latent JJ cord-132843-ilxt4b6g 604 9 topics topic NNS cord-132843-ilxt4b6g 604 10 . . . cord-132843-ilxt4b6g 605 1 For for IN cord-132843-ilxt4b6g 605 2 the the DT cord-132843-ilxt4b6g 605 3 prediction prediction NN cord-132843-ilxt4b6g 605 4 , , , cord-132843-ilxt4b6g 605 5 the the DT cord-132843-ilxt4b6g 605 6 time time NN cord-132843-ilxt4b6g 605 7 matrices matrix NNS cord-132843-ilxt4b6g 605 8 P P NNP cord-132843-ilxt4b6g 605 9 c c NN cord-132843-ilxt4b6g 605 10 are be VBP cord-132843-ilxt4b6g 605 11 predicted predict VBN cord-132843-ilxt4b6g 605 12 into into IN cord-132843-ilxt4b6g 605 13 the the DT cord-132843-ilxt4b6g 605 14 futureP futureP NNP cord-132843-ilxt4b6g 605 15 c c NN cord-132843-ilxt4b6g 605 16 via via IN cord-132843-ilxt4b6g 605 17 multi multi JJ cord-132843-ilxt4b6g 605 18 - - JJ cord-132843-ilxt4b6g 605 19 variate variate JJ cord-132843-ilxt4b6g 605 20 time time NN cord-132843-ilxt4b6g 605 21 series series NN cord-132843-ilxt4b6g 605 22 forecasting forecasting NN cord-132843-ilxt4b6g 605 23 , , , cord-132843-ilxt4b6g 605 24 after after IN cord-132843-ilxt4b6g 605 25 which which WDT cord-132843-ilxt4b6g 605 26 a a DT cord-132843-ilxt4b6g 605 27 future future JJ cord-132843-ilxt4b6g 605 28 event event NN cord-132843-ilxt4b6g 605 29 tensor tensor NN cord-132843-ilxt4b6g 605 30 are be VBP cord-132843-ilxt4b6g 605 31 estimated estimate VBN cord-132843-ilxt4b6g 605 32 by by IN cord-132843-ilxt4b6g 605 33 recovering recover VBG cord-132843-ilxt4b6g 605 34 a a DT cord-132843-ilxt4b6g 605 35 " " `` cord-132843-ilxt4b6g 605 36 future future JJ cord-132843-ilxt4b6g 605 37 event event NN cord-132843-ilxt4b6g 605 38 tensor"Ŷ tensor"Ŷ NNP cord-132843-ilxt4b6g 605 39 by by IN cord-132843-ilxt4b6g 605 40 the the DT cord-132843-ilxt4b6g 605 41 multiplication multiplication NN cord-132843-ilxt4b6g 605 42 among among IN cord-132843-ilxt4b6g 605 43 the the DT cord-132843-ilxt4b6g 605 44 predicted predict VBN cord-132843-ilxt4b6g 605 45 time time NN cord-132843-ilxt4b6g 605 46 matrixP matrixp CD cord-132843-ilxt4b6g 605 47 c c NNP cord-132843-ilxt4b6g 605 48 as as RB cord-132843-ilxt4b6g 605 49 well well RB cord-132843-ilxt4b6g 605 50 as as IN cord-132843-ilxt4b6g 605 51 the the DT cord-132843-ilxt4b6g 605 52 known know VBN cord-132843-ilxt4b6g 605 53 actor actor NN cord-132843-ilxt4b6g 605 54 matrix matrix NN cord-132843-ilxt4b6g 605 55 P P NNP cord-132843-ilxt4b6g 605 56 a a NN cord-132843-ilxt4b6g 605 57 and and CC cord-132843-ilxt4b6g 605 58 object object NN cord-132843-ilxt4b6g 605 59 matrix matrix NN cord-132843-ilxt4b6g 605 60 P p NN cord-132843-ilxt4b6g 605 61 o o NN cord-132843-ilxt4b6g 605 62 . . . cord-132843-ilxt4b6g 606 1 Raster raster NN cord-132843-ilxt4b6g 606 2 - - HYPH cord-132843-ilxt4b6g 606 3 based base VBN cord-132843-ilxt4b6g 606 4 . . . cord-132843-ilxt4b6g 607 1 These these DT cord-132843-ilxt4b6g 607 2 methods method NNS cord-132843-ilxt4b6g 607 3 usually usually RB cord-132843-ilxt4b6g 607 4 formulate formulate VBP cord-132843-ilxt4b6g 607 5 data datum NNS cord-132843-ilxt4b6g 607 6 into into IN cord-132843-ilxt4b6g 607 7 temporal temporal JJ cord-132843-ilxt4b6g 607 8 sequences sequence NNS cord-132843-ilxt4b6g 607 9 consisting consist VBG cord-132843-ilxt4b6g 607 10 of of IN cord-132843-ilxt4b6g 607 11 spatial spatial JJ cord-132843-ilxt4b6g 607 12 snapshots snapshot NNS cord-132843-ilxt4b6g 607 13 . . . cord-132843-ilxt4b6g 608 1 Over over IN cord-132843-ilxt4b6g 608 2 the the DT cord-132843-ilxt4b6g 608 3 last last JJ cord-132843-ilxt4b6g 608 4 few few JJ cord-132843-ilxt4b6g 608 5 years year NNS cord-132843-ilxt4b6g 608 6 , , , cord-132843-ilxt4b6g 608 7 various various JJ cord-132843-ilxt4b6g 608 8 techniques technique NNS cord-132843-ilxt4b6g 608 9 have have VBP cord-132843-ilxt4b6g 608 10 been be VBN cord-132843-ilxt4b6g 608 11 proposed propose VBN cord-132843-ilxt4b6g 608 12 to to TO cord-132843-ilxt4b6g 608 13 characterize characterize VB cord-132843-ilxt4b6g 608 14 the the DT cord-132843-ilxt4b6g 608 15 spatial spatial JJ cord-132843-ilxt4b6g 608 16 and and CC cord-132843-ilxt4b6g 608 17 temporal temporal JJ cord-132843-ilxt4b6g 608 18 information information NN cord-132843-ilxt4b6g 608 19 for for IN cord-132843-ilxt4b6g 608 20 event event NN cord-132843-ilxt4b6g 608 21 prediction prediction NN cord-132843-ilxt4b6g 608 22 . . . cord-132843-ilxt4b6g 609 1 The the DT cord-132843-ilxt4b6g 609 2 simplest simple JJS cord-132843-ilxt4b6g 609 3 way way NN cord-132843-ilxt4b6g 609 4 to to TO cord-132843-ilxt4b6g 609 5 consider consider VB cord-132843-ilxt4b6g 609 6 spatial spatial JJ cord-132843-ilxt4b6g 609 7 information information NN cord-132843-ilxt4b6g 609 8 is be VBZ cord-132843-ilxt4b6g 609 9 to to TO cord-132843-ilxt4b6g 609 10 directly directly RB cord-132843-ilxt4b6g 609 11 treat treat VB cord-132843-ilxt4b6g 609 12 location location NN cord-132843-ilxt4b6g 609 13 information information NN cord-132843-ilxt4b6g 609 14 as as IN cord-132843-ilxt4b6g 609 15 one one CD cord-132843-ilxt4b6g 609 16 of of IN cord-132843-ilxt4b6g 609 17 the the DT cord-132843-ilxt4b6g 609 18 input input NN cord-132843-ilxt4b6g 609 19 features feature NNS cord-132843-ilxt4b6g 609 20 , , , cord-132843-ilxt4b6g 609 21 and and CC cord-132843-ilxt4b6g 609 22 then then RB cord-132843-ilxt4b6g 609 23 feed feed VB cord-132843-ilxt4b6g 609 24 it -PRON- PRP cord-132843-ilxt4b6g 609 25 into into IN cord-132843-ilxt4b6g 609 26 predictive predictive JJ cord-132843-ilxt4b6g 609 27 models model NNS cord-132843-ilxt4b6g 609 28 , , , cord-132843-ilxt4b6g 609 29 such such JJ cord-132843-ilxt4b6g 609 30 as as IN cord-132843-ilxt4b6g 609 31 linear linear JJ cord-132843-ilxt4b6g 609 32 regression regression NN cord-132843-ilxt4b6g 609 33 [ [ -LRB- cord-132843-ilxt4b6g 609 34 250 250 CD cord-132843-ilxt4b6g 609 35 ] ] -RRB- cord-132843-ilxt4b6g 609 36 , , , cord-132843-ilxt4b6g 609 37 LSTM LSTM NNP cord-132843-ilxt4b6g 609 38 [ [ -LRB- cord-132843-ilxt4b6g 609 39 174 174 CD cord-132843-ilxt4b6g 609 40 ] ] -RRB- cord-132843-ilxt4b6g 609 41 and and CC cord-132843-ilxt4b6g 609 42 Gaussian gaussian JJ cord-132843-ilxt4b6g 609 43 processes process NNS cord-132843-ilxt4b6g 609 44 [ [ -LRB- cord-132843-ilxt4b6g 609 45 118 118 CD cord-132843-ilxt4b6g 609 46 ] ] -RRB- cord-132843-ilxt4b6g 609 47 . . . cord-132843-ilxt4b6g 610 1 During during IN cord-132843-ilxt4b6g 610 2 model model NN cord-132843-ilxt4b6g 610 3 training training NN cord-132843-ilxt4b6g 610 4 , , , cord-132843-ilxt4b6g 610 5 Zhao Zhao NNP cord-132843-ilxt4b6g 610 6 and and CC cord-132843-ilxt4b6g 610 7 Tang Tang NNP cord-132843-ilxt4b6g 610 8 [ [ -LRB- cord-132843-ilxt4b6g 610 9 250 250 CD cord-132843-ilxt4b6g 610 10 ] ] -RRB- cord-132843-ilxt4b6g 610 11 leveraged leverage VBD cord-132843-ilxt4b6g 610 12 the the DT cord-132843-ilxt4b6g 610 13 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 610 14 dependency dependency NN cord-132843-ilxt4b6g 610 15 to to TO cord-132843-ilxt4b6g 610 16 regularize regularize VB cord-132843-ilxt4b6g 610 17 their -PRON- PRP$ cord-132843-ilxt4b6g 610 18 model model NN cord-132843-ilxt4b6g 610 19 parameters parameter NNS cord-132843-ilxt4b6g 610 20 . . . cord-132843-ilxt4b6g 611 1 Most Most JJS cord-132843-ilxt4b6g 611 2 of of IN cord-132843-ilxt4b6g 611 3 the the DT cord-132843-ilxt4b6g 611 4 methods method NNS cord-132843-ilxt4b6g 611 5 in in IN cord-132843-ilxt4b6g 611 6 this this DT cord-132843-ilxt4b6g 611 7 domain domain NN cord-132843-ilxt4b6g 611 8 aim aim NN cord-132843-ilxt4b6g 611 9 to to TO cord-132843-ilxt4b6g 611 10 jointly jointly RB cord-132843-ilxt4b6g 611 11 consider consider VB cord-132843-ilxt4b6g 611 12 the the DT cord-132843-ilxt4b6g 611 13 spatial spatial JJ cord-132843-ilxt4b6g 611 14 and and CC cord-132843-ilxt4b6g 611 15 temporal temporal JJ cord-132843-ilxt4b6g 611 16 dependency dependency NN cord-132843-ilxt4b6g 611 17 for for IN cord-132843-ilxt4b6g 611 18 predictions prediction NNS cord-132843-ilxt4b6g 611 19 [ [ -LRB- cord-132843-ilxt4b6g 611 20 64 64 CD cord-132843-ilxt4b6g 611 21 ] ] -RRB- cord-132843-ilxt4b6g 611 22 . . . cord-132843-ilxt4b6g 612 1 At at IN cord-132843-ilxt4b6g 612 2 present present NN cord-132843-ilxt4b6g 612 3 , , , cord-132843-ilxt4b6g 612 4 the the DT cord-132843-ilxt4b6g 612 5 most most RBS cord-132843-ilxt4b6g 612 6 popular popular JJ cord-132843-ilxt4b6g 612 7 framework framework NN cord-132843-ilxt4b6g 612 8 is be VBZ cord-132843-ilxt4b6g 612 9 the the DT cord-132843-ilxt4b6g 612 10 CNN+RNN CNN+RNN NNP cord-132843-ilxt4b6g 612 11 architecture architecture NN cord-132843-ilxt4b6g 612 12 , , , cord-132843-ilxt4b6g 612 13 which which WDT cord-132843-ilxt4b6g 612 14 implements implement VBZ cord-132843-ilxt4b6g 612 15 sequenceto sequenceto NN cord-132843-ilxt4b6g 612 16 - - HYPH cord-132843-ilxt4b6g 612 17 sequence sequence NN cord-132843-ilxt4b6g 612 18 learning learning NN cord-132843-ilxt4b6g 612 19 problems problem NNS cord-132843-ilxt4b6g 612 20 such such JJ cord-132843-ilxt4b6g 612 21 as as IN cord-132843-ilxt4b6g 612 22 the the DT cord-132843-ilxt4b6g 612 23 one one CD cord-132843-ilxt4b6g 612 24 illustrated illustrate VBN cord-132843-ilxt4b6g 612 25 in in IN cord-132843-ilxt4b6g 612 26 Figure Figure NNP cord-132843-ilxt4b6g 612 27 7 7 CD cord-132843-ilxt4b6g 612 28 . . . cord-132843-ilxt4b6g 613 1 Here here RB cord-132843-ilxt4b6g 613 2 , , , cord-132843-ilxt4b6g 613 3 the the DT cord-132843-ilxt4b6g 613 4 multi multi RB cord-132843-ilxt4b6g 613 5 - - JJ cord-132843-ilxt4b6g 613 6 attributed attributed JJ cord-132843-ilxt4b6g 613 7 spatial spatial JJ cord-132843-ilxt4b6g 613 8 information information NN cord-132843-ilxt4b6g 613 9 for for IN cord-132843-ilxt4b6g 613 10 each each DT cord-132843-ilxt4b6g 613 11 time time NN cord-132843-ilxt4b6g 613 12 point point NN cord-132843-ilxt4b6g 613 13 can can MD cord-132843-ilxt4b6g 613 14 be be VB cord-132843-ilxt4b6g 613 15 organized organize VBN cord-132843-ilxt4b6g 613 16 as as IN cord-132843-ilxt4b6g 613 17 a a DT cord-132843-ilxt4b6g 613 18 series series NN cord-132843-ilxt4b6g 613 19 of of IN cord-132843-ilxt4b6g 613 20 multi multi JJ cord-132843-ilxt4b6g 613 21 - - JJ cord-132843-ilxt4b6g 613 22 channel channel JJ cord-132843-ilxt4b6g 613 23 images image NNS cord-132843-ilxt4b6g 613 24 , , , cord-132843-ilxt4b6g 613 25 which which WDT cord-132843-ilxt4b6g 613 26 can can MD cord-132843-ilxt4b6g 613 27 be be VB cord-132843-ilxt4b6g 613 28 encoded encode VBN cord-132843-ilxt4b6g 613 29 using use VBG cord-132843-ilxt4b6g 613 30 convolution convolution NN cord-132843-ilxt4b6g 613 31 - - HYPH cord-132843-ilxt4b6g 613 32 based base VBN cord-132843-ilxt4b6g 613 33 operations operation NNS cord-132843-ilxt4b6g 613 34 . . . cord-132843-ilxt4b6g 614 1 For for IN cord-132843-ilxt4b6g 614 2 example example NN cord-132843-ilxt4b6g 614 3 , , , cord-132843-ilxt4b6g 614 4 Huang Huang NNP cord-132843-ilxt4b6g 614 5 et et NNP cord-132843-ilxt4b6g 614 6 al al NNP cord-132843-ilxt4b6g 614 7 . . . cord-132843-ilxt4b6g 615 1 [ [ -LRB- cord-132843-ilxt4b6g 615 2 99 99 CD cord-132843-ilxt4b6g 615 3 ] ] -RRB- cord-132843-ilxt4b6g 615 4 proposed propose VBD cord-132843-ilxt4b6g 615 5 the the DT cord-132843-ilxt4b6g 615 6 addition addition NN cord-132843-ilxt4b6g 615 7 of of IN cord-132843-ilxt4b6g 615 8 convolutional convolutional NN cord-132843-ilxt4b6g 615 9 layers layer NNS cord-132843-ilxt4b6g 615 10 to to TO cord-132843-ilxt4b6g 615 11 process process VB cord-132843-ilxt4b6g 615 12 the the DT cord-132843-ilxt4b6g 615 13 input input NN cord-132843-ilxt4b6g 615 14 into into IN cord-132843-ilxt4b6g 615 15 vector vector NN cord-132843-ilxt4b6g 615 16 representations representation NNS cord-132843-ilxt4b6g 615 17 . . . cord-132843-ilxt4b6g 616 1 Other other JJ cord-132843-ilxt4b6g 616 2 researchers researcher NNS cord-132843-ilxt4b6g 616 3 have have VBP cord-132843-ilxt4b6g 616 4 leveraged leverage VBN cord-132843-ilxt4b6g 616 5 variational variational JJ cord-132843-ilxt4b6g 616 6 autoencoders autoencoder NNS cord-132843-ilxt4b6g 616 7 [ [ -LRB- cord-132843-ilxt4b6g 616 8 215 215 CD cord-132843-ilxt4b6g 616 9 ] ] -RRB- cord-132843-ilxt4b6g 616 10 and and CC cord-132843-ilxt4b6g 616 11 CNN CNN NNP cord-132843-ilxt4b6g 616 12 autoencoders autoencoder NNS cord-132843-ilxt4b6g 616 13 [ [ -LRB- cord-132843-ilxt4b6g 616 14 104 104 CD cord-132843-ilxt4b6g 616 15 ] ] -RRB- cord-132843-ilxt4b6g 617 1 to to TO cord-132843-ilxt4b6g 617 2 learn learn VB cord-132843-ilxt4b6g 617 3 the the DT cord-132843-ilxt4b6g 617 4 lowdimensional lowdimensional JJ cord-132843-ilxt4b6g 617 5 embedding embedding NN cord-132843-ilxt4b6g 617 6 of of IN cord-132843-ilxt4b6g 617 7 the the DT cord-132843-ilxt4b6g 617 8 raw raw JJ cord-132843-ilxt4b6g 617 9 spatial spatial JJ cord-132843-ilxt4b6g 617 10 input input NN cord-132843-ilxt4b6g 617 11 data datum NNS cord-132843-ilxt4b6g 617 12 . . . cord-132843-ilxt4b6g 618 1 This this DT cord-132843-ilxt4b6g 618 2 allows allow VBZ cord-132843-ilxt4b6g 618 3 the the DT cord-132843-ilxt4b6g 618 4 learned learn VBN cord-132843-ilxt4b6g 618 5 representation representation NN cord-132843-ilxt4b6g 618 6 of of IN cord-132843-ilxt4b6g 618 7 the the DT cord-132843-ilxt4b6g 618 8 input input NN cord-132843-ilxt4b6g 618 9 to to TO cord-132843-ilxt4b6g 618 10 be be VB cord-132843-ilxt4b6g 618 11 input input NN cord-132843-ilxt4b6g 618 12 into into IN cord-132843-ilxt4b6g 618 13 the the DT cord-132843-ilxt4b6g 618 14 temporal temporal JJ cord-132843-ilxt4b6g 618 15 sequence sequence NN cord-132843-ilxt4b6g 618 16 learning learn VBG cord-132843-ilxt4b6g 618 17 architecture architecture NN cord-132843-ilxt4b6g 618 18 . . . cord-132843-ilxt4b6g 619 1 Different different JJ cord-132843-ilxt4b6g 619 2 recurring recurring JJ cord-132843-ilxt4b6g 619 3 units unit NNS cord-132843-ilxt4b6g 619 4 have have VBP cord-132843-ilxt4b6g 619 5 been be VBN cord-132843-ilxt4b6g 619 6 investigated investigate VBN cord-132843-ilxt4b6g 619 7 , , , cord-132843-ilxt4b6g 619 8 including include VBG cord-132843-ilxt4b6g 619 9 RNN RNN NNP cord-132843-ilxt4b6g 619 10 , , , cord-132843-ilxt4b6g 619 11 LSTM LSTM NNP cord-132843-ilxt4b6g 619 12 , , , cord-132843-ilxt4b6g 619 13 convLSTM convLSTM NNP cord-132843-ilxt4b6g 619 14 , , , cord-132843-ilxt4b6g 619 15 and and CC cord-132843-ilxt4b6g 619 16 stacked stack VBN cord-132843-ilxt4b6g 619 17 - - HYPH cord-132843-ilxt4b6g 619 18 convLSTM convlstm ADD cord-132843-ilxt4b6g 619 19 [ [ -LRB- cord-132843-ilxt4b6g 619 20 88 88 CD cord-132843-ilxt4b6g 619 21 ] ] -RRB- cord-132843-ilxt4b6g 619 22 . . . cord-132843-ilxt4b6g 620 1 The the DT cord-132843-ilxt4b6g 620 2 resulting result VBG cord-132843-ilxt4b6g 620 3 representation representation NN cord-132843-ilxt4b6g 620 4 of of IN cord-132843-ilxt4b6g 620 5 the the DT cord-132843-ilxt4b6g 620 6 input input NN cord-132843-ilxt4b6g 620 7 sequence sequence NN cord-132843-ilxt4b6g 620 8 is be VBZ cord-132843-ilxt4b6g 620 9 then then RB cord-132843-ilxt4b6g 620 10 sent send VBN cord-132843-ilxt4b6g 620 11 to to IN cord-132843-ilxt4b6g 620 12 the the DT cord-132843-ilxt4b6g 620 13 output output NN cord-132843-ilxt4b6g 620 14 sequence sequence NN cord-132843-ilxt4b6g 620 15 as as IN cord-132843-ilxt4b6g 620 16 input input NN cord-132843-ilxt4b6g 620 17 . . . cord-132843-ilxt4b6g 621 1 Here here RB cord-132843-ilxt4b6g 621 2 , , , cord-132843-ilxt4b6g 621 3 another another DT cord-132843-ilxt4b6g 621 4 recurrent recurrent JJ cord-132843-ilxt4b6g 621 5 architecture architecture NN cord-132843-ilxt4b6g 621 6 is be VBZ cord-132843-ilxt4b6g 621 7 established establish VBN cord-132843-ilxt4b6g 621 8 . . . cord-132843-ilxt4b6g 622 1 The the DT cord-132843-ilxt4b6g 622 2 output output NN cord-132843-ilxt4b6g 622 3 of of IN cord-132843-ilxt4b6g 622 4 the the DT cord-132843-ilxt4b6g 622 5 unit unit NN cord-132843-ilxt4b6g 622 6 for for IN cord-132843-ilxt4b6g 622 7 each each DT cord-132843-ilxt4b6g 622 8 time time NN cord-132843-ilxt4b6g 622 9 point point NN cord-132843-ilxt4b6g 622 10 will will MD cord-132843-ilxt4b6g 622 11 be be VB cord-132843-ilxt4b6g 622 12 input input NN cord-132843-ilxt4b6g 622 13 into into IN cord-132843-ilxt4b6g 622 14 a a DT cord-132843-ilxt4b6g 622 15 spatial spatial JJ cord-132843-ilxt4b6g 622 16 decoder decoder NN cord-132843-ilxt4b6g 622 17 component component NN cord-132843-ilxt4b6g 622 18 which which WDT cord-132843-ilxt4b6g 622 19 can can MD cord-132843-ilxt4b6g 622 20 be be VB cord-132843-ilxt4b6g 622 21 implemented implement VBN cord-132843-ilxt4b6g 622 22 using use VBG cord-132843-ilxt4b6g 622 23 transposed transpose VBN cord-132843-ilxt4b6g 622 24 convolutional convolutional NN cord-132843-ilxt4b6g 622 25 layers layer NNS cord-132843-ilxt4b6g 622 26 [ [ -LRB- cord-132843-ilxt4b6g 622 27 233 233 CD cord-132843-ilxt4b6g 622 28 ] ] -RRB- cord-132843-ilxt4b6g 622 29 , , , cord-132843-ilxt4b6g 622 30 transposed transpose VBN cord-132843-ilxt4b6g 622 31 convLSTM convlstm XX cord-132843-ilxt4b6g 622 32 [ [ -LRB- cord-132843-ilxt4b6g 622 33 104 104 CD cord-132843-ilxt4b6g 622 34 ] ] -RRB- cord-132843-ilxt4b6g 622 35 , , , cord-132843-ilxt4b6g 622 36 or or CC cord-132843-ilxt4b6g 622 37 a a DT cord-132843-ilxt4b6g 622 38 spatial spatial JJ cord-132843-ilxt4b6g 622 39 decoder decoder NN cord-132843-ilxt4b6g 622 40 in in IN cord-132843-ilxt4b6g 622 41 a a DT cord-132843-ilxt4b6g 622 42 variational variational JJ cord-132843-ilxt4b6g 622 43 autoencoder autoencoder NN cord-132843-ilxt4b6g 622 44 [ [ -LRB- cord-132843-ilxt4b6g 622 45 215 215 CD cord-132843-ilxt4b6g 622 46 ] ] -RRB- cord-132843-ilxt4b6g 622 47 . . . cord-132843-ilxt4b6g 623 1 A a DT cord-132843-ilxt4b6g 623 2 conditional conditional JJ cord-132843-ilxt4b6g 623 3 random random JJ cord-132843-ilxt4b6g 623 4 field field NN cord-132843-ilxt4b6g 623 5 is be VBZ cord-132843-ilxt4b6g 623 6 another another DT cord-132843-ilxt4b6g 623 7 popular popular JJ cord-132843-ilxt4b6g 623 8 technique technique NN cord-132843-ilxt4b6g 623 9 often often RB cord-132843-ilxt4b6g 623 10 used use VBN cord-132843-ilxt4b6g 623 11 to to TO cord-132843-ilxt4b6g 623 12 model model VB cord-132843-ilxt4b6g 623 13 the the DT cord-132843-ilxt4b6g 623 14 spatial spatial JJ cord-132843-ilxt4b6g 623 15 dependency dependency NN cord-132843-ilxt4b6g 623 16 [ [ -LRB- cord-132843-ilxt4b6g 623 17 105 105 CD cord-132843-ilxt4b6g 623 18 ] ] -RRB- cord-132843-ilxt4b6g 623 19 . . . cord-132843-ilxt4b6g 624 1 Point point NN cord-132843-ilxt4b6g 624 2 - - HYPH cord-132843-ilxt4b6g 624 3 based base VBN cord-132843-ilxt4b6g 624 4 . . . cord-132843-ilxt4b6g 625 1 The the DT cord-132843-ilxt4b6g 625 2 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 625 3 point point NN cord-132843-ilxt4b6g 625 4 process process NN cord-132843-ilxt4b6g 625 5 is be VBZ cord-132843-ilxt4b6g 625 6 an an DT cord-132843-ilxt4b6g 625 7 important important JJ cord-132843-ilxt4b6g 625 8 technique technique NN cord-132843-ilxt4b6g 625 9 for for IN cord-132843-ilxt4b6g 625 10 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 625 11 event event NN cord-132843-ilxt4b6g 625 12 prediction prediction NN cord-132843-ilxt4b6g 625 13 as as IN cord-132843-ilxt4b6g 625 14 it -PRON- PRP cord-132843-ilxt4b6g 625 15 models model VBZ cord-132843-ilxt4b6g 625 16 the the DT cord-132843-ilxt4b6g 625 17 rate rate NN cord-132843-ilxt4b6g 625 18 of of IN cord-132843-ilxt4b6g 625 19 event event NN cord-132843-ilxt4b6g 625 20 occurrence occurrence NN cord-132843-ilxt4b6g 625 21 in in IN cord-132843-ilxt4b6g 625 22 terms term NNS cord-132843-ilxt4b6g 625 23 of of IN cord-132843-ilxt4b6g 625 24 both both DT cord-132843-ilxt4b6g 625 25 spatial spatial JJ cord-132843-ilxt4b6g 625 26 and and CC cord-132843-ilxt4b6g 625 27 time time NN cord-132843-ilxt4b6g 625 28 points point NNS cord-132843-ilxt4b6g 625 29 . . . cord-132843-ilxt4b6g 626 1 It -PRON- PRP cord-132843-ilxt4b6g 626 2 is be VBZ cord-132843-ilxt4b6g 626 3 defined define VBN cord-132843-ilxt4b6g 626 4 as as IN cord-132843-ilxt4b6g 626 5 : : : cord-132843-ilxt4b6g 626 6 Various various JJ cord-132843-ilxt4b6g 626 7 models model NNS cord-132843-ilxt4b6g 626 8 have have VBP cord-132843-ilxt4b6g 626 9 been be VBN cord-132843-ilxt4b6g 626 10 proposed propose VBN cord-132843-ilxt4b6g 626 11 to to TO cord-132843-ilxt4b6g 626 12 instantiate instantiate VB cord-132843-ilxt4b6g 626 13 the the DT cord-132843-ilxt4b6g 626 14 model model NN cord-132843-ilxt4b6g 626 15 of of IN cord-132843-ilxt4b6g 626 16 the the DT cord-132843-ilxt4b6g 626 17 framework framework NN cord-132843-ilxt4b6g 626 18 illustrated illustrate VBN cord-132843-ilxt4b6g 626 19 in in IN cord-132843-ilxt4b6g 626 20 Equation Equation NNP cord-132843-ilxt4b6g 626 21 ( ( -LRB- cord-132843-ilxt4b6g 626 22 11 11 CD cord-132843-ilxt4b6g 626 23 ) ) -RRB- cord-132843-ilxt4b6g 626 24 . . . cord-132843-ilxt4b6g 627 1 For for IN cord-132843-ilxt4b6g 627 2 example example NN cord-132843-ilxt4b6g 627 3 , , , cord-132843-ilxt4b6g 627 4 Liu Liu NNP cord-132843-ilxt4b6g 627 5 and and CC cord-132843-ilxt4b6g 627 6 Brown Brown NNP cord-132843-ilxt4b6g 627 7 et et NNP cord-132843-ilxt4b6g 627 8 al al NNP cord-132843-ilxt4b6g 627 9 . . . cord-132843-ilxt4b6g 628 1 [ [ -LRB- cord-132843-ilxt4b6g 628 2 136 136 CD cord-132843-ilxt4b6g 628 3 ] ] -RRB- cord-132843-ilxt4b6g 628 4 began begin VBD cord-132843-ilxt4b6g 628 5 by by IN cord-132843-ilxt4b6g 628 6 assuming assume VBG cord-132843-ilxt4b6g 628 7 there there RB cord-132843-ilxt4b6g 628 8 to to TO cord-132843-ilxt4b6g 628 9 be be VB cord-132843-ilxt4b6g 628 10 a a DT cord-132843-ilxt4b6g 628 11 conditional conditional JJ cord-132843-ilxt4b6g 628 12 independence independence NN cord-132843-ilxt4b6g 628 13 among among IN cord-132843-ilxt4b6g 628 14 spatial spatial JJ cord-132843-ilxt4b6g 628 15 and and CC cord-132843-ilxt4b6g 628 16 temporal temporal JJ cord-132843-ilxt4b6g 628 17 factors factor NNS cord-132843-ilxt4b6g 628 18 and and CC cord-132843-ilxt4b6g 628 19 hence hence RB cord-132843-ilxt4b6g 628 20 achieved achieve VBD cord-132843-ilxt4b6g 628 21 the the DT cord-132843-ilxt4b6g 628 22 following following JJ cord-132843-ilxt4b6g 628 23 decomposition decomposition NN cord-132843-ilxt4b6g 628 24 : : : cord-132843-ilxt4b6g 628 25 where where WRB cord-132843-ilxt4b6g 628 26 X X NNP cord-132843-ilxt4b6g 628 27 , , , cord-132843-ilxt4b6g 628 28 L L NNP cord-132843-ilxt4b6g 628 29 , , , cord-132843-ilxt4b6g 628 30 T T NNP cord-132843-ilxt4b6g 628 31 , , , cord-132843-ilxt4b6g 628 32 and and CC cord-132843-ilxt4b6g 628 33 F F NNP cord-132843-ilxt4b6g 628 34 denotes denote VBZ cord-132843-ilxt4b6g 628 35 the the DT cord-132843-ilxt4b6g 628 36 whole whole JJ cord-132843-ilxt4b6g 628 37 input input NN cord-132843-ilxt4b6g 628 38 indicator indicator NN cord-132843-ilxt4b6g 628 39 data datum NNS cord-132843-ilxt4b6g 628 40 as as RB cord-132843-ilxt4b6g 628 41 well well RB cord-132843-ilxt4b6g 628 42 as as IN cord-132843-ilxt4b6g 628 43 its -PRON- PRP$ cord-132843-ilxt4b6g 628 44 different different JJ cord-132843-ilxt4b6g 628 45 facets facet NNS cord-132843-ilxt4b6g 628 46 , , , cord-132843-ilxt4b6g 628 47 including include VBG cord-132843-ilxt4b6g 628 48 location location NN cord-132843-ilxt4b6g 628 49 , , , cord-132843-ilxt4b6g 628 50 time time NN cord-132843-ilxt4b6g 628 51 , , , cord-132843-ilxt4b6g 628 52 and and CC cord-132843-ilxt4b6g 628 53 other other JJ cord-132843-ilxt4b6g 628 54 semantic semantic JJ cord-132843-ilxt4b6g 628 55 features feature NNS cord-132843-ilxt4b6g 628 56 , , , cord-132843-ilxt4b6g 628 57 respectively respectively RB cord-132843-ilxt4b6g 628 58 . . . cord-132843-ilxt4b6g 629 1 Then then RB cord-132843-ilxt4b6g 629 2 the the DT cord-132843-ilxt4b6g 629 3 term term NN cord-132843-ilxt4b6g 629 4 λ λ NN cord-132843-ilxt4b6g 629 5 1 1 CD cord-132843-ilxt4b6g 629 6 ( ( -LRB- cord-132843-ilxt4b6g 629 7 · · NFP cord-132843-ilxt4b6g 629 8 ) ) -RRB- cord-132843-ilxt4b6g 629 9 can can MD cord-132843-ilxt4b6g 629 10 be be VB cord-132843-ilxt4b6g 629 11 modeled model VBN cord-132843-ilxt4b6g 629 12 based base VBN cord-132843-ilxt4b6g 629 13 on on IN cord-132843-ilxt4b6g 629 14 the the DT cord-132843-ilxt4b6g 629 15 Markov Markov NNP cord-132843-ilxt4b6g 629 16 spatial spatial JJ cord-132843-ilxt4b6g 629 17 point point NN cord-132843-ilxt4b6g 629 18 process process NN cord-132843-ilxt4b6g 629 19 while while IN cord-132843-ilxt4b6g 629 20 λ λ NNP cord-132843-ilxt4b6g 629 21 2 2 CD cord-132843-ilxt4b6g 629 22 ( ( -LRB- cord-132843-ilxt4b6g 629 23 · · NFP cord-132843-ilxt4b6g 629 24 ) ) -RRB- cord-132843-ilxt4b6g 629 25 can can MD cord-132843-ilxt4b6g 629 26 be be VB cord-132843-ilxt4b6g 629 27 characterized characterize VBN cord-132843-ilxt4b6g 629 28 using use VBG cord-132843-ilxt4b6g 629 29 temporal temporal JJ cord-132843-ilxt4b6g 629 30 autoregressive autoregressive JJ cord-132843-ilxt4b6g 629 31 models model NNS cord-132843-ilxt4b6g 629 32 . . . cord-132843-ilxt4b6g 630 1 To to TO cord-132843-ilxt4b6g 630 2 handle handle VB cord-132843-ilxt4b6g 630 3 situations situation NNS cord-132843-ilxt4b6g 630 4 where where WRB cord-132843-ilxt4b6g 630 5 explicit explicit JJ cord-132843-ilxt4b6g 630 6 assumptions assumption NNS cord-132843-ilxt4b6g 630 7 for for IN cord-132843-ilxt4b6g 630 8 model model NN cord-132843-ilxt4b6g 630 9 distributions distribution NNS cord-132843-ilxt4b6g 630 10 are be VBP cord-132843-ilxt4b6g 630 11 difficult difficult JJ cord-132843-ilxt4b6g 630 12 , , , cord-132843-ilxt4b6g 630 13 several several JJ cord-132843-ilxt4b6g 630 14 methods method NNS cord-132843-ilxt4b6g 630 15 have have VBP cord-132843-ilxt4b6g 630 16 been be VBN cord-132843-ilxt4b6g 630 17 proposed propose VBN cord-132843-ilxt4b6g 630 18 to to TO cord-132843-ilxt4b6g 630 19 involve involve VB cord-132843-ilxt4b6g 630 20 the the DT cord-132843-ilxt4b6g 630 21 deep deep JJ cord-132843-ilxt4b6g 630 22 architecture architecture NN cord-132843-ilxt4b6g 630 23 during during IN cord-132843-ilxt4b6g 630 24 the the DT cord-132843-ilxt4b6g 630 25 point point NN cord-132843-ilxt4b6g 630 26 process process NN cord-132843-ilxt4b6g 630 27 . . . cord-132843-ilxt4b6g 631 1 Most most RBS cord-132843-ilxt4b6g 631 2 recently recently RB cord-132843-ilxt4b6g 631 3 , , , cord-132843-ilxt4b6g 631 4 Okawa Okawa NNP cord-132843-ilxt4b6g 631 5 et et NNP cord-132843-ilxt4b6g 631 6 al al NNP cord-132843-ilxt4b6g 631 7 . . . cord-132843-ilxt4b6g 632 1 [ [ -LRB- cord-132843-ilxt4b6g 632 2 159 159 CD cord-132843-ilxt4b6g 632 3 ] ] -RRB- cord-132843-ilxt4b6g 632 4 have have VBP cord-132843-ilxt4b6g 632 5 proposed propose VBN cord-132843-ilxt4b6g 632 6 the the DT cord-132843-ilxt4b6g 632 7 following following NN cord-132843-ilxt4b6g 632 8 : : : cord-132843-ilxt4b6g 632 9 where where WRB cord-132843-ilxt4b6g 632 10 K K NNP cord-132843-ilxt4b6g 632 11 ( ( -LRB- cord-132843-ilxt4b6g 632 12 · · NFP cord-132843-ilxt4b6g 632 13 , , , cord-132843-ilxt4b6g 632 14 · · NFP cord-132843-ilxt4b6g 632 15 ) ) -RRB- cord-132843-ilxt4b6g 632 16 is be VBZ cord-132843-ilxt4b6g 632 17 a a DT cord-132843-ilxt4b6g 632 18 kernel kernel NN cord-132843-ilxt4b6g 632 19 function function NN cord-132843-ilxt4b6g 632 20 such such JJ cord-132843-ilxt4b6g 632 21 as as IN cord-132843-ilxt4b6g 632 22 a a DT cord-132843-ilxt4b6g 632 23 Gaussian gaussian JJ cord-132843-ilxt4b6g 632 24 kernel kernel NN cord-132843-ilxt4b6g 632 25 [ [ -LRB- cord-132843-ilxt4b6g 632 26 26 26 CD cord-132843-ilxt4b6g 632 27 ] ] -RRB- cord-132843-ilxt4b6g 632 28 that that WDT cord-132843-ilxt4b6g 632 29 measures measure VBZ cord-132843-ilxt4b6g 632 30 the the DT cord-132843-ilxt4b6g 632 31 similarity similarity NN cord-132843-ilxt4b6g 632 32 in in IN cord-132843-ilxt4b6g 632 33 time time NN cord-132843-ilxt4b6g 632 34 and and CC cord-132843-ilxt4b6g 632 35 location location NN cord-132843-ilxt4b6g 632 36 dimensions dimension NNS cord-132843-ilxt4b6g 632 37 . . . cord-132843-ilxt4b6g 633 1 F F NNP cord-132843-ilxt4b6g 633 2 ( ( -LRB- cord-132843-ilxt4b6g 633 3 t t NNP cord-132843-ilxt4b6g 633 4 ′ ′ CD cord-132843-ilxt4b6g 633 5 , , , cord-132843-ilxt4b6g 633 6 l l NN cord-132843-ilxt4b6g 633 7 ′ ′ CD cord-132843-ilxt4b6g 633 8 ) ) -RRB- cord-132843-ilxt4b6g 634 1 ⊆ ⊆ NNP cord-132843-ilxt4b6g 634 2 F F NNP cord-132843-ilxt4b6g 634 3 denotes denote VBZ cord-132843-ilxt4b6g 634 4 the the DT cord-132843-ilxt4b6g 634 5 feature feature NN cord-132843-ilxt4b6g 634 6 values value NNS cord-132843-ilxt4b6g 634 7 ( ( -LRB- cord-132843-ilxt4b6g 634 8 e.g. e.g. RB cord-132843-ilxt4b6g 634 9 , , , cord-132843-ilxt4b6g 634 10 event event NN cord-132843-ilxt4b6g 634 11 semantics semantic NNS cord-132843-ilxt4b6g 634 12 ) ) -RRB- cord-132843-ilxt4b6g 634 13 for for IN cord-132843-ilxt4b6g 634 14 the the DT cord-132843-ilxt4b6g 634 15 data datum NNS cord-132843-ilxt4b6g 634 16 at at IN cord-132843-ilxt4b6g 634 17 location location NN cord-132843-ilxt4b6g 634 18 l l NNP cord-132843-ilxt4b6g 634 19 ′ ′ CD cord-132843-ilxt4b6g 634 20 and and CC cord-132843-ilxt4b6g 634 21 time time NN cord-132843-ilxt4b6g 634 22 t t NNP cord-132843-ilxt4b6g 634 23 ′ ′ CD cord-132843-ilxt4b6g 634 24 . . . cord-132843-ilxt4b6g 635 1 д д NNP cord-132843-ilxt4b6g 635 2 θ θ NN cord-132843-ilxt4b6g 635 3 ( ( -LRB- cord-132843-ilxt4b6g 635 4 · · NFP cord-132843-ilxt4b6g 635 5 ) ) -RRB- cord-132843-ilxt4b6g 635 6 can can MD cord-132843-ilxt4b6g 635 7 be be VB cord-132843-ilxt4b6g 635 8 a a DT cord-132843-ilxt4b6g 635 9 deep deep JJ cord-132843-ilxt4b6g 635 10 neural neural JJ cord-132843-ilxt4b6g 635 11 network network NN cord-132843-ilxt4b6g 635 12 that that WDT cord-132843-ilxt4b6g 635 13 is be VBZ cord-132843-ilxt4b6g 635 14 parameterized parameterize VBN cord-132843-ilxt4b6g 635 15 by by IN cord-132843-ilxt4b6g 635 16 θ θ NN cord-132843-ilxt4b6g 635 17 and and CC cord-132843-ilxt4b6g 635 18 returns return VBZ cord-132843-ilxt4b6g 635 19 an an DT cord-132843-ilxt4b6g 635 20 nonnegative nonnegative JJ cord-132843-ilxt4b6g 635 21 scalar scalar NN cord-132843-ilxt4b6g 635 22 . . . cord-132843-ilxt4b6g 636 1 The the DT cord-132843-ilxt4b6g 636 2 model model NN cord-132843-ilxt4b6g 636 3 selection selection NN cord-132843-ilxt4b6g 636 4 of of IN cord-132843-ilxt4b6g 636 5 д д NNP cord-132843-ilxt4b6g 636 6 θ θ NN cord-132843-ilxt4b6g 636 7 ( ( -LRB- cord-132843-ilxt4b6g 636 8 · · NFP cord-132843-ilxt4b6g 636 9 ) ) -RRB- cord-132843-ilxt4b6g 636 10 depends depend VBZ cord-132843-ilxt4b6g 636 11 on on IN cord-132843-ilxt4b6g 636 12 the the DT cord-132843-ilxt4b6g 636 13 specific specific JJ cord-132843-ilxt4b6g 636 14 data datum NNS cord-132843-ilxt4b6g 636 15 types type NNS cord-132843-ilxt4b6g 636 16 . . . cord-132843-ilxt4b6g 637 1 For for IN cord-132843-ilxt4b6g 637 2 example example NN cord-132843-ilxt4b6g 637 3 , , , cord-132843-ilxt4b6g 637 4 these these DT cord-132843-ilxt4b6g 637 5 authors author NNS cord-132843-ilxt4b6g 637 6 constructed construct VBD cord-132843-ilxt4b6g 637 7 an an DT cord-132843-ilxt4b6g 637 8 image image NN cord-132843-ilxt4b6g 637 9 attention attention NN cord-132843-ilxt4b6g 637 10 network network NN cord-132843-ilxt4b6g 637 11 by by IN cord-132843-ilxt4b6g 637 12 combining combine VBG cord-132843-ilxt4b6g 637 13 a a DT cord-132843-ilxt4b6g 637 14 CNN CNN NNP cord-132843-ilxt4b6g 637 15 with with IN cord-132843-ilxt4b6g 637 16 the the DT cord-132843-ilxt4b6g 637 17 spatial spatial JJ cord-132843-ilxt4b6g 637 18 attention attention NN cord-132843-ilxt4b6g 637 19 model model NN cord-132843-ilxt4b6g 637 20 proposed propose VBN cord-132843-ilxt4b6g 637 21 by by IN cord-132843-ilxt4b6g 637 22 Lu Lu NNP cord-132843-ilxt4b6g 637 23 et et FW cord-132843-ilxt4b6g 637 24 al al NNP cord-132843-ilxt4b6g 637 25 . . . cord-132843-ilxt4b6g 638 1 [ [ -LRB- cord-132843-ilxt4b6g 638 2 138 138 CD cord-132843-ilxt4b6g 638 3 ] ] -RRB- cord-132843-ilxt4b6g 638 4 . . . cord-132843-ilxt4b6g 639 1 In in IN cord-132843-ilxt4b6g 639 2 this this DT cord-132843-ilxt4b6g 639 3 section section NN cord-132843-ilxt4b6g 639 4 , , , cord-132843-ilxt4b6g 639 5 we -PRON- PRP cord-132843-ilxt4b6g 639 6 introduce introduce VBP cord-132843-ilxt4b6g 639 7 the the DT cord-132843-ilxt4b6g 639 8 strategies strategy NNS cord-132843-ilxt4b6g 639 9 that that WDT cord-132843-ilxt4b6g 639 10 jointly jointly RB cord-132843-ilxt4b6g 639 11 predict predict VBP cord-132843-ilxt4b6g 639 12 the the DT cord-132843-ilxt4b6g 639 13 time time NN cord-132843-ilxt4b6g 639 14 , , , cord-132843-ilxt4b6g 639 15 location location NN cord-132843-ilxt4b6g 639 16 , , , cord-132843-ilxt4b6g 639 17 and and CC cord-132843-ilxt4b6g 639 18 semantics semantic NNS cord-132843-ilxt4b6g 639 19 of of IN cord-132843-ilxt4b6g 639 20 future future JJ cord-132843-ilxt4b6g 639 21 events event NNS cord-132843-ilxt4b6g 639 22 , , , cord-132843-ilxt4b6g 639 23 which which WDT cord-132843-ilxt4b6g 639 24 can can MD cord-132843-ilxt4b6g 639 25 be be VB cord-132843-ilxt4b6g 639 26 grouped group VBN cord-132843-ilxt4b6g 639 27 into into IN cord-132843-ilxt4b6g 639 28 either either DT cord-132843-ilxt4b6g 639 29 system system NN cord-132843-ilxt4b6g 639 30 - - HYPH cord-132843-ilxt4b6g 639 31 based base VBN cord-132843-ilxt4b6g 639 32 or or CC cord-132843-ilxt4b6g 639 33 model model NN cord-132843-ilxt4b6g 639 34 - - HYPH cord-132843-ilxt4b6g 639 35 based base VBN cord-132843-ilxt4b6g 639 36 strategies strategy NNS cord-132843-ilxt4b6g 639 37 . . . cord-132843-ilxt4b6g 640 1 System system NN cord-132843-ilxt4b6g 640 2 - - HYPH cord-132843-ilxt4b6g 640 3 based base VBN cord-132843-ilxt4b6g 640 4 . . . cord-132843-ilxt4b6g 641 1 The the DT cord-132843-ilxt4b6g 641 2 first first JJ cord-132843-ilxt4b6g 641 3 type type NN cord-132843-ilxt4b6g 641 4 of of IN cord-132843-ilxt4b6g 641 5 the the DT cord-132843-ilxt4b6g 641 6 system system NN cord-132843-ilxt4b6g 641 7 - - HYPH cord-132843-ilxt4b6g 641 8 based base VBN cord-132843-ilxt4b6g 641 9 methods method NNS cord-132843-ilxt4b6g 641 10 considered consider VBN cord-132843-ilxt4b6g 641 11 here here RB cord-132843-ilxt4b6g 641 12 is be VBZ cord-132843-ilxt4b6g 641 13 the the DT cord-132843-ilxt4b6g 641 14 model model JJ cord-132843-ilxt4b6g 641 15 - - HYPH cord-132843-ilxt4b6g 641 16 fusion fusion NN cord-132843-ilxt4b6g 641 17 system system NN cord-132843-ilxt4b6g 641 18 . . . cord-132843-ilxt4b6g 642 1 The the DT cord-132843-ilxt4b6g 642 2 most most RBS cord-132843-ilxt4b6g 642 3 intuitive intuitive JJ cord-132843-ilxt4b6g 642 4 approach approach NN cord-132843-ilxt4b6g 642 5 is be VBZ cord-132843-ilxt4b6g 642 6 to to TO cord-132843-ilxt4b6g 642 7 leverage leverage VB cord-132843-ilxt4b6g 642 8 and and CC cord-132843-ilxt4b6g 642 9 integrate integrate VB cord-132843-ilxt4b6g 642 10 the the DT cord-132843-ilxt4b6g 642 11 aforementioned aforementioned JJ cord-132843-ilxt4b6g 642 12 techniques technique NNS cord-132843-ilxt4b6g 642 13 for for IN cord-132843-ilxt4b6g 642 14 time time NN cord-132843-ilxt4b6g 642 15 , , , cord-132843-ilxt4b6g 642 16 location location NN cord-132843-ilxt4b6g 642 17 , , , cord-132843-ilxt4b6g 642 18 and and CC cord-132843-ilxt4b6g 642 19 semantics semantic NNS cord-132843-ilxt4b6g 642 20 prediction prediction NN cord-132843-ilxt4b6g 642 21 into into IN cord-132843-ilxt4b6g 642 22 an an DT cord-132843-ilxt4b6g 642 23 event event NN cord-132843-ilxt4b6g 642 24 prediction prediction NN cord-132843-ilxt4b6g 642 25 system system NN cord-132843-ilxt4b6g 642 26 . . . cord-132843-ilxt4b6g 643 1 For for IN cord-132843-ilxt4b6g 643 2 example example NN cord-132843-ilxt4b6g 643 3 , , , cord-132843-ilxt4b6g 643 4 a a DT cord-132843-ilxt4b6g 643 5 system system NN cord-132843-ilxt4b6g 643 6 named name VBN cord-132843-ilxt4b6g 643 7 EMBERS EMBERS NNP cord-132843-ilxt4b6g 643 8 [ [ -LRB- cord-132843-ilxt4b6g 643 9 171 171 CD cord-132843-ilxt4b6g 643 10 ] ] -RRB- cord-132843-ilxt4b6g 643 11 is be VBZ cord-132843-ilxt4b6g 643 12 an an DT cord-132843-ilxt4b6g 643 13 online online JJ cord-132843-ilxt4b6g 643 14 warning warning NN cord-132843-ilxt4b6g 643 15 system system NN cord-132843-ilxt4b6g 643 16 for for IN cord-132843-ilxt4b6g 643 17 future future JJ cord-132843-ilxt4b6g 643 18 events event NNS cord-132843-ilxt4b6g 643 19 that that WDT cord-132843-ilxt4b6g 643 20 can can MD cord-132843-ilxt4b6g 643 21 jointly jointly RB cord-132843-ilxt4b6g 643 22 predict predict VB cord-132843-ilxt4b6g 643 23 the the DT cord-132843-ilxt4b6g 643 24 time time NN cord-132843-ilxt4b6g 643 25 , , , cord-132843-ilxt4b6g 643 26 location location NN cord-132843-ilxt4b6g 643 27 , , , cord-132843-ilxt4b6g 643 28 and and CC cord-132843-ilxt4b6g 643 29 semantics semantic NNS cord-132843-ilxt4b6g 643 30 including include VBG cord-132843-ilxt4b6g 643 31 the the DT cord-132843-ilxt4b6g 643 32 type type NN cord-132843-ilxt4b6g 643 33 and and CC cord-132843-ilxt4b6g 643 34 population population NN cord-132843-ilxt4b6g 643 35 of of IN cord-132843-ilxt4b6g 643 36 future future JJ cord-132843-ilxt4b6g 643 37 events event NNS cord-132843-ilxt4b6g 643 38 . . . cord-132843-ilxt4b6g 644 1 This this DT cord-132843-ilxt4b6g 644 2 system system NN cord-132843-ilxt4b6g 644 3 also also RB cord-132843-ilxt4b6g 644 4 provides provide VBZ cord-132843-ilxt4b6g 644 5 information information NN cord-132843-ilxt4b6g 644 6 on on IN cord-132843-ilxt4b6g 644 7 the the DT cord-132843-ilxt4b6g 644 8 confidence confidence NN cord-132843-ilxt4b6g 644 9 of of IN cord-132843-ilxt4b6g 644 10 the the DT cord-132843-ilxt4b6g 644 11 predictions prediction NNS cord-132843-ilxt4b6g 644 12 obtained obtain VBN cord-132843-ilxt4b6g 644 13 . . . cord-132843-ilxt4b6g 645 1 Using use VBG cord-132843-ilxt4b6g 645 2 an an DT cord-132843-ilxt4b6g 645 3 ensemble ensemble NN cord-132843-ilxt4b6g 645 4 of of IN cord-132843-ilxt4b6g 645 5 predictive predictive JJ cord-132843-ilxt4b6g 645 6 models model NNS cord-132843-ilxt4b6g 645 7 for for IN cord-132843-ilxt4b6g 645 8 time time NN cord-132843-ilxt4b6g 645 9 [ [ -LRB- cord-132843-ilxt4b6g 645 10 160 160 CD cord-132843-ilxt4b6g 645 11 ] ] -RRB- cord-132843-ilxt4b6g 645 12 , , , cord-132843-ilxt4b6g 645 13 location location NN cord-132843-ilxt4b6g 645 14 , , , cord-132843-ilxt4b6g 645 15 and and CC cord-132843-ilxt4b6g 645 16 semantic semantic JJ cord-132843-ilxt4b6g 645 17 prediction prediction NN cord-132843-ilxt4b6g 645 18 , , , cord-132843-ilxt4b6g 645 19 this this DT cord-132843-ilxt4b6g 645 20 system system NN cord-132843-ilxt4b6g 645 21 achieves achieve VBZ cord-132843-ilxt4b6g 645 22 a a DT cord-132843-ilxt4b6g 645 23 significant significant JJ cord-132843-ilxt4b6g 645 24 performance performance NN cord-132843-ilxt4b6g 645 25 boost boost NN cord-132843-ilxt4b6g 645 26 in in IN cord-132843-ilxt4b6g 645 27 terms term NNS cord-132843-ilxt4b6g 645 28 of of IN cord-132843-ilxt4b6g 645 29 both both DT cord-132843-ilxt4b6g 645 30 precision precision NN cord-132843-ilxt4b6g 645 31 and and CC cord-132843-ilxt4b6g 645 32 recall recall NN cord-132843-ilxt4b6g 645 33 . . . cord-132843-ilxt4b6g 646 1 The the DT cord-132843-ilxt4b6g 646 2 trick trick NN cord-132843-ilxt4b6g 646 3 here here RB cord-132843-ilxt4b6g 646 4 is be VBZ cord-132843-ilxt4b6g 646 5 to to TO cord-132843-ilxt4b6g 646 6 first first RB cord-132843-ilxt4b6g 646 7 prioritize prioritize VB cord-132843-ilxt4b6g 646 8 the the DT cord-132843-ilxt4b6g 646 9 precision precision NN cord-132843-ilxt4b6g 646 10 of of IN cord-132843-ilxt4b6g 646 11 each each DT cord-132843-ilxt4b6g 646 12 individual individual JJ cord-132843-ilxt4b6g 646 13 prediction prediction NN cord-132843-ilxt4b6g 646 14 model model NN cord-132843-ilxt4b6g 646 15 by by IN cord-132843-ilxt4b6g 646 16 suppressing suppress VBG cord-132843-ilxt4b6g 646 17 their -PRON- PRP$ cord-132843-ilxt4b6g 646 18 recall recall NN cord-132843-ilxt4b6g 646 19 . . . cord-132843-ilxt4b6g 647 1 Then then RB cord-132843-ilxt4b6g 647 2 , , , cord-132843-ilxt4b6g 647 3 due due IN cord-132843-ilxt4b6g 647 4 to to IN cord-132843-ilxt4b6g 647 5 the the DT cord-132843-ilxt4b6g 647 6 diversity diversity NN cord-132843-ilxt4b6g 647 7 and and CC cord-132843-ilxt4b6g 647 8 complementary complementary JJ cord-132843-ilxt4b6g 647 9 nature nature NN cord-132843-ilxt4b6g 647 10 of of IN cord-132843-ilxt4b6g 647 11 the the DT cord-132843-ilxt4b6g 647 12 different different JJ cord-132843-ilxt4b6g 647 13 models model NNS cord-132843-ilxt4b6g 647 14 , , , cord-132843-ilxt4b6g 647 15 the the DT cord-132843-ilxt4b6g 647 16 fusion fusion NN cord-132843-ilxt4b6g 647 17 of of IN cord-132843-ilxt4b6g 647 18 the the DT cord-132843-ilxt4b6g 647 19 predictions prediction NNS cord-132843-ilxt4b6g 647 20 from from IN cord-132843-ilxt4b6g 647 21 different different JJ cord-132843-ilxt4b6g 647 22 models model NNS cord-132843-ilxt4b6g 647 23 will will MD cord-132843-ilxt4b6g 647 24 eventually eventually RB cord-132843-ilxt4b6g 647 25 result result VB cord-132843-ilxt4b6g 647 26 in in IN cord-132843-ilxt4b6g 647 27 a a DT cord-132843-ilxt4b6g 647 28 high high JJ cord-132843-ilxt4b6g 647 29 recall recall NN cord-132843-ilxt4b6g 647 30 . . . cord-132843-ilxt4b6g 648 1 A a DT cord-132843-ilxt4b6g 648 2 Bayesian bayesian JJ cord-132843-ilxt4b6g 648 3 fusion fusion NN cord-132843-ilxt4b6g 648 4 - - HYPH cord-132843-ilxt4b6g 648 5 based base VBN cord-132843-ilxt4b6g 648 6 strategy strategy NN cord-132843-ilxt4b6g 648 7 has have VBZ cord-132843-ilxt4b6g 648 8 also also RB cord-132843-ilxt4b6g 648 9 been be VBN cord-132843-ilxt4b6g 648 10 investigated investigate VBN cord-132843-ilxt4b6g 648 11 [ [ -LRB- cord-132843-ilxt4b6g 648 12 95 95 CD cord-132843-ilxt4b6g 648 13 ] ] -RRB- cord-132843-ilxt4b6g 648 14 . . . cord-132843-ilxt4b6g 649 1 Another another DT cord-132843-ilxt4b6g 649 2 system system NN cord-132843-ilxt4b6g 649 3 named name VBN cord-132843-ilxt4b6g 649 4 Carbon Carbon NNP cord-132843-ilxt4b6g 649 5 [ [ -LRB- cord-132843-ilxt4b6g 649 6 108 108 CD cord-132843-ilxt4b6g 649 7 ] ] -RRB- cord-132843-ilxt4b6g 649 8 also also RB cord-132843-ilxt4b6g 649 9 leverages leverage VBZ cord-132843-ilxt4b6g 649 10 a a DT cord-132843-ilxt4b6g 649 11 similar similar JJ cord-132843-ilxt4b6g 649 12 strategy strategy NN cord-132843-ilxt4b6g 649 13 . . . cord-132843-ilxt4b6g 650 1 The the DT cord-132843-ilxt4b6g 650 2 second second JJ cord-132843-ilxt4b6g 650 3 type type NN cord-132843-ilxt4b6g 650 4 of of IN cord-132843-ilxt4b6g 650 5 model model NN cord-132843-ilxt4b6g 650 6 involves involve VBZ cord-132843-ilxt4b6g 650 7 crowd crowd NN cord-132843-ilxt4b6g 650 8 - - HYPH cord-132843-ilxt4b6g 650 9 sourced source VBN cord-132843-ilxt4b6g 650 10 systems system NNS cord-132843-ilxt4b6g 650 11 that that WDT cord-132843-ilxt4b6g 650 12 implement implement VBP cord-132843-ilxt4b6g 650 13 fusion fusion NN cord-132843-ilxt4b6g 650 14 strategies strategy NNS cord-132843-ilxt4b6g 650 15 to to TO cord-132843-ilxt4b6g 650 16 generate generate VB cord-132843-ilxt4b6g 650 17 the the DT cord-132843-ilxt4b6g 650 18 event event NN cord-132843-ilxt4b6g 650 19 predictions prediction NNS cord-132843-ilxt4b6g 650 20 made make VBN cord-132843-ilxt4b6g 650 21 by by IN cord-132843-ilxt4b6g 650 22 the the DT cord-132843-ilxt4b6g 650 23 human human JJ cord-132843-ilxt4b6g 650 24 predictors predictor NNS cord-132843-ilxt4b6g 650 25 . . . cord-132843-ilxt4b6g 651 1 For for IN cord-132843-ilxt4b6g 651 2 example example NN cord-132843-ilxt4b6g 651 3 , , , cord-132843-ilxt4b6g 651 4 in in IN cord-132843-ilxt4b6g 651 5 order order NN cord-132843-ilxt4b6g 651 6 to to TO cord-132843-ilxt4b6g 651 7 handle handle VB cord-132843-ilxt4b6g 651 8 the the DT cord-132843-ilxt4b6g 651 9 heterogeneity heterogeneity NN cord-132843-ilxt4b6g 651 10 and and CC cord-132843-ilxt4b6g 651 11 diversity diversity NN cord-132843-ilxt4b6g 651 12 of of IN cord-132843-ilxt4b6g 651 13 the the DT cord-132843-ilxt4b6g 651 14 human human JJ cord-132843-ilxt4b6g 651 15 predictors predictor NNS cord-132843-ilxt4b6g 651 16 ' ' POS cord-132843-ilxt4b6g 651 17 skill skill NN cord-132843-ilxt4b6g 651 18 sets set NNS cord-132843-ilxt4b6g 651 19 and and CC cord-132843-ilxt4b6g 651 20 background background NN cord-132843-ilxt4b6g 651 21 knowledge knowledge NN cord-132843-ilxt4b6g 651 22 under under IN cord-132843-ilxt4b6g 651 23 limited limited JJ cord-132843-ilxt4b6g 651 24 human human JJ cord-132843-ilxt4b6g 651 25 resources resource NNS cord-132843-ilxt4b6g 651 26 , , , cord-132843-ilxt4b6g 651 27 Rostami Rostami NNP cord-132843-ilxt4b6g 651 28 et et NNP cord-132843-ilxt4b6g 651 29 al al NNP cord-132843-ilxt4b6g 651 30 . . . cord-132843-ilxt4b6g 652 1 [ [ -LRB- cord-132843-ilxt4b6g 652 2 177 177 CD cord-132843-ilxt4b6g 652 3 ] ] -RRB- cord-132843-ilxt4b6g 652 4 proposed propose VBD cord-132843-ilxt4b6g 652 5 a a DT cord-132843-ilxt4b6g 652 6 recommender recommender NN cord-132843-ilxt4b6g 652 7 system system NN cord-132843-ilxt4b6g 652 8 for for IN cord-132843-ilxt4b6g 652 9 matching match VBG cord-132843-ilxt4b6g 652 10 event event NN cord-132843-ilxt4b6g 652 11 forecasting forecasting NN cord-132843-ilxt4b6g 652 12 tasks task NNS cord-132843-ilxt4b6g 652 13 to to IN cord-132843-ilxt4b6g 652 14 human human JJ cord-132843-ilxt4b6g 652 15 predictors predictor NNS cord-132843-ilxt4b6g 652 16 with with IN cord-132843-ilxt4b6g 652 17 suitable suitable JJ cord-132843-ilxt4b6g 652 18 skills skill NNS cord-132843-ilxt4b6g 652 19 in in IN cord-132843-ilxt4b6g 652 20 order order NN cord-132843-ilxt4b6g 652 21 to to TO cord-132843-ilxt4b6g 652 22 maximize maximize VB cord-132843-ilxt4b6g 652 23 the the DT cord-132843-ilxt4b6g 652 24 accuracy accuracy NN cord-132843-ilxt4b6g 652 25 of of IN cord-132843-ilxt4b6g 652 26 their -PRON- PRP$ cord-132843-ilxt4b6g 652 27 fused fuse VBN cord-132843-ilxt4b6g 652 28 predictions prediction NNS cord-132843-ilxt4b6g 652 29 . . . cord-132843-ilxt4b6g 653 1 Li Li NNP cord-132843-ilxt4b6g 653 2 et et NNP cord-132843-ilxt4b6g 653 3 al al NNP cord-132843-ilxt4b6g 653 4 . . . cord-132843-ilxt4b6g 654 1 [ [ -LRB- cord-132843-ilxt4b6g 654 2 126 126 CD cord-132843-ilxt4b6g 654 3 ] ] -RRB- cord-132843-ilxt4b6g 654 4 took take VBD cord-132843-ilxt4b6g 654 5 a a DT cord-132843-ilxt4b6g 654 6 different different JJ cord-132843-ilxt4b6g 654 7 approach approach NN cord-132843-ilxt4b6g 654 8 , , , cord-132843-ilxt4b6g 654 9 designing design VBG cord-132843-ilxt4b6g 654 10 a a DT cord-132843-ilxt4b6g 654 11 prediction prediction NN cord-132843-ilxt4b6g 654 12 market market NN cord-132843-ilxt4b6g 654 13 system system NN cord-132843-ilxt4b6g 654 14 that that WDT cord-132843-ilxt4b6g 654 15 operates operate VBZ cord-132843-ilxt4b6g 654 16 like like IN cord-132843-ilxt4b6g 654 17 a a DT cord-132843-ilxt4b6g 654 18 futures future NNS cord-132843-ilxt4b6g 654 19 market market NN cord-132843-ilxt4b6g 654 20 , , , cord-132843-ilxt4b6g 654 21 integrating integrate VBG cord-132843-ilxt4b6g 654 22 information information NN cord-132843-ilxt4b6g 654 23 from from IN cord-132843-ilxt4b6g 654 24 different different JJ cord-132843-ilxt4b6g 654 25 human human JJ cord-132843-ilxt4b6g 654 26 predictors predictor NNS cord-132843-ilxt4b6g 654 27 to to TO cord-132843-ilxt4b6g 654 28 forecast forecast VB cord-132843-ilxt4b6g 654 29 future future JJ cord-132843-ilxt4b6g 654 30 events event NNS cord-132843-ilxt4b6g 654 31 . . . cord-132843-ilxt4b6g 655 1 In in IN cord-132843-ilxt4b6g 655 2 this this DT cord-132843-ilxt4b6g 655 3 system system NN cord-132843-ilxt4b6g 655 4 , , , cord-132843-ilxt4b6g 655 5 the the DT cord-132843-ilxt4b6g 655 6 predictors predictor NNS cord-132843-ilxt4b6g 655 7 can can MD cord-132843-ilxt4b6g 655 8 decide decide VB cord-132843-ilxt4b6g 655 9 whether whether IN cord-132843-ilxt4b6g 655 10 to to TO cord-132843-ilxt4b6g 655 11 buy buy VB cord-132843-ilxt4b6g 655 12 or or CC cord-132843-ilxt4b6g 655 13 sell sell VB cord-132843-ilxt4b6g 655 14 the the DT cord-132843-ilxt4b6g 655 15 " " `` cord-132843-ilxt4b6g 655 16 tokens token NNS cord-132843-ilxt4b6g 655 17 " " '' cord-132843-ilxt4b6g 655 18 ( ( -LRB- cord-132843-ilxt4b6g 655 19 using use VBG cord-132843-ilxt4b6g 655 20 virtual virtual JJ cord-132843-ilxt4b6g 655 21 dollars dollar NNS cord-132843-ilxt4b6g 655 22 , , , cord-132843-ilxt4b6g 655 23 for for IN cord-132843-ilxt4b6g 655 24 example example NN cord-132843-ilxt4b6g 655 25 ) ) -RRB- cord-132843-ilxt4b6g 655 26 for for IN cord-132843-ilxt4b6g 655 27 each each DT cord-132843-ilxt4b6g 655 28 specific specific JJ cord-132843-ilxt4b6g 655 29 prediction prediction NN cord-132843-ilxt4b6g 655 30 they -PRON- PRP cord-132843-ilxt4b6g 655 31 have have VBP cord-132843-ilxt4b6g 655 32 made make VBN cord-132843-ilxt4b6g 655 33 according accord VBG cord-132843-ilxt4b6g 655 34 to to IN cord-132843-ilxt4b6g 655 35 their -PRON- PRP$ cord-132843-ilxt4b6g 655 36 confidence confidence NN cord-132843-ilxt4b6g 655 37 in in IN cord-132843-ilxt4b6g 655 38 it -PRON- PRP cord-132843-ilxt4b6g 655 39 . . . cord-132843-ilxt4b6g 656 1 They -PRON- PRP cord-132843-ilxt4b6g 656 2 typically typically RB cord-132843-ilxt4b6g 656 3 make make VBP cord-132843-ilxt4b6g 656 4 careful careful JJ cord-132843-ilxt4b6g 656 5 decisions decision NNS cord-132843-ilxt4b6g 656 6 as as IN cord-132843-ilxt4b6g 656 7 they -PRON- PRP cord-132843-ilxt4b6g 656 8 will will MD cord-132843-ilxt4b6g 656 9 obtain obtain VB cord-132843-ilxt4b6g 656 10 corresponding correspond VBG cord-132843-ilxt4b6g 656 11 awards award NNS cord-132843-ilxt4b6g 656 12 ( ( -LRB- cord-132843-ilxt4b6g 656 13 for for IN cord-132843-ilxt4b6g 656 14 correct correct JJ cord-132843-ilxt4b6g 656 15 predictions prediction NNS cord-132843-ilxt4b6g 656 16 ) ) -RRB- cord-132843-ilxt4b6g 656 17 or or CC cord-132843-ilxt4b6g 656 18 penalties penalty NNS cord-132843-ilxt4b6g 656 19 ( ( -LRB- cord-132843-ilxt4b6g 656 20 for for IN cord-132843-ilxt4b6g 656 21 erroneous erroneous JJ cord-132843-ilxt4b6g 656 22 predictions prediction NNS cord-132843-ilxt4b6g 656 23 ) ) -RRB- cord-132843-ilxt4b6g 656 24 . . . cord-132843-ilxt4b6g 657 1 Planned plan VBN cord-132843-ilxt4b6g 657 2 future future JJ cord-132843-ilxt4b6g 657 3 event event NN cord-132843-ilxt4b6g 657 4 detection detection NN cord-132843-ilxt4b6g 657 5 methods method NNS cord-132843-ilxt4b6g 657 6 . . . cord-132843-ilxt4b6g 658 1 These these DT cord-132843-ilxt4b6g 658 2 methods method NNS cord-132843-ilxt4b6g 658 3 focus focus VBP cord-132843-ilxt4b6g 658 4 on on IN cord-132843-ilxt4b6g 658 5 detecting detect VBG cord-132843-ilxt4b6g 658 6 the the DT cord-132843-ilxt4b6g 658 7 planned plan VBN cord-132843-ilxt4b6g 658 8 future future JJ cord-132843-ilxt4b6g 658 9 events event NNS cord-132843-ilxt4b6g 658 10 , , , cord-132843-ilxt4b6g 658 11 usually usually RB cord-132843-ilxt4b6g 658 12 from from IN cord-132843-ilxt4b6g 658 13 various various JJ cord-132843-ilxt4b6g 658 14 media medium NNS cord-132843-ilxt4b6g 658 15 such such JJ cord-132843-ilxt4b6g 658 16 sources source NNS cord-132843-ilxt4b6g 658 17 as as IN cord-132843-ilxt4b6g 658 18 social social JJ cord-132843-ilxt4b6g 658 19 media medium NNS cord-132843-ilxt4b6g 658 20 and and CC cord-132843-ilxt4b6g 658 21 news news NN cord-132843-ilxt4b6g 658 22 and and CC cord-132843-ilxt4b6g 658 23 typically typically RB cord-132843-ilxt4b6g 658 24 relying rely VBG cord-132843-ilxt4b6g 658 25 on on IN cord-132843-ilxt4b6g 658 26 NLP NLP NNP cord-132843-ilxt4b6g 658 27 techniques technique NNS cord-132843-ilxt4b6g 658 28 and and CC cord-132843-ilxt4b6g 658 29 linguistic linguistic JJ cord-132843-ilxt4b6g 658 30 principles principle NNS cord-132843-ilxt4b6g 658 31 . . . cord-132843-ilxt4b6g 659 1 Existing exist VBG cord-132843-ilxt4b6g 659 2 methods method NNS cord-132843-ilxt4b6g 659 3 typically typically RB cord-132843-ilxt4b6g 659 4 follow follow VBP cord-132843-ilxt4b6g 659 5 a a DT cord-132843-ilxt4b6g 659 6 workflow workflow NN cord-132843-ilxt4b6g 659 7 similar similar JJ cord-132843-ilxt4b6g 659 8 to to IN cord-132843-ilxt4b6g 659 9 the the DT cord-132843-ilxt4b6g 659 10 one one CD cord-132843-ilxt4b6g 659 11 shown show VBN cord-132843-ilxt4b6g 659 12 in in IN cord-132843-ilxt4b6g 659 13 Figure Figure NNP cord-132843-ilxt4b6g 659 14 8 8 CD cord-132843-ilxt4b6g 659 15 , , , cord-132843-ilxt4b6g 659 16 consisting consist VBG cord-132843-ilxt4b6g 659 17 of of IN cord-132843-ilxt4b6g 659 18 four four CD cord-132843-ilxt4b6g 659 19 main main JJ cord-132843-ilxt4b6g 659 20 steps step NNS cord-132843-ilxt4b6g 659 21 : : : cord-132843-ilxt4b6g 659 22 1 1 LS cord-132843-ilxt4b6g 659 23 ) ) -RRB- cord-132843-ilxt4b6g 659 24 Content content NN cord-132843-ilxt4b6g 659 25 filtering filtering NN cord-132843-ilxt4b6g 659 26 . . . cord-132843-ilxt4b6g 660 1 Methods method NNS cord-132843-ilxt4b6g 660 2 for for IN cord-132843-ilxt4b6g 660 3 content content NN cord-132843-ilxt4b6g 660 4 filtering filtering NN cord-132843-ilxt4b6g 660 5 are be VBP cord-132843-ilxt4b6g 660 6 typically typically RB cord-132843-ilxt4b6g 660 7 leveraged leverage VBN cord-132843-ilxt4b6g 660 8 to to TO cord-132843-ilxt4b6g 660 9 retain retain VB cord-132843-ilxt4b6g 660 10 only only RB cord-132843-ilxt4b6g 660 11 the the DT cord-132843-ilxt4b6g 660 12 texts text NNS cord-132843-ilxt4b6g 660 13 that that WDT cord-132843-ilxt4b6g 660 14 are be VBP cord-132843-ilxt4b6g 660 15 relevant relevant JJ cord-132843-ilxt4b6g 660 16 to to IN cord-132843-ilxt4b6g 660 17 the the DT cord-132843-ilxt4b6g 660 18 topic topic NN cord-132843-ilxt4b6g 660 19 of of IN cord-132843-ilxt4b6g 660 20 interest interest NN cord-132843-ilxt4b6g 660 21 . . . cord-132843-ilxt4b6g 661 1 Existing exist VBG cord-132843-ilxt4b6g 661 2 works work NNS cord-132843-ilxt4b6g 661 3 utilize utilize VBP cord-132843-ilxt4b6g 661 4 either either CC cord-132843-ilxt4b6g 661 5 supervised supervise VBN cord-132843-ilxt4b6g 661 6 methods method NNS cord-132843-ilxt4b6g 661 7 ( ( -LRB- cord-132843-ilxt4b6g 661 8 e.g. e.g. RB cord-132843-ilxt4b6g 661 9 , , , cord-132843-ilxt4b6g 661 10 textual textual JJ cord-132843-ilxt4b6g 661 11 classifiers classifier NNS cord-132843-ilxt4b6g 661 12 [ [ -LRB- cord-132843-ilxt4b6g 661 13 117 117 CD cord-132843-ilxt4b6g 661 14 ] ] -RRB- cord-132843-ilxt4b6g 661 15 or or CC cord-132843-ilxt4b6g 661 16 unsupervised unsupervised JJ cord-132843-ilxt4b6g 661 17 methods method NNS cord-132843-ilxt4b6g 661 18 ( ( -LRB- cord-132843-ilxt4b6g 661 19 e.g. e.g. RB cord-132843-ilxt4b6g 661 20 , , , cord-132843-ilxt4b6g 661 21 querying query VBG cord-132843-ilxt4b6g 661 22 techniques technique NNS cord-132843-ilxt4b6g 661 23 [ [ -LRB- cord-132843-ilxt4b6g 661 24 152 152 CD cord-132843-ilxt4b6g 661 25 , , , cord-132843-ilxt4b6g 661 26 238 238 CD cord-132843-ilxt4b6g 661 27 ] ] -RRB- cord-132843-ilxt4b6g 661 28 ) ) -RRB- cord-132843-ilxt4b6g 661 29 ; ; : cord-132843-ilxt4b6g 661 30 2 2 LS cord-132843-ilxt4b6g 661 31 ) ) -RRB- cord-132843-ilxt4b6g 661 32 Time time NN cord-132843-ilxt4b6g 661 33 expression expression NN cord-132843-ilxt4b6g 661 34 identification identification NN cord-132843-ilxt4b6g 661 35 is be VBZ cord-132843-ilxt4b6g 661 36 then then RB cord-132843-ilxt4b6g 661 37 utilized utilize VBN cord-132843-ilxt4b6g 661 38 to to TO cord-132843-ilxt4b6g 661 39 identify identify VB cord-132843-ilxt4b6g 661 40 future future JJ cord-132843-ilxt4b6g 661 41 reference reference NN cord-132843-ilxt4b6g 661 42 expressions expression NNS cord-132843-ilxt4b6g 661 43 and and CC cord-132843-ilxt4b6g 661 44 determine determine VB cord-132843-ilxt4b6g 661 45 the the DT cord-132843-ilxt4b6g 661 46 time time NN cord-132843-ilxt4b6g 661 47 to to IN cord-132843-ilxt4b6g 661 48 event event NN cord-132843-ilxt4b6g 661 49 . . . cord-132843-ilxt4b6g 662 1 These these DT cord-132843-ilxt4b6g 662 2 methods method NNS cord-132843-ilxt4b6g 662 3 either either CC cord-132843-ilxt4b6g 662 4 leverage leverage VBP cord-132843-ilxt4b6g 662 5 existing exist VBG cord-132843-ilxt4b6g 662 6 tools tool NNS cord-132843-ilxt4b6g 662 7 such such JJ cord-132843-ilxt4b6g 662 8 as as IN cord-132843-ilxt4b6g 662 9 the the DT cord-132843-ilxt4b6g 662 10 Rosetta Rosetta NNP cord-132843-ilxt4b6g 662 11 text text NN cord-132843-ilxt4b6g 662 12 analyzer analyzer NN cord-132843-ilxt4b6g 662 13 [ [ -LRB- cord-132843-ilxt4b6g 662 14 55 55 CD cord-132843-ilxt4b6g 662 15 ] ] -RRB- cord-132843-ilxt4b6g 662 16 or or CC cord-132843-ilxt4b6g 662 17 propose propose VB cord-132843-ilxt4b6g 662 18 dedicated dedicated JJ cord-132843-ilxt4b6g 662 19 strategies strategy NNS cord-132843-ilxt4b6g 662 20 based base VBN cord-132843-ilxt4b6g 662 21 on on IN cord-132843-ilxt4b6g 662 22 linguistic linguistic JJ cord-132843-ilxt4b6g 662 23 rules rule NNS cord-132843-ilxt4b6g 662 24 [ [ -LRB- cord-132843-ilxt4b6g 662 25 101 101 CD cord-132843-ilxt4b6g 662 26 ] ] -RRB- cord-132843-ilxt4b6g 662 27 ; ; : cord-132843-ilxt4b6g 662 28 3 3 LS cord-132843-ilxt4b6g 662 29 ) ) -RRB- cord-132843-ilxt4b6g 662 30 Future future JJ cord-132843-ilxt4b6g 662 31 reference reference NN cord-132843-ilxt4b6g 662 32 sentence sentence NN cord-132843-ilxt4b6g 662 33 extraction extraction NN cord-132843-ilxt4b6g 662 34 is be VBZ cord-132843-ilxt4b6g 662 35 the the DT cord-132843-ilxt4b6g 662 36 core core NN cord-132843-ilxt4b6g 662 37 of of IN cord-132843-ilxt4b6g 662 38 planned planned JJ cord-132843-ilxt4b6g 662 39 event event NN cord-132843-ilxt4b6g 662 40 detection detection NN cord-132843-ilxt4b6g 662 41 , , , cord-132843-ilxt4b6g 662 42 and and CC cord-132843-ilxt4b6g 662 43 is be VBZ cord-132843-ilxt4b6g 662 44 implemented implement VBN cord-132843-ilxt4b6g 662 45 either either CC cord-132843-ilxt4b6g 662 46 by by IN cord-132843-ilxt4b6g 662 47 designing design VBG cord-132843-ilxt4b6g 662 48 regular regular JJ cord-132843-ilxt4b6g 662 49 expression expression NN cord-132843-ilxt4b6g 662 50 - - HYPH cord-132843-ilxt4b6g 662 51 based base VBN cord-132843-ilxt4b6g 662 52 rules rule NNS cord-132843-ilxt4b6g 662 53 [ [ -LRB- cord-132843-ilxt4b6g 662 54 153 153 CD cord-132843-ilxt4b6g 662 55 ] ] -RRB- cord-132843-ilxt4b6g 662 56 or or CC cord-132843-ilxt4b6g 662 57 by by IN cord-132843-ilxt4b6g 662 58 textual textual JJ cord-132843-ilxt4b6g 662 59 classification classification NN cord-132843-ilxt4b6g 662 60 [ [ -LRB- cord-132843-ilxt4b6g 662 61 117 117 CD cord-132843-ilxt4b6g 662 62 ] ] -RRB- cord-132843-ilxt4b6g 662 63 ; ; : cord-132843-ilxt4b6g 662 64 and and CC cord-132843-ilxt4b6g 662 65 4 4 LS cord-132843-ilxt4b6g 662 66 ) ) -RRB- cord-132843-ilxt4b6g 662 67 Location location NN cord-132843-ilxt4b6g 662 68 identification identification NN cord-132843-ilxt4b6g 662 69 . . . cord-132843-ilxt4b6g 663 1 The the DT cord-132843-ilxt4b6g 663 2 expression expression NN cord-132843-ilxt4b6g 663 3 of of IN cord-132843-ilxt4b6g 663 4 locations location NNS cord-132843-ilxt4b6g 663 5 is be VBZ cord-132843-ilxt4b6g 663 6 typically typically RB cord-132843-ilxt4b6g 663 7 highly highly RB cord-132843-ilxt4b6g 663 8 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 663 9 and and CC cord-132843-ilxt4b6g 663 10 noisy noisy JJ cord-132843-ilxt4b6g 663 11 . . . cord-132843-ilxt4b6g 664 1 Existing exist VBG cord-132843-ilxt4b6g 664 2 works work NNS cord-132843-ilxt4b6g 664 3 have have VBP cord-132843-ilxt4b6g 664 4 relied rely VBN cord-132843-ilxt4b6g 664 5 heavily heavily RB cord-132843-ilxt4b6g 664 6 on on IN cord-132843-ilxt4b6g 664 7 geocoding geocoding NN cord-132843-ilxt4b6g 664 8 techniques technique NNS cord-132843-ilxt4b6g 664 9 that that WDT cord-132843-ilxt4b6g 664 10 can can MD cord-132843-ilxt4b6g 664 11 resolve resolve VB cord-132843-ilxt4b6g 664 12 the the DT cord-132843-ilxt4b6g 664 13 event event NN cord-132843-ilxt4b6g 664 14 location location NN cord-132843-ilxt4b6g 664 15 accurately accurately RB cord-132843-ilxt4b6g 664 16 . . . cord-132843-ilxt4b6g 665 1 In in IN cord-132843-ilxt4b6g 665 2 order order NN cord-132843-ilxt4b6g 665 3 to to TO cord-132843-ilxt4b6g 665 4 infer infer VB cord-132843-ilxt4b6g 665 5 the the DT cord-132843-ilxt4b6g 665 6 event event NN cord-132843-ilxt4b6g 665 7 locations location NNS cord-132843-ilxt4b6g 665 8 , , , cord-132843-ilxt4b6g 665 9 various various JJ cord-132843-ilxt4b6g 665 10 types type NNS cord-132843-ilxt4b6g 665 11 of of IN cord-132843-ilxt4b6g 665 12 locations location NNS cord-132843-ilxt4b6g 665 13 are be VBP cord-132843-ilxt4b6g 665 14 considered consider VBN cord-132843-ilxt4b6g 665 15 by by IN cord-132843-ilxt4b6g 665 16 different different JJ cord-132843-ilxt4b6g 665 17 researchers researcher NNS cord-132843-ilxt4b6g 665 18 , , , cord-132843-ilxt4b6g 665 19 such such JJ cord-132843-ilxt4b6g 665 20 as as IN cord-132843-ilxt4b6g 665 21 article article NN cord-132843-ilxt4b6g 665 22 locations location NNS cord-132843-ilxt4b6g 665 23 [ [ -LRB- cord-132843-ilxt4b6g 665 24 152 152 CD cord-132843-ilxt4b6g 665 25 ] ] -RRB- cord-132843-ilxt4b6g 665 26 , , , cord-132843-ilxt4b6g 665 27 authors author NNS cord-132843-ilxt4b6g 665 28 ' ' POS cord-132843-ilxt4b6g 665 29 profile profile NN cord-132843-ilxt4b6g 665 30 locations location NNS cord-132843-ilxt4b6g 665 31 [ [ -LRB- cord-132843-ilxt4b6g 665 32 49 49 CD cord-132843-ilxt4b6g 665 33 ] ] -RRB- cord-132843-ilxt4b6g 665 34 , , , cord-132843-ilxt4b6g 665 35 locations location NNS cord-132843-ilxt4b6g 665 36 mentioned mention VBN cord-132843-ilxt4b6g 665 37 in in IN cord-132843-ilxt4b6g 665 38 the the DT cord-132843-ilxt4b6g 665 39 articles article NNS cord-132843-ilxt4b6g 665 40 [ [ -LRB- cord-132843-ilxt4b6g 665 41 22 22 CD cord-132843-ilxt4b6g 665 42 ] ] -RRB- cord-132843-ilxt4b6g 665 43 , , , cord-132843-ilxt4b6g 665 44 and and CC cord-132843-ilxt4b6g 665 45 authors author NNS cord-132843-ilxt4b6g 665 46 ' ' POS cord-132843-ilxt4b6g 665 47 neighbors neighbor NNS cord-132843-ilxt4b6g 665 48 ' ' POS cord-132843-ilxt4b6g 665 49 locations location NNS cord-132843-ilxt4b6g 665 50 [ [ -LRB- cord-132843-ilxt4b6g 665 51 107 107 CD cord-132843-ilxt4b6g 665 52 ] ] -RRB- cord-132843-ilxt4b6g 665 53 . . . cord-132843-ilxt4b6g 666 1 Multiple multiple JJ cord-132843-ilxt4b6g 666 2 locations location NNS cord-132843-ilxt4b6g 666 3 have have VBP cord-132843-ilxt4b6g 666 4 been be VBN cord-132843-ilxt4b6g 666 5 selected select VBN cord-132843-ilxt4b6g 666 6 using use VBG cord-132843-ilxt4b6g 666 7 a a DT cord-132843-ilxt4b6g 666 8 geometric geometric JJ cord-132843-ilxt4b6g 666 9 median median NN cord-132843-ilxt4b6g 666 10 [ [ -LRB- cord-132843-ilxt4b6g 666 11 49 49 CD cord-132843-ilxt4b6g 666 12 ] ] -RRB- cord-132843-ilxt4b6g 666 13 or or CC cord-132843-ilxt4b6g 666 14 fused fuse VBD cord-132843-ilxt4b6g 666 15 using use VBG cord-132843-ilxt4b6g 666 16 logical logical JJ cord-132843-ilxt4b6g 666 17 rules rule NNS cord-132843-ilxt4b6g 666 18 such such JJ cord-132843-ilxt4b6g 666 19 as as IN cord-132843-ilxt4b6g 666 20 probabilistic probabilistic JJ cord-132843-ilxt4b6g 666 21 soft soft JJ cord-132843-ilxt4b6g 666 22 logic logic NN cord-132843-ilxt4b6g 666 23 [ [ -LRB- cord-132843-ilxt4b6g 666 24 152 152 CD cord-132843-ilxt4b6g 666 25 ] ] -RRB- cord-132843-ilxt4b6g 666 26 . . . cord-132843-ilxt4b6g 667 1 Tensor Tensor NNP cord-132843-ilxt4b6g 667 2 - - HYPH cord-132843-ilxt4b6g 667 3 based base VBN cord-132843-ilxt4b6g 667 4 methods method NNS cord-132843-ilxt4b6g 667 5 . . . cord-132843-ilxt4b6g 668 1 Some some DT cord-132843-ilxt4b6g 668 2 methods method NNS cord-132843-ilxt4b6g 668 3 formulate formulate VBP cord-132843-ilxt4b6g 668 4 the the DT cord-132843-ilxt4b6g 668 5 data datum NNS cord-132843-ilxt4b6g 668 6 into into IN cord-132843-ilxt4b6g 668 7 tensor tensor NN cord-132843-ilxt4b6g 668 8 - - HYPH cord-132843-ilxt4b6g 668 9 form form NN cord-132843-ilxt4b6g 668 10 , , , cord-132843-ilxt4b6g 668 11 with with IN cord-132843-ilxt4b6g 668 12 dimensions dimension NNS cord-132843-ilxt4b6g 668 13 including include VBG cord-132843-ilxt4b6g 668 14 location location NN cord-132843-ilxt4b6g 668 15 , , , cord-132843-ilxt4b6g 668 16 time time NN cord-132843-ilxt4b6g 668 17 , , , cord-132843-ilxt4b6g 668 18 and and CC cord-132843-ilxt4b6g 668 19 semantics semantic NNS cord-132843-ilxt4b6g 668 20 . . . cord-132843-ilxt4b6g 669 1 Tensor Tensor NNP cord-132843-ilxt4b6g 669 2 decomposition decomposition NN cord-132843-ilxt4b6g 669 3 is be VBZ cord-132843-ilxt4b6g 669 4 then then RB cord-132843-ilxt4b6g 669 5 applied apply VBN cord-132843-ilxt4b6g 669 6 to to TO cord-132843-ilxt4b6g 669 7 approximate approximate VB cord-132843-ilxt4b6g 669 8 the the DT cord-132843-ilxt4b6g 669 9 original original JJ cord-132843-ilxt4b6g 669 10 tensors tensor NNS cord-132843-ilxt4b6g 669 11 as as IN cord-132843-ilxt4b6g 669 12 the the DT cord-132843-ilxt4b6g 669 13 product product NN cord-132843-ilxt4b6g 669 14 of of IN cord-132843-ilxt4b6g 669 15 multiple multiple JJ cord-132843-ilxt4b6g 669 16 low low JJ cord-132843-ilxt4b6g 669 17 - - HYPH cord-132843-ilxt4b6g 669 18 rank rank NN cord-132843-ilxt4b6g 669 19 matrices matrix NNS cord-132843-ilxt4b6g 669 20 , , , cord-132843-ilxt4b6g 669 21 each each DT cord-132843-ilxt4b6g 669 22 of of IN cord-132843-ilxt4b6g 669 23 which which WDT cord-132843-ilxt4b6g 669 24 is be VBZ cord-132843-ilxt4b6g 669 25 a a DT cord-132843-ilxt4b6g 669 26 mapping mapping NN cord-132843-ilxt4b6g 669 27 from from IN cord-132843-ilxt4b6g 669 28 latent latent JJ cord-132843-ilxt4b6g 669 29 topics topic NNS cord-132843-ilxt4b6g 669 30 to to IN cord-132843-ilxt4b6g 669 31 each each DT cord-132843-ilxt4b6g 669 32 dimension dimension NN cord-132843-ilxt4b6g 669 33 . . . cord-132843-ilxt4b6g 670 1 Finally finally RB cord-132843-ilxt4b6g 670 2 , , , cord-132843-ilxt4b6g 670 3 the the DT cord-132843-ilxt4b6g 670 4 tensor tensor NN cord-132843-ilxt4b6g 670 5 is be VBZ cord-132843-ilxt4b6g 670 6 extrapolated extrapolate VBN cord-132843-ilxt4b6g 670 7 towards towards IN cord-132843-ilxt4b6g 670 8 future future JJ cord-132843-ilxt4b6g 670 9 time time NN cord-132843-ilxt4b6g 670 10 periods period NNS cord-132843-ilxt4b6g 670 11 by by IN cord-132843-ilxt4b6g 670 12 various various JJ cord-132843-ilxt4b6g 670 13 strategies strategy NNS cord-132843-ilxt4b6g 670 14 . . . cord-132843-ilxt4b6g 671 1 For for IN cord-132843-ilxt4b6g 671 2 example example NN cord-132843-ilxt4b6g 671 3 , , , cord-132843-ilxt4b6g 671 4 Mirtaheri Mirtaheri NNP cord-132843-ilxt4b6g 671 5 [ [ -LRB- cord-132843-ilxt4b6g 671 6 148 148 CD cord-132843-ilxt4b6g 671 7 ] ] -RRB- cord-132843-ilxt4b6g 671 8 extrapolated extrapolate VBD cord-132843-ilxt4b6g 671 9 the the DT cord-132843-ilxt4b6g 671 10 time time NN cord-132843-ilxt4b6g 671 11 dimension dimension NN cord-132843-ilxt4b6g 671 12 - - HYPH cord-132843-ilxt4b6g 671 13 matrix matrix NN cord-132843-ilxt4b6g 671 14 only only RB cord-132843-ilxt4b6g 671 15 , , , cord-132843-ilxt4b6g 671 16 which which WDT cord-132843-ilxt4b6g 671 17 they -PRON- PRP cord-132843-ilxt4b6g 671 18 then then RB cord-132843-ilxt4b6g 671 19 multiplied multiply VBD cord-132843-ilxt4b6g 671 20 with with IN cord-132843-ilxt4b6g 671 21 the the DT cord-132843-ilxt4b6g 671 22 other other JJ cord-132843-ilxt4b6g 671 23 dimensions dimension NNS cord-132843-ilxt4b6g 671 24 ' ' POS cord-132843-ilxt4b6g 671 25 matrices matrix NNS cord-132843-ilxt4b6g 671 26 to to TO cord-132843-ilxt4b6g 671 27 recover recover VB cord-132843-ilxt4b6g 671 28 the the DT cord-132843-ilxt4b6g 671 29 estimated estimate VBN cord-132843-ilxt4b6g 671 30 extrapolated extrapolate VBN cord-132843-ilxt4b6g 671 31 tensor tensor NN cord-132843-ilxt4b6g 671 32 into into IN cord-132843-ilxt4b6g 671 33 the the DT cord-132843-ilxt4b6g 671 34 future future NN cord-132843-ilxt4b6g 671 35 . . . cord-132843-ilxt4b6g 672 1 Zhou Zhou NNP cord-132843-ilxt4b6g 672 2 et et NNP cord-132843-ilxt4b6g 672 3 al al NNP cord-132843-ilxt4b6g 672 4 . . . cord-132843-ilxt4b6g 673 1 [ [ -LRB- cord-132843-ilxt4b6g 673 2 253 253 CD cord-132843-ilxt4b6g 673 3 ] ] -RRB- cord-132843-ilxt4b6g 673 4 took take VBD cord-132843-ilxt4b6g 673 5 a a DT cord-132843-ilxt4b6g 673 6 different different JJ cord-132843-ilxt4b6g 673 7 approach approach NN cord-132843-ilxt4b6g 673 8 , , , cord-132843-ilxt4b6g 673 9 choosing choose VBG cord-132843-ilxt4b6g 673 10 instead instead RB cord-132843-ilxt4b6g 673 11 to to TO cord-132843-ilxt4b6g 673 12 add add VB cord-132843-ilxt4b6g 673 13 " " `` cord-132843-ilxt4b6g 673 14 empty empty JJ cord-132843-ilxt4b6g 673 15 values value NNS cord-132843-ilxt4b6g 673 16 " " '' cord-132843-ilxt4b6g 673 17 for for IN cord-132843-ilxt4b6g 673 18 the the DT cord-132843-ilxt4b6g 673 19 entries entry NNS cord-132843-ilxt4b6g 673 20 in in IN cord-132843-ilxt4b6g 673 21 future future JJ cord-132843-ilxt4b6g 673 22 time time NN cord-132843-ilxt4b6g 673 23 to to IN cord-132843-ilxt4b6g 673 24 the the DT cord-132843-ilxt4b6g 673 25 original original JJ cord-132843-ilxt4b6g 673 26 tensor tensor NN cord-132843-ilxt4b6g 673 27 , , , cord-132843-ilxt4b6g 673 28 and and CC cord-132843-ilxt4b6g 673 29 then then RB cord-132843-ilxt4b6g 673 30 use use VB cord-132843-ilxt4b6g 673 31 tensor tensor NN cord-132843-ilxt4b6g 673 32 completion completion NN cord-132843-ilxt4b6g 673 33 techniques technique NNS cord-132843-ilxt4b6g 673 34 to to TO cord-132843-ilxt4b6g 673 35 infer infer VB cord-132843-ilxt4b6g 673 36 the the DT cord-132843-ilxt4b6g 673 37 missing miss VBG cord-132843-ilxt4b6g 673 38 values value NNS cord-132843-ilxt4b6g 673 39 corresponding correspond VBG cord-132843-ilxt4b6g 673 40 to to IN cord-132843-ilxt4b6g 673 41 future future JJ cord-132843-ilxt4b6g 673 42 events event NNS cord-132843-ilxt4b6g 673 43 . . . cord-132843-ilxt4b6g 674 1 This this DT cord-132843-ilxt4b6g 674 2 category category NN cord-132843-ilxt4b6g 674 3 generally generally RB cord-132843-ilxt4b6g 674 4 consists consist VBZ cord-132843-ilxt4b6g 674 5 of of IN cord-132843-ilxt4b6g 674 6 two two CD cord-132843-ilxt4b6g 674 7 types type NNS cord-132843-ilxt4b6g 674 8 of of IN cord-132843-ilxt4b6g 674 9 event event NN cord-132843-ilxt4b6g 674 10 prediction prediction NN cord-132843-ilxt4b6g 674 11 : : : cord-132843-ilxt4b6g 674 12 1 1 LS cord-132843-ilxt4b6g 674 13 ) ) -RRB- cord-132843-ilxt4b6g 674 14 population population NN cord-132843-ilxt4b6g 674 15 level level NN cord-132843-ilxt4b6g 674 16 , , , cord-132843-ilxt4b6g 674 17 which which WDT cord-132843-ilxt4b6g 674 18 includes include VBZ cord-132843-ilxt4b6g 674 19 disease disease NN cord-132843-ilxt4b6g 674 20 epidemics epidemic NNS cord-132843-ilxt4b6g 674 21 and and CC cord-132843-ilxt4b6g 674 22 outbreaks outbreak NNS cord-132843-ilxt4b6g 674 23 , , , cord-132843-ilxt4b6g 674 24 and and CC cord-132843-ilxt4b6g 674 25 2 2 LS cord-132843-ilxt4b6g 674 26 ) ) -RRB- cord-132843-ilxt4b6g 674 27 individual individual JJ cord-132843-ilxt4b6g 674 28 level level NN cord-132843-ilxt4b6g 674 29 , , , cord-132843-ilxt4b6g 674 30 which which WDT cord-132843-ilxt4b6g 674 31 relates relate VBZ cord-132843-ilxt4b6g 674 32 to to IN cord-132843-ilxt4b6g 674 33 clinical clinical JJ cord-132843-ilxt4b6g 674 34 longitudinal longitudinal JJ cord-132843-ilxt4b6g 674 35 events event NNS cord-132843-ilxt4b6g 674 36 . . . cord-132843-ilxt4b6g 675 1 There there EX cord-132843-ilxt4b6g 675 2 has have VBZ cord-132843-ilxt4b6g 675 3 been be VBN cord-132843-ilxt4b6g 675 4 extensive extensive JJ cord-132843-ilxt4b6g 675 5 research research NN cord-132843-ilxt4b6g 675 6 on on IN cord-132843-ilxt4b6g 675 7 disease disease NN cord-132843-ilxt4b6g 675 8 outbreaks outbreak NNS cord-132843-ilxt4b6g 675 9 for for IN cord-132843-ilxt4b6g 675 10 many many JJ cord-132843-ilxt4b6g 675 11 different different JJ cord-132843-ilxt4b6g 675 12 types type NNS cord-132843-ilxt4b6g 675 13 of of IN cord-132843-ilxt4b6g 675 14 diseases disease NNS cord-132843-ilxt4b6g 675 15 and and CC cord-132843-ilxt4b6g 675 16 epidemics epidemic NNS cord-132843-ilxt4b6g 675 17 , , , cord-132843-ilxt4b6g 675 18 including include VBG cord-132843-ilxt4b6g 675 19 seasonal seasonal JJ cord-132843-ilxt4b6g 675 20 flu flu NN cord-132843-ilxt4b6g 675 21 [ [ -LRB- cord-132843-ilxt4b6g 675 22 3 3 CD cord-132843-ilxt4b6g 675 23 ] ] -RRB- cord-132843-ilxt4b6g 675 24 , , , cord-132843-ilxt4b6g 675 25 Zika Zika NNP cord-132843-ilxt4b6g 675 26 [ [ -LRB- cord-132843-ilxt4b6g 675 27 200 200 CD cord-132843-ilxt4b6g 675 28 ] ] -RRB- cord-132843-ilxt4b6g 675 29 , , , cord-132843-ilxt4b6g 675 30 H1N1 H1N1 NNP cord-132843-ilxt4b6g 675 31 [ [ -LRB- cord-132843-ilxt4b6g 675 32 158 158 CD cord-132843-ilxt4b6g 675 33 ] ] -RRB- cord-132843-ilxt4b6g 675 34 , , , cord-132843-ilxt4b6g 675 35 Ebola Ebola NNP cord-132843-ilxt4b6g 675 36 [ [ -LRB- cord-132843-ilxt4b6g 675 37 13 13 CD cord-132843-ilxt4b6g 675 38 ] ] -RRB- cord-132843-ilxt4b6g 675 39 , , , cord-132843-ilxt4b6g 675 40 and and CC cord-132843-ilxt4b6g 675 41 COVID-19 covid-19 VBP cord-132843-ilxt4b6g 675 42 [ [ -LRB- cord-132843-ilxt4b6g 675 43 162 162 CD cord-132843-ilxt4b6g 675 44 ] ] -RRB- cord-132843-ilxt4b6g 675 45 . . . cord-132843-ilxt4b6g 676 1 These these DT cord-132843-ilxt4b6g 676 2 predictions prediction NNS cord-132843-ilxt4b6g 676 3 target target VBP cord-132843-ilxt4b6g 676 4 both both CC cord-132843-ilxt4b6g 676 5 the the DT cord-132843-ilxt4b6g 676 6 location location NN cord-132843-ilxt4b6g 676 7 and and CC cord-132843-ilxt4b6g 676 8 time time NN cord-132843-ilxt4b6g 676 9 of of IN cord-132843-ilxt4b6g 676 10 future future JJ cord-132843-ilxt4b6g 676 11 events event NNS cord-132843-ilxt4b6g 676 12 , , , cord-132843-ilxt4b6g 676 13 while while IN cord-132843-ilxt4b6g 676 14 the the DT cord-132843-ilxt4b6g 676 15 disease disease NN cord-132843-ilxt4b6g 676 16 type type NN cord-132843-ilxt4b6g 676 17 is be VBZ cord-132843-ilxt4b6g 676 18 usually usually RB cord-132843-ilxt4b6g 676 19 fixed fix VBN cord-132843-ilxt4b6g 676 20 to to IN cord-132843-ilxt4b6g 676 21 a a DT cord-132843-ilxt4b6g 676 22 specific specific JJ cord-132843-ilxt4b6g 676 23 type type NN cord-132843-ilxt4b6g 676 24 for for IN cord-132843-ilxt4b6g 676 25 each each DT cord-132843-ilxt4b6g 676 26 model model NN cord-132843-ilxt4b6g 676 27 . . . cord-132843-ilxt4b6g 677 1 Compartmental compartmental JJ cord-132843-ilxt4b6g 677 2 models model NNS cord-132843-ilxt4b6g 677 3 such such JJ cord-132843-ilxt4b6g 677 4 as as IN cord-132843-ilxt4b6g 677 5 SIR SIR NNP cord-132843-ilxt4b6g 677 6 models model NNS cord-132843-ilxt4b6g 677 7 are be VBP cord-132843-ilxt4b6g 677 8 among among IN cord-132843-ilxt4b6g 677 9 the the DT cord-132843-ilxt4b6g 677 10 classical classical JJ cord-132843-ilxt4b6g 677 11 mathematical mathematical JJ cord-132843-ilxt4b6g 677 12 tools tool NNS cord-132843-ilxt4b6g 677 13 used use VBN cord-132843-ilxt4b6g 677 14 to to TO cord-132843-ilxt4b6g 677 15 analyze analyze VB cord-132843-ilxt4b6g 677 16 , , , cord-132843-ilxt4b6g 677 17 model model VB cord-132843-ilxt4b6g 677 18 , , , cord-132843-ilxt4b6g 677 19 and and CC cord-132843-ilxt4b6g 677 20 simulate simulate VB cord-132843-ilxt4b6g 677 21 the the DT cord-132843-ilxt4b6g 677 22 epidemic epidemic NN cord-132843-ilxt4b6g 677 23 dynamics dynamic NNS cord-132843-ilxt4b6g 677 24 [ [ -LRB- cord-132843-ilxt4b6g 677 25 186 186 CD cord-132843-ilxt4b6g 677 26 , , , cord-132843-ilxt4b6g 677 27 237 237 CD cord-132843-ilxt4b6g 677 28 ] ] -RRB- cord-132843-ilxt4b6g 677 29 . . . cord-132843-ilxt4b6g 678 1 More more RBR cord-132843-ilxt4b6g 678 2 recently recently RB cord-132843-ilxt4b6g 678 3 , , , cord-132843-ilxt4b6g 678 4 individual individual NN cord-132843-ilxt4b6g 678 5 - - HYPH cord-132843-ilxt4b6g 678 6 based base VBN cord-132843-ilxt4b6g 678 7 computational computational JJ cord-132843-ilxt4b6g 678 8 models model NNS cord-132843-ilxt4b6g 678 9 have have VBP cord-132843-ilxt4b6g 678 10 begun begin VBN cord-132843-ilxt4b6g 678 11 to to TO cord-132843-ilxt4b6g 678 12 be be VB cord-132843-ilxt4b6g 678 13 used use VBN cord-132843-ilxt4b6g 678 14 to to TO cord-132843-ilxt4b6g 678 15 perform perform VB cord-132843-ilxt4b6g 678 16 network network NN cord-132843-ilxt4b6g 678 17 - - HYPH cord-132843-ilxt4b6g 678 18 based base VBN cord-132843-ilxt4b6g 678 19 epidemiology epidemiology NN cord-132843-ilxt4b6g 678 20 based base VBN cord-132843-ilxt4b6g 678 21 on on IN cord-132843-ilxt4b6g 678 22 network network NN cord-132843-ilxt4b6g 678 23 science science NN cord-132843-ilxt4b6g 678 24 and and CC cord-132843-ilxt4b6g 678 25 graphtheoretical graphtheoretical JJ cord-132843-ilxt4b6g 678 26 models model NNS cord-132843-ilxt4b6g 678 27 , , , cord-132843-ilxt4b6g 678 28 where where WRB cord-132843-ilxt4b6g 678 29 an an DT cord-132843-ilxt4b6g 678 30 epidemic epidemic NN cord-132843-ilxt4b6g 678 31 is be VBZ cord-132843-ilxt4b6g 678 32 modeled model VBN cord-132843-ilxt4b6g 678 33 as as IN cord-132843-ilxt4b6g 678 34 a a DT cord-132843-ilxt4b6g 678 35 stochastic stochastic JJ cord-132843-ilxt4b6g 678 36 propagation propagation NN cord-132843-ilxt4b6g 678 37 over over IN cord-132843-ilxt4b6g 678 38 an an DT cord-132843-ilxt4b6g 678 39 explicit explicit JJ cord-132843-ilxt4b6g 678 40 interaction interaction NN cord-132843-ilxt4b6g 678 41 network network NN cord-132843-ilxt4b6g 678 42 among among IN cord-132843-ilxt4b6g 678 43 people people NNS cord-132843-ilxt4b6g 678 44 [ [ -LRB- cord-132843-ilxt4b6g 678 45 52 52 CD cord-132843-ilxt4b6g 678 46 ] ] -RRB- cord-132843-ilxt4b6g 678 47 . . . cord-132843-ilxt4b6g 679 1 Thanks thank NNS cord-132843-ilxt4b6g 679 2 to to IN cord-132843-ilxt4b6g 679 3 the the DT cord-132843-ilxt4b6g 679 4 availability availability NN cord-132843-ilxt4b6g 679 5 of of IN cord-132843-ilxt4b6g 679 6 high high JJ cord-132843-ilxt4b6g 679 7 - - HYPH cord-132843-ilxt4b6g 679 8 performance performance NN cord-132843-ilxt4b6g 679 9 computing computing NN cord-132843-ilxt4b6g 679 10 resources resource NNS cord-132843-ilxt4b6g 679 11 , , , cord-132843-ilxt4b6g 679 12 another another DT cord-132843-ilxt4b6g 679 13 option option NN cord-132843-ilxt4b6g 679 14 is be VBZ cord-132843-ilxt4b6g 679 15 to to TO cord-132843-ilxt4b6g 679 16 construct construct VB cord-132843-ilxt4b6g 679 17 a a DT cord-132843-ilxt4b6g 679 18 " " `` cord-132843-ilxt4b6g 679 19 digital digital JJ cord-132843-ilxt4b6g 679 20 twin twin NN cord-132843-ilxt4b6g 679 21 " " '' cord-132843-ilxt4b6g 679 22 of of IN cord-132843-ilxt4b6g 679 23 the the DT cord-132843-ilxt4b6g 679 24 real real JJ cord-132843-ilxt4b6g 679 25 world world NN cord-132843-ilxt4b6g 679 26 , , , cord-132843-ilxt4b6g 679 27 by by IN cord-132843-ilxt4b6g 679 28 considering consider VBG cord-132843-ilxt4b6g 679 29 a a DT cord-132843-ilxt4b6g 679 30 realistic realistic JJ cord-132843-ilxt4b6g 679 31 representation representation NN cord-132843-ilxt4b6g 679 32 of of IN cord-132843-ilxt4b6g 679 33 a a DT cord-132843-ilxt4b6g 679 34 population population NN cord-132843-ilxt4b6g 679 35 , , , cord-132843-ilxt4b6g 679 36 including include VBG cord-132843-ilxt4b6g 679 37 membersâĂŹ membersâĂŹ NNP cord-132843-ilxt4b6g 679 38 demographic demographic JJ cord-132843-ilxt4b6g 679 39 , , , cord-132843-ilxt4b6g 679 40 geographic geographic JJ cord-132843-ilxt4b6g 679 41 , , , cord-132843-ilxt4b6g 679 42 behavioral behavioral JJ cord-132843-ilxt4b6g 679 43 , , , cord-132843-ilxt4b6g 679 44 and and CC cord-132843-ilxt4b6g 679 45 social social JJ cord-132843-ilxt4b6g 679 46 contextual contextual JJ cord-132843-ilxt4b6g 679 47 information information NN cord-132843-ilxt4b6g 679 48 , , , cord-132843-ilxt4b6g 679 49 and and CC cord-132843-ilxt4b6g 679 50 then then RB cord-132843-ilxt4b6g 679 51 using use VBG cord-132843-ilxt4b6g 679 52 individual individual NN cord-132843-ilxt4b6g 679 53 - - HYPH cord-132843-ilxt4b6g 679 54 based base VBN cord-132843-ilxt4b6g 679 55 simulations simulation NNS cord-132843-ilxt4b6g 679 56 to to TO cord-132843-ilxt4b6g 679 57 study study VB cord-132843-ilxt4b6g 679 58 the the DT cord-132843-ilxt4b6g 679 59 spread spread NN cord-132843-ilxt4b6g 679 60 of of IN cord-132843-ilxt4b6g 679 61 epidemics epidemic NNS cord-132843-ilxt4b6g 679 62 within within IN cord-132843-ilxt4b6g 679 63 each each DT cord-132843-ilxt4b6g 679 64 network network NN cord-132843-ilxt4b6g 679 65 [ [ -LRB- cord-132843-ilxt4b6g 679 66 27 27 CD cord-132843-ilxt4b6g 679 67 ] ] -RRB- cord-132843-ilxt4b6g 679 68 . . . cord-132843-ilxt4b6g 680 1 The the DT cord-132843-ilxt4b6g 680 2 above above JJ cord-132843-ilxt4b6g 680 3 techniques technique NNS cord-132843-ilxt4b6g 680 4 heavily heavily RB cord-132843-ilxt4b6g 680 5 rely rely VBP cord-132843-ilxt4b6g 680 6 on on IN cord-132843-ilxt4b6g 680 7 the the DT cord-132843-ilxt4b6g 680 8 model model NN cord-132843-ilxt4b6g 680 9 assumptions assumption NNS cord-132843-ilxt4b6g 680 10 regarding regard VBG cord-132843-ilxt4b6g 680 11 how how WRB cord-132843-ilxt4b6g 680 12 the the DT cord-132843-ilxt4b6g 680 13 disease disease NN cord-132843-ilxt4b6g 680 14 progresses progress VBZ cord-132843-ilxt4b6g 680 15 individually individually RB cord-132843-ilxt4b6g 680 16 and and CC cord-132843-ilxt4b6g 680 17 is be VBZ cord-132843-ilxt4b6g 680 18 transmitted transmit VBN cord-132843-ilxt4b6g 680 19 from from IN cord-132843-ilxt4b6g 680 20 person person NN cord-132843-ilxt4b6g 680 21 to to IN cord-132843-ilxt4b6g 680 22 person person NN cord-132843-ilxt4b6g 680 23 [ [ -LRB- cord-132843-ilxt4b6g 680 24 27 27 CD cord-132843-ilxt4b6g 680 25 ] ] -RRB- cord-132843-ilxt4b6g 680 26 . . . cord-132843-ilxt4b6g 681 1 The the DT cord-132843-ilxt4b6g 681 2 rapid rapid JJ cord-132843-ilxt4b6g 681 3 growth growth NN cord-132843-ilxt4b6g 681 4 of of IN cord-132843-ilxt4b6g 681 5 large large JJ cord-132843-ilxt4b6g 681 6 surveillance surveillance NN cord-132843-ilxt4b6g 681 7 data datum NNS cord-132843-ilxt4b6g 681 8 and and CC cord-132843-ilxt4b6g 681 9 social social JJ cord-132843-ilxt4b6g 681 10 media medium NNS cord-132843-ilxt4b6g 681 11 data datum NNS cord-132843-ilxt4b6g 681 12 sets set NNS cord-132843-ilxt4b6g 681 13 such such JJ cord-132843-ilxt4b6g 681 14 as as IN cord-132843-ilxt4b6g 681 15 Twitter Twitter NNP cord-132843-ilxt4b6g 681 16 and and CC cord-132843-ilxt4b6g 681 17 Google Google NNP cord-132843-ilxt4b6g 681 18 flu flu NN cord-132843-ilxt4b6g 681 19 trends trend NNS cord-132843-ilxt4b6g 681 20 in in IN cord-132843-ilxt4b6g 681 21 recent recent JJ cord-132843-ilxt4b6g 681 22 years year NNS cord-132843-ilxt4b6g 681 23 has have VBZ cord-132843-ilxt4b6g 681 24 led lead VBN cord-132843-ilxt4b6g 681 25 to to IN cord-132843-ilxt4b6g 681 26 a a DT cord-132843-ilxt4b6g 681 27 massive massive JJ cord-132843-ilxt4b6g 681 28 increase increase NN cord-132843-ilxt4b6g 681 29 of of IN cord-132843-ilxt4b6g 681 30 interest interest NN cord-132843-ilxt4b6g 681 31 in in IN cord-132843-ilxt4b6g 681 32 using use VBG cord-132843-ilxt4b6g 681 33 data data NN cord-132843-ilxt4b6g 681 34 - - HYPH cord-132843-ilxt4b6g 681 35 driven drive VBN cord-132843-ilxt4b6g 681 36 approaches approach NNS cord-132843-ilxt4b6g 681 37 to to TO cord-132843-ilxt4b6g 681 38 directly directly RB cord-132843-ilxt4b6g 681 39 learn learn VB cord-132843-ilxt4b6g 681 40 the the DT cord-132843-ilxt4b6g 681 41 predictive predictive JJ cord-132843-ilxt4b6g 681 42 mapping mapping NN cord-132843-ilxt4b6g 681 43 [ [ -LRB- cord-132843-ilxt4b6g 681 44 3 3 CD cord-132843-ilxt4b6g 681 45 ] ] -RRB- cord-132843-ilxt4b6g 681 46 . . . cord-132843-ilxt4b6g 682 1 These these DT cord-132843-ilxt4b6g 682 2 methods method NNS cord-132843-ilxt4b6g 682 3 are be VBP cord-132843-ilxt4b6g 682 4 usually usually RB cord-132843-ilxt4b6g 682 5 both both DT cord-132843-ilxt4b6g 682 6 more more JJR cord-132843-ilxt4b6g 682 7 time time NN cord-132843-ilxt4b6g 682 8 - - HYPH cord-132843-ilxt4b6g 682 9 efficient efficient JJ cord-132843-ilxt4b6g 682 10 and and CC cord-132843-ilxt4b6g 682 11 less less RBR cord-132843-ilxt4b6g 682 12 dependent dependent JJ cord-132843-ilxt4b6g 682 13 on on IN cord-132843-ilxt4b6g 682 14 assumptions assumption NNS cord-132843-ilxt4b6g 682 15 , , , cord-132843-ilxt4b6g 682 16 while while IN cord-132843-ilxt4b6g 682 17 the the DT cord-132843-ilxt4b6g 682 18 aforementioned aforementioned JJ cord-132843-ilxt4b6g 682 19 computational computational JJ cord-132843-ilxt4b6g 682 20 models model NNS cord-132843-ilxt4b6g 682 21 are be VBP cord-132843-ilxt4b6g 682 22 more more RBR cord-132843-ilxt4b6g 682 23 powerful powerful JJ cord-132843-ilxt4b6g 682 24 for for IN cord-132843-ilxt4b6g 682 25 longer long JJR cord-132843-ilxt4b6g 682 26 - - HYPH cord-132843-ilxt4b6g 682 27 term term NN cord-132843-ilxt4b6g 682 28 prediction prediction NN cord-132843-ilxt4b6g 682 29 due due IN cord-132843-ilxt4b6g 682 30 to to IN cord-132843-ilxt4b6g 682 31 their -PRON- PRP$ cord-132843-ilxt4b6g 682 32 ability ability NN cord-132843-ilxt4b6g 682 33 to to TO cord-132843-ilxt4b6g 682 34 take take VB cord-132843-ilxt4b6g 682 35 into into IN cord-132843-ilxt4b6g 682 36 account account NN cord-132843-ilxt4b6g 682 37 the the DT cord-132843-ilxt4b6g 682 38 specific specific JJ cord-132843-ilxt4b6g 682 39 disease disease NN cord-132843-ilxt4b6g 682 40 mechanisms mechanism NNS cord-132843-ilxt4b6g 682 41 [ [ -LRB- cord-132843-ilxt4b6g 682 42 242 242 CD cord-132843-ilxt4b6g 682 43 ] ] -RRB- cord-132843-ilxt4b6g 682 44 . . . cord-132843-ilxt4b6g 683 1 Finally finally RB cord-132843-ilxt4b6g 683 2 , , , cord-132843-ilxt4b6g 683 3 there there EX cord-132843-ilxt4b6g 683 4 have have VBP cord-132843-ilxt4b6g 683 5 also also RB cord-132843-ilxt4b6g 683 6 been be VBN cord-132843-ilxt4b6g 683 7 reports report NNS cord-132843-ilxt4b6g 683 8 of of IN cord-132843-ilxt4b6g 683 9 synergistic synergistic JJ cord-132843-ilxt4b6g 683 10 research research NN cord-132843-ilxt4b6g 683 11 that that WDT cord-132843-ilxt4b6g 683 12 combines combine VBZ cord-132843-ilxt4b6g 683 13 both both DT cord-132843-ilxt4b6g 683 14 techniques technique NNS cord-132843-ilxt4b6g 683 15 to to TO cord-132843-ilxt4b6g 683 16 benefit benefit VB cord-132843-ilxt4b6g 683 17 from from IN cord-132843-ilxt4b6g 683 18 their -PRON- PRP$ cord-132843-ilxt4b6g 683 19 complementary complementary JJ cord-132843-ilxt4b6g 683 20 strengths strength NNS cord-132843-ilxt4b6g 683 21 [ [ -LRB- cord-132843-ilxt4b6g 683 22 98 98 CD cord-132843-ilxt4b6g 683 23 , , , cord-132843-ilxt4b6g 683 24 242 242 CD cord-132843-ilxt4b6g 683 25 ] ] -RRB- cord-132843-ilxt4b6g 683 26 . . . cord-132843-ilxt4b6g 684 1 This this DT cord-132843-ilxt4b6g 684 2 research research NN cord-132843-ilxt4b6g 684 3 thread thread NN cord-132843-ilxt4b6g 684 4 focuses focus VBZ cord-132843-ilxt4b6g 684 5 on on IN cord-132843-ilxt4b6g 684 6 the the DT cord-132843-ilxt4b6g 684 7 longitudinal longitudinal JJ cord-132843-ilxt4b6g 684 8 predictive predictive JJ cord-132843-ilxt4b6g 684 9 analysis analysis NN cord-132843-ilxt4b6g 684 10 of of IN cord-132843-ilxt4b6g 684 11 individual individual JJ cord-132843-ilxt4b6g 684 12 health health NN cord-132843-ilxt4b6g 684 13 - - HYPH cord-132843-ilxt4b6g 684 14 related relate VBN cord-132843-ilxt4b6g 684 15 events event NNS cord-132843-ilxt4b6g 684 16 , , , cord-132843-ilxt4b6g 684 17 including include VBG cord-132843-ilxt4b6g 684 18 death death NN cord-132843-ilxt4b6g 684 19 occurrence occurrence NN cord-132843-ilxt4b6g 684 20 [ [ -LRB- cord-132843-ilxt4b6g 684 21 62 62 CD cord-132843-ilxt4b6g 684 22 ] ] -RRB- cord-132843-ilxt4b6g 684 23 , , , cord-132843-ilxt4b6g 684 24 adverse adverse JJ cord-132843-ilxt4b6g 684 25 drug drug NN cord-132843-ilxt4b6g 684 26 events event NNS cord-132843-ilxt4b6g 684 27 [ [ -LRB- cord-132843-ilxt4b6g 684 28 185 185 CD cord-132843-ilxt4b6g 684 29 ] ] -RRB- cord-132843-ilxt4b6g 684 30 , , , cord-132843-ilxt4b6g 684 31 sudden sudden JJ cord-132843-ilxt4b6g 684 32 illnesses illness NNS cord-132843-ilxt4b6g 684 33 such such JJ cord-132843-ilxt4b6g 684 34 as as IN cord-132843-ilxt4b6g 684 35 strokes stroke NNS cord-132843-ilxt4b6g 684 36 [ [ -LRB- cord-132843-ilxt4b6g 684 37 124 124 CD cord-132843-ilxt4b6g 684 38 ] ] -RRB- cord-132843-ilxt4b6g 684 39 and and CC cord-132843-ilxt4b6g 684 40 cardiovascular cardiovascular JJ cord-132843-ilxt4b6g 684 41 events event NNS cord-132843-ilxt4b6g 684 42 [ [ -LRB- cord-132843-ilxt4b6g 684 43 23 23 CD cord-132843-ilxt4b6g 684 44 ] ] -RRB- cord-132843-ilxt4b6g 684 45 , , , cord-132843-ilxt4b6g 684 46 as as RB cord-132843-ilxt4b6g 684 47 well well RB cord-132843-ilxt4b6g 684 48 as as IN cord-132843-ilxt4b6g 684 49 other other JJ cord-132843-ilxt4b6g 684 50 clinical clinical JJ cord-132843-ilxt4b6g 684 51 events event NNS cord-132843-ilxt4b6g 684 52 [ [ -LRB- cord-132843-ilxt4b6g 684 53 62 62 CD cord-132843-ilxt4b6g 684 54 ] ] -RRB- cord-132843-ilxt4b6g 684 55 and and CC cord-132843-ilxt4b6g 684 56 life life NN cord-132843-ilxt4b6g 684 57 events event NNS cord-132843-ilxt4b6g 684 58 [ [ -LRB- cord-132843-ilxt4b6g 684 59 59 59 CD cord-132843-ilxt4b6g 684 60 ] ] -RRB- cord-132843-ilxt4b6g 684 61 for for IN cord-132843-ilxt4b6g 684 62 different different JJ cord-132843-ilxt4b6g 684 63 groups group NNS cord-132843-ilxt4b6g 684 64 of of IN cord-132843-ilxt4b6g 684 65 people people NNS cord-132843-ilxt4b6g 684 66 , , , cord-132843-ilxt4b6g 684 67 including include VBG cord-132843-ilxt4b6g 684 68 elders elder NNS cord-132843-ilxt4b6g 684 69 and and CC cord-132843-ilxt4b6g 684 70 people people NNS cord-132843-ilxt4b6g 684 71 with with IN cord-132843-ilxt4b6g 684 72 mental mental JJ cord-132843-ilxt4b6g 684 73 disease disease NN cord-132843-ilxt4b6g 684 74 . . . cord-132843-ilxt4b6g 685 1 The the DT cord-132843-ilxt4b6g 685 2 goal goal NN cord-132843-ilxt4b6g 685 3 here here RB cord-132843-ilxt4b6g 685 4 is be VBZ cord-132843-ilxt4b6g 685 5 usually usually RB cord-132843-ilxt4b6g 685 6 to to TO cord-132843-ilxt4b6g 685 7 predict predict VB cord-132843-ilxt4b6g 685 8 the the DT cord-132843-ilxt4b6g 685 9 time time NN cord-132843-ilxt4b6g 685 10 before before IN cord-132843-ilxt4b6g 685 11 an an DT cord-132843-ilxt4b6g 685 12 event event NN cord-132843-ilxt4b6g 685 13 occurs occur VBZ cord-132843-ilxt4b6g 685 14 , , , cord-132843-ilxt4b6g 685 15 although although IN cord-132843-ilxt4b6g 685 16 some some DT cord-132843-ilxt4b6g 685 17 researchers researcher NNS cord-132843-ilxt4b6g 685 18 have have VBP cord-132843-ilxt4b6g 685 19 attempted attempt VBN cord-132843-ilxt4b6g 685 20 to to TO cord-132843-ilxt4b6g 685 21 predict predict VB cord-132843-ilxt4b6g 685 22 the the DT cord-132843-ilxt4b6g 685 23 type type NN cord-132843-ilxt4b6g 685 24 of of IN cord-132843-ilxt4b6g 685 25 event event NN cord-132843-ilxt4b6g 685 26 . . . cord-132843-ilxt4b6g 686 1 The the DT cord-132843-ilxt4b6g 686 2 data datum NNS cord-132843-ilxt4b6g 686 3 sources source NNS cord-132843-ilxt4b6g 686 4 are be VBP cord-132843-ilxt4b6g 686 5 essentially essentially RB cord-132843-ilxt4b6g 686 6 the the DT cord-132843-ilxt4b6g 686 7 electronic electronic JJ cord-132843-ilxt4b6g 686 8 health health NN cord-132843-ilxt4b6g 686 9 records record NNS cord-132843-ilxt4b6g 686 10 of of IN cord-132843-ilxt4b6g 686 11 individual individual JJ cord-132843-ilxt4b6g 686 12 patients patient NNS cord-132843-ilxt4b6g 686 13 [ [ -LRB- cord-132843-ilxt4b6g 686 14 172 172 CD cord-132843-ilxt4b6g 686 15 , , , cord-132843-ilxt4b6g 686 16 185 185 CD cord-132843-ilxt4b6g 686 17 ] ] -RRB- cord-132843-ilxt4b6g 686 18 . . . cord-132843-ilxt4b6g 687 1 Recently recently RB cord-132843-ilxt4b6g 687 2 , , , cord-132843-ilxt4b6g 687 3 social social JJ cord-132843-ilxt4b6g 687 4 media medium NNS cord-132843-ilxt4b6g 687 5 , , , cord-132843-ilxt4b6g 687 6 forum forum NN cord-132843-ilxt4b6g 687 7 , , , cord-132843-ilxt4b6g 687 8 and and CC cord-132843-ilxt4b6g 687 9 mobile mobile JJ cord-132843-ilxt4b6g 687 10 data datum NNS cord-132843-ilxt4b6g 687 11 has have VBZ cord-132843-ilxt4b6g 687 12 also also RB cord-132843-ilxt4b6g 687 13 been be VBN cord-132843-ilxt4b6g 687 14 utilized utilize VBN cord-132843-ilxt4b6g 687 15 for for IN cord-132843-ilxt4b6g 687 16 predicting predict VBG cord-132843-ilxt4b6g 687 17 drug drug NN cord-132843-ilxt4b6g 687 18 adverse adverse JJ cord-132843-ilxt4b6g 687 19 events event NNS cord-132843-ilxt4b6g 687 20 [ [ -LRB- cord-132843-ilxt4b6g 687 21 185 185 CD cord-132843-ilxt4b6g 687 22 ] ] -RRB- cord-132843-ilxt4b6g 687 23 and and CC cord-132843-ilxt4b6g 687 24 events event NNS cord-132843-ilxt4b6g 687 25 that that WDT cord-132843-ilxt4b6g 687 26 arise arise VBP cord-132843-ilxt4b6g 687 27 during during IN cord-132843-ilxt4b6g 687 28 chronic chronic JJ cord-132843-ilxt4b6g 687 29 disease disease NN cord-132843-ilxt4b6g 687 30 ( ( -LRB- cord-132843-ilxt4b6g 687 31 e.g. e.g. RB cord-132843-ilxt4b6g 687 32 , , , cord-132843-ilxt4b6g 687 33 chemical chemical NN cord-132843-ilxt4b6g 687 34 radiation radiation NN cord-132843-ilxt4b6g 687 35 and and CC cord-132843-ilxt4b6g 687 36 surgery surgery NN cord-132843-ilxt4b6g 687 37 ) ) -RRB- cord-132843-ilxt4b6g 688 1 [ [ -LRB- cord-132843-ilxt4b6g 688 2 62 62 CD cord-132843-ilxt4b6g 688 3 ] ] -RRB- cord-132843-ilxt4b6g 688 4 . . . cord-132843-ilxt4b6g 689 1 This this DT cord-132843-ilxt4b6g 689 2 category category NN cord-132843-ilxt4b6g 689 3 focuses focus VBZ cord-132843-ilxt4b6g 689 4 on on IN cord-132843-ilxt4b6g 689 5 predicting predict VBG cord-132843-ilxt4b6g 689 6 events event NNS cord-132843-ilxt4b6g 689 7 based base VBN cord-132843-ilxt4b6g 689 8 on on IN cord-132843-ilxt4b6g 689 9 information information NN cord-132843-ilxt4b6g 689 10 held hold VBN cord-132843-ilxt4b6g 689 11 in in IN cord-132843-ilxt4b6g 689 12 various various JJ cord-132843-ilxt4b6g 689 13 types type NNS cord-132843-ilxt4b6g 689 14 of of IN cord-132843-ilxt4b6g 689 15 media medium NNS cord-132843-ilxt4b6g 689 16 including include VBG cord-132843-ilxt4b6g 689 17 : : : cord-132843-ilxt4b6g 689 18 video video NN cord-132843-ilxt4b6g 689 19 - - HYPH cord-132843-ilxt4b6g 689 20 based base VBN cord-132843-ilxt4b6g 689 21 , , , cord-132843-ilxt4b6g 689 22 audio audio NN cord-132843-ilxt4b6g 689 23 - - HYPH cord-132843-ilxt4b6g 689 24 based base VBN cord-132843-ilxt4b6g 689 25 , , , cord-132843-ilxt4b6g 689 26 and and CC cord-132843-ilxt4b6g 689 27 text text NN cord-132843-ilxt4b6g 689 28 - - HYPH cord-132843-ilxt4b6g 689 29 based base VBN cord-132843-ilxt4b6g 689 30 formats format NNS cord-132843-ilxt4b6g 689 31 . . . cord-132843-ilxt4b6g 690 1 The the DT cord-132843-ilxt4b6g 690 2 core core NN cord-132843-ilxt4b6g 690 3 issue issue NN cord-132843-ilxt4b6g 690 4 is be VBZ cord-132843-ilxt4b6g 690 5 to to TO cord-132843-ilxt4b6g 690 6 retrieve retrieve VB cord-132843-ilxt4b6g 690 7 key key JJ cord-132843-ilxt4b6g 690 8 information information NN cord-132843-ilxt4b6g 690 9 related relate VBN cord-132843-ilxt4b6g 690 10 to to IN cord-132843-ilxt4b6g 690 11 future future JJ cord-132843-ilxt4b6g 690 12 events event NNS cord-132843-ilxt4b6g 690 13 utilizing utilize VBG cord-132843-ilxt4b6g 690 14 semantic semantic JJ cord-132843-ilxt4b6g 690 15 pattern pattern NN cord-132843-ilxt4b6g 690 16 recognition recognition NN cord-132843-ilxt4b6g 690 17 from from IN cord-132843-ilxt4b6g 690 18 the the DT cord-132843-ilxt4b6g 690 19 data datum NNS cord-132843-ilxt4b6g 690 20 . . . cord-132843-ilxt4b6g 691 1 Video video NN cord-132843-ilxt4b6g 691 2 - - HYPH cord-132843-ilxt4b6g 691 3 and and CC cord-132843-ilxt4b6g 691 4 Audio audio NN cord-132843-ilxt4b6g 691 5 - - HYPH cord-132843-ilxt4b6g 691 6 based base VBN cord-132843-ilxt4b6g 691 7 . . . cord-132843-ilxt4b6g 691 8 . . . cord-132843-ilxt4b6g 692 1 While while IN cord-132843-ilxt4b6g 692 2 event event NN cord-132843-ilxt4b6g 692 3 detection detection NN cord-132843-ilxt4b6g 692 4 has have VBZ cord-132843-ilxt4b6g 692 5 been be VBN cord-132843-ilxt4b6g 692 6 extensively extensively RB cord-132843-ilxt4b6g 692 7 researched research VBN cord-132843-ilxt4b6g 692 8 for for IN cord-132843-ilxt4b6g 692 9 video video NN cord-132843-ilxt4b6g 692 10 data datum NNS cord-132843-ilxt4b6g 692 11 [ [ -LRB- cord-132843-ilxt4b6g 692 12 129 129 CD cord-132843-ilxt4b6g 692 13 ] ] -RRB- cord-132843-ilxt4b6g 692 14 and and CC cord-132843-ilxt4b6g 692 15 audio audio JJ cord-132843-ilxt4b6g 692 16 mining mining NN cord-132843-ilxt4b6g 692 17 [ [ -LRB- cord-132843-ilxt4b6g 692 18 192 192 CD cord-132843-ilxt4b6g 692 19 ] ] -RRB- cord-132843-ilxt4b6g 692 20 , , , cord-132843-ilxt4b6g 692 21 event event NN cord-132843-ilxt4b6g 692 22 prediction prediction NN cord-132843-ilxt4b6g 692 23 is be VBZ cord-132843-ilxt4b6g 692 24 more more RBR cord-132843-ilxt4b6g 692 25 challenging challenging JJ cord-132843-ilxt4b6g 692 26 and and CC cord-132843-ilxt4b6g 692 27 has have VBZ cord-132843-ilxt4b6g 692 28 been be VBN cord-132843-ilxt4b6g 692 29 attracting attract VBG cord-132843-ilxt4b6g 692 30 increasing increase VBG cord-132843-ilxt4b6g 692 31 attention attention NN cord-132843-ilxt4b6g 692 32 in in IN cord-132843-ilxt4b6g 692 33 recent recent JJ cord-132843-ilxt4b6g 692 34 years year NNS cord-132843-ilxt4b6g 692 35 . . . cord-132843-ilxt4b6g 693 1 The the DT cord-132843-ilxt4b6g 693 2 goal goal NN cord-132843-ilxt4b6g 693 3 here here RB cord-132843-ilxt4b6g 693 4 is be VBZ cord-132843-ilxt4b6g 693 5 usually usually RB cord-132843-ilxt4b6g 693 6 to to TO cord-132843-ilxt4b6g 693 7 predict predict VB cord-132843-ilxt4b6g 693 8 the the DT cord-132843-ilxt4b6g 693 9 future future JJ cord-132843-ilxt4b6g 693 10 status status NN cord-132843-ilxt4b6g 693 11 of of IN cord-132843-ilxt4b6g 693 12 the the DT cord-132843-ilxt4b6g 693 13 objects object NNS cord-132843-ilxt4b6g 693 14 in in IN cord-132843-ilxt4b6g 693 15 the the DT cord-132843-ilxt4b6g 693 16 video video NN cord-132843-ilxt4b6g 693 17 , , , cord-132843-ilxt4b6g 693 18 such such JJ cord-132843-ilxt4b6g 693 19 as as IN cord-132843-ilxt4b6g 693 20 the the DT cord-132843-ilxt4b6g 693 21 next next JJ cord-132843-ilxt4b6g 693 22 action action NN cord-132843-ilxt4b6g 693 23 of of IN cord-132843-ilxt4b6g 693 24 soccer soccer NN cord-132843-ilxt4b6g 693 25 players player NNS cord-132843-ilxt4b6g 693 26 [ [ -LRB- cord-132843-ilxt4b6g 693 27 60 60 CD cord-132843-ilxt4b6g 693 28 ] ] -RRB- cord-132843-ilxt4b6g 693 29 or or CC cord-132843-ilxt4b6g 693 30 basketball basketball NN cord-132843-ilxt4b6g 693 31 players player NNS cord-132843-ilxt4b6g 693 32 [ [ -LRB- cord-132843-ilxt4b6g 693 33 154 154 CD cord-132843-ilxt4b6g 693 34 ] ] -RRB- cord-132843-ilxt4b6g 693 35 , , , cord-132843-ilxt4b6g 693 36 or or CC cord-132843-ilxt4b6g 693 37 the the DT cord-132843-ilxt4b6g 693 38 movement movement NN cord-132843-ilxt4b6g 693 39 of of IN cord-132843-ilxt4b6g 693 40 vehicles vehicle NNS cord-132843-ilxt4b6g 693 41 [ [ -LRB- cord-132843-ilxt4b6g 693 42 235 235 CD cord-132843-ilxt4b6g 693 43 ] ] -RRB- cord-132843-ilxt4b6g 693 44 . . . cord-132843-ilxt4b6g 694 1 Text text NN cord-132843-ilxt4b6g 694 2 - - HYPH cord-132843-ilxt4b6g 694 3 and and CC cord-132843-ilxt4b6g 694 4 script script NN cord-132843-ilxt4b6g 694 5 - - HYPH cord-132843-ilxt4b6g 694 6 based base VBN cord-132843-ilxt4b6g 694 7 . . . cord-132843-ilxt4b6g 695 1 A a DT cord-132843-ilxt4b6g 695 2 huge huge JJ cord-132843-ilxt4b6g 695 3 amount amount NN cord-132843-ilxt4b6g 695 4 of of IN cord-132843-ilxt4b6g 695 5 news news NN cord-132843-ilxt4b6g 695 6 data data NN cord-132843-ilxt4b6g 695 7 has have VBZ cord-132843-ilxt4b6g 695 8 accumulated accumulate VBN cord-132843-ilxt4b6g 695 9 in in IN cord-132843-ilxt4b6g 695 10 recent recent JJ cord-132843-ilxt4b6g 695 11 decades decade NNS cord-132843-ilxt4b6g 695 12 , , , cord-132843-ilxt4b6g 695 13 much much JJ cord-132843-ilxt4b6g 695 14 of of IN cord-132843-ilxt4b6g 695 15 which which WDT cord-132843-ilxt4b6g 695 16 can can MD cord-132843-ilxt4b6g 695 17 be be VB cord-132843-ilxt4b6g 695 18 used use VBN cord-132843-ilxt4b6g 695 19 for for IN cord-132843-ilxt4b6g 695 20 big big JJ cord-132843-ilxt4b6g 695 21 data data NN cord-132843-ilxt4b6g 695 22 predictive predictive JJ cord-132843-ilxt4b6g 695 23 analytics analytic NNS cord-132843-ilxt4b6g 695 24 among among IN cord-132843-ilxt4b6g 695 25 news news NN cord-132843-ilxt4b6g 695 26 events event NNS cord-132843-ilxt4b6g 695 27 . . . cord-132843-ilxt4b6g 696 1 A a DT cord-132843-ilxt4b6g 696 2 number number NN cord-132843-ilxt4b6g 696 3 of of IN cord-132843-ilxt4b6g 696 4 researchers researcher NNS cord-132843-ilxt4b6g 696 5 have have VBP cord-132843-ilxt4b6g 696 6 focused focus VBN cord-132843-ilxt4b6g 696 7 on on IN cord-132843-ilxt4b6g 696 8 predicting predict VBG cord-132843-ilxt4b6g 696 9 the the DT cord-132843-ilxt4b6g 696 10 location location NN cord-132843-ilxt4b6g 696 11 , , , cord-132843-ilxt4b6g 696 12 time time NN cord-132843-ilxt4b6g 696 13 , , , cord-132843-ilxt4b6g 696 14 and and CC cord-132843-ilxt4b6g 696 15 semantics semantic NNS cord-132843-ilxt4b6g 696 16 of of IN cord-132843-ilxt4b6g 696 17 various various JJ cord-132843-ilxt4b6g 696 18 events event NNS cord-132843-ilxt4b6g 696 19 . . . cord-132843-ilxt4b6g 697 1 To to TO cord-132843-ilxt4b6g 697 2 achieve achieve VB cord-132843-ilxt4b6g 697 3 this this DT cord-132843-ilxt4b6g 697 4 , , , cord-132843-ilxt4b6g 697 5 they -PRON- PRP cord-132843-ilxt4b6g 697 6 usually usually RB cord-132843-ilxt4b6g 697 7 leverage leverage VBP cord-132843-ilxt4b6g 697 8 the the DT cord-132843-ilxt4b6g 697 9 immense immense JJ cord-132843-ilxt4b6g 697 10 historical historical JJ cord-132843-ilxt4b6g 697 11 news news NN cord-132843-ilxt4b6g 697 12 and and CC cord-132843-ilxt4b6g 697 13 knowledge knowledge NN cord-132843-ilxt4b6g 697 14 base base NN cord-132843-ilxt4b6g 697 15 in in IN cord-132843-ilxt4b6g 697 16 order order NN cord-132843-ilxt4b6g 697 17 to to TO cord-132843-ilxt4b6g 697 18 learn learn VB cord-132843-ilxt4b6g 697 19 the the DT cord-132843-ilxt4b6g 697 20 association association NN cord-132843-ilxt4b6g 697 21 and and CC cord-132843-ilxt4b6g 697 22 causality causality NN cord-132843-ilxt4b6g 697 23 among among IN cord-132843-ilxt4b6g 697 24 events event NNS cord-132843-ilxt4b6g 697 25 , , , cord-132843-ilxt4b6g 697 26 which which WDT cord-132843-ilxt4b6g 697 27 is be VBZ cord-132843-ilxt4b6g 697 28 then then RB cord-132843-ilxt4b6g 697 29 applied apply VBN cord-132843-ilxt4b6g 697 30 to to TO cord-132843-ilxt4b6g 697 31 forecast forecast VB cord-132843-ilxt4b6g 697 32 events event NNS cord-132843-ilxt4b6g 697 33 when when WRB cord-132843-ilxt4b6g 697 34 given give VBN cord-132843-ilxt4b6g 697 35 current current JJ cord-132843-ilxt4b6g 697 36 events event NNS cord-132843-ilxt4b6g 697 37 . . . cord-132843-ilxt4b6g 698 1 Some some DT cord-132843-ilxt4b6g 698 2 studies study NNS cord-132843-ilxt4b6g 698 3 have have VBP cord-132843-ilxt4b6g 698 4 even even RB cord-132843-ilxt4b6g 698 5 directly directly RB cord-132843-ilxt4b6g 698 6 generated generate VBN cord-132843-ilxt4b6g 698 7 textual textual JJ cord-132843-ilxt4b6g 698 8 descriptions description NNS cord-132843-ilxt4b6g 698 9 of of IN cord-132843-ilxt4b6g 698 10 future future JJ cord-132843-ilxt4b6g 698 11 events event NNS cord-132843-ilxt4b6g 698 12 by by IN cord-132843-ilxt4b6g 698 13 leveraging leverage VBG cord-132843-ilxt4b6g 698 14 NLP NLP NNP cord-132843-ilxt4b6g 698 15 techniques technique NNS cord-132843-ilxt4b6g 698 16 such such JJ cord-132843-ilxt4b6g 698 17 as as IN cord-132843-ilxt4b6g 698 18 sequence sequence NN cord-132843-ilxt4b6g 698 19 to to IN cord-132843-ilxt4b6g 698 20 sequence sequence NN cord-132843-ilxt4b6g 698 21 learning learn VBG cord-132843-ilxt4b6g 698 22 [ [ -LRB- cord-132843-ilxt4b6g 698 23 57 57 CD cord-132843-ilxt4b6g 698 24 , , , cord-132843-ilxt4b6g 698 25 97 97 CD cord-132843-ilxt4b6g 698 26 , , , cord-132843-ilxt4b6g 698 27 123 123 CD cord-132843-ilxt4b6g 698 28 , , , cord-132843-ilxt4b6g 698 29 153 153 CD cord-132843-ilxt4b6g 698 30 , , , cord-132843-ilxt4b6g 698 31 168 168 CD cord-132843-ilxt4b6g 698 32 , , , cord-132843-ilxt4b6g 698 33 170 170 CD cord-132843-ilxt4b6g 698 34 , , , cord-132843-ilxt4b6g 698 35 190 190 CD cord-132843-ilxt4b6g 698 36 , , , cord-132843-ilxt4b6g 698 37 195 195 CD cord-132843-ilxt4b6g 698 38 , , , cord-132843-ilxt4b6g 698 39 221 221 CD cord-132843-ilxt4b6g 698 40 ] ] -RRB- cord-132843-ilxt4b6g 698 41 . . . cord-132843-ilxt4b6g 698 42 . . . cord-132843-ilxt4b6g 699 1 This this DT cord-132843-ilxt4b6g 699 2 category category NN cord-132843-ilxt4b6g 699 3 can can MD cord-132843-ilxt4b6g 699 4 be be VB cord-132843-ilxt4b6g 699 5 classified classify VBN cord-132843-ilxt4b6g 699 6 into into IN cord-132843-ilxt4b6g 699 7 : : : cord-132843-ilxt4b6g 699 8 1 1 LS cord-132843-ilxt4b6g 699 9 ) ) -RRB- cord-132843-ilxt4b6g 699 10 population population NN cord-132843-ilxt4b6g 699 11 based base VBN cord-132843-ilxt4b6g 699 12 events event NNS cord-132843-ilxt4b6g 699 13 , , , cord-132843-ilxt4b6g 699 14 including include VBG cord-132843-ilxt4b6g 699 15 dispersal dispersal NN cord-132843-ilxt4b6g 699 16 events event NNS cord-132843-ilxt4b6g 699 17 , , , cord-132843-ilxt4b6g 699 18 gathering gather VBG cord-132843-ilxt4b6g 699 19 events event NNS cord-132843-ilxt4b6g 699 20 , , , cord-132843-ilxt4b6g 699 21 and and CC cord-132843-ilxt4b6g 699 22 congestion congestion NN cord-132843-ilxt4b6g 699 23 ; ; : cord-132843-ilxt4b6g 699 24 and and CC cord-132843-ilxt4b6g 699 25 2 2 LS cord-132843-ilxt4b6g 699 26 ) ) -RRB- cord-132843-ilxt4b6g 699 27 individual individual JJ cord-132843-ilxt4b6g 699 28 - - HYPH cord-132843-ilxt4b6g 699 29 level level NN cord-132843-ilxt4b6g 699 30 events event NNS cord-132843-ilxt4b6g 699 31 , , , cord-132843-ilxt4b6g 699 32 which which WDT cord-132843-ilxt4b6g 699 33 focus focus VBP cord-132843-ilxt4b6g 699 34 on on IN cord-132843-ilxt4b6g 699 35 fine fine JJ cord-132843-ilxt4b6g 699 36 - - HYPH cord-132843-ilxt4b6g 699 37 grained grained JJ cord-132843-ilxt4b6g 699 38 patterns pattern NNS cord-132843-ilxt4b6g 699 39 such such JJ cord-132843-ilxt4b6g 699 40 as as IN cord-132843-ilxt4b6g 699 41 human human JJ cord-132843-ilxt4b6g 699 42 mobility mobility NN cord-132843-ilxt4b6g 699 43 behavior behavior NN cord-132843-ilxt4b6g 699 44 prediction prediction NN cord-132843-ilxt4b6g 699 45 . . . cord-132843-ilxt4b6g 700 1 4.3.1 4.3.1 CD cord-132843-ilxt4b6g 700 2 Group group NN cord-132843-ilxt4b6g 700 3 transportation transportation NN cord-132843-ilxt4b6g 700 4 pattern pattern NN cord-132843-ilxt4b6g 700 5 . . . cord-132843-ilxt4b6g 700 6 . . . cord-132843-ilxt4b6g 701 1 Here here RB cord-132843-ilxt4b6g 701 2 , , , cord-132843-ilxt4b6g 701 3 researchers researcher NNS cord-132843-ilxt4b6g 701 4 typically typically RB cord-132843-ilxt4b6g 701 5 focus focus VBP cord-132843-ilxt4b6g 701 6 on on IN cord-132843-ilxt4b6g 701 7 transportation transportation NN cord-132843-ilxt4b6g 701 8 events event NNS cord-132843-ilxt4b6g 701 9 such such JJ cord-132843-ilxt4b6g 701 10 as as IN cord-132843-ilxt4b6g 701 11 congestion congestion NN cord-132843-ilxt4b6g 701 12 [ [ -LRB- cord-132843-ilxt4b6g 701 13 43 43 CD cord-132843-ilxt4b6g 701 14 , , , cord-132843-ilxt4b6g 701 15 104 104 CD cord-132843-ilxt4b6g 701 16 ] ] -RRB- cord-132843-ilxt4b6g 701 17 , , , cord-132843-ilxt4b6g 701 18 large large JJ cord-132843-ilxt4b6g 701 19 gatherings gathering NNS cord-132843-ilxt4b6g 701 20 [ [ -LRB- cord-132843-ilxt4b6g 701 21 203 203 CD cord-132843-ilxt4b6g 701 22 ] ] -RRB- cord-132843-ilxt4b6g 701 23 , , , cord-132843-ilxt4b6g 701 24 and and CC cord-132843-ilxt4b6g 701 25 dispersal dispersal NN cord-132843-ilxt4b6g 701 26 events event NNS cord-132843-ilxt4b6g 701 27 [ [ -LRB- cord-132843-ilxt4b6g 701 28 204 204 CD cord-132843-ilxt4b6g 701 29 ] ] -RRB- cord-132843-ilxt4b6g 701 30 . . . cord-132843-ilxt4b6g 702 1 The the DT cord-132843-ilxt4b6g 702 2 goal goal NN cord-132843-ilxt4b6g 702 3 is be VBZ cord-132843-ilxt4b6g 702 4 thus thus RB cord-132843-ilxt4b6g 702 5 to to TO cord-132843-ilxt4b6g 702 6 forecast forecast VB cord-132843-ilxt4b6g 702 7 the the DT cord-132843-ilxt4b6g 702 8 future future JJ cord-132843-ilxt4b6g 702 9 time time NN cord-132843-ilxt4b6g 702 10 period period NN cord-132843-ilxt4b6g 702 11 [ [ -LRB- cord-132843-ilxt4b6g 702 12 80 80 CD cord-132843-ilxt4b6g 702 13 ] ] -RRB- cord-132843-ilxt4b6g 702 14 and and CC cord-132843-ilxt4b6g 702 15 location location NN cord-132843-ilxt4b6g 702 16 [ [ -LRB- cord-132843-ilxt4b6g 702 17 203 203 CD cord-132843-ilxt4b6g 702 18 ] ] -RRB- cord-132843-ilxt4b6g 702 19 of of IN cord-132843-ilxt4b6g 702 20 such such JJ cord-132843-ilxt4b6g 702 21 events event NNS cord-132843-ilxt4b6g 702 22 . . . cord-132843-ilxt4b6g 703 1 Data datum NNS cord-132843-ilxt4b6g 703 2 from from IN cord-132843-ilxt4b6g 703 3 traffic traffic NN cord-132843-ilxt4b6g 703 4 meters meter NNS cord-132843-ilxt4b6g 703 5 , , , cord-132843-ilxt4b6g 703 6 GPS GPS NNP cord-132843-ilxt4b6g 703 7 , , , cord-132843-ilxt4b6g 703 8 and and CC cord-132843-ilxt4b6g 703 9 mobile mobile JJ cord-132843-ilxt4b6g 703 10 devices device NNS cord-132843-ilxt4b6g 703 11 are be VBP cord-132843-ilxt4b6g 703 12 usually usually RB cord-132843-ilxt4b6g 703 13 used use VBN cord-132843-ilxt4b6g 703 14 to to TO cord-132843-ilxt4b6g 703 15 sense sense VB cord-132843-ilxt4b6g 703 16 real real JJ cord-132843-ilxt4b6g 703 17 - - HYPH cord-132843-ilxt4b6g 703 18 time time NN cord-132843-ilxt4b6g 703 19 human human JJ cord-132843-ilxt4b6g 703 20 mobility mobility NN cord-132843-ilxt4b6g 703 21 patterns pattern NNS cord-132843-ilxt4b6g 703 22 . . . cord-132843-ilxt4b6g 704 1 Transportation transportation NN cord-132843-ilxt4b6g 704 2 and and CC cord-132843-ilxt4b6g 704 3 geographical geographical JJ cord-132843-ilxt4b6g 704 4 theories theory NNS cord-132843-ilxt4b6g 704 5 are be VBP cord-132843-ilxt4b6g 704 6 usually usually RB cord-132843-ilxt4b6g 704 7 considered consider VBN cord-132843-ilxt4b6g 704 8 to to TO cord-132843-ilxt4b6g 704 9 determine determine VB cord-132843-ilxt4b6g 704 10 the the DT cord-132843-ilxt4b6g 704 11 spatial spatial JJ cord-132843-ilxt4b6g 704 12 and and CC cord-132843-ilxt4b6g 704 13 temporal temporal JJ cord-132843-ilxt4b6g 704 14 dependencies dependency NNS cord-132843-ilxt4b6g 704 15 for for IN cord-132843-ilxt4b6g 704 16 predicting predict VBG cord-132843-ilxt4b6g 704 17 these these DT cord-132843-ilxt4b6g 704 18 events event NNS cord-132843-ilxt4b6g 704 19 . . . cord-132843-ilxt4b6g 705 1 Another another DT cord-132843-ilxt4b6g 705 2 research research NN cord-132843-ilxt4b6g 705 3 thread thread NN cord-132843-ilxt4b6g 705 4 focuses focus VBZ cord-132843-ilxt4b6g 705 5 on on IN cord-132843-ilxt4b6g 705 6 individual individual JJ cord-132843-ilxt4b6g 705 7 - - HYPH cord-132843-ilxt4b6g 705 8 level level NN cord-132843-ilxt4b6g 705 9 prediction prediction NN cord-132843-ilxt4b6g 705 10 , , , cord-132843-ilxt4b6g 705 11 such such JJ cord-132843-ilxt4b6g 705 12 as as IN cord-132843-ilxt4b6g 705 13 predicting predict VBG cord-132843-ilxt4b6g 705 14 an an DT cord-132843-ilxt4b6g 705 15 individual individual NN cord-132843-ilxt4b6g 705 16 's 's POS cord-132843-ilxt4b6g 705 17 next next JJ cord-132843-ilxt4b6g 705 18 location location NN cord-132843-ilxt4b6g 705 19 [ [ -LRB- cord-132843-ilxt4b6g 705 20 130 130 CD cord-132843-ilxt4b6g 705 21 , , , cord-132843-ilxt4b6g 705 22 223 223 CD cord-132843-ilxt4b6g 705 23 ] ] -RRB- cord-132843-ilxt4b6g 705 24 or or CC cord-132843-ilxt4b6g 705 25 the the DT cord-132843-ilxt4b6g 705 26 likelihood likelihood NN cord-132843-ilxt4b6g 705 27 or or CC cord-132843-ilxt4b6g 705 28 time time NN cord-132843-ilxt4b6g 705 29 duration duration NN cord-132843-ilxt4b6g 705 30 of of IN cord-132843-ilxt4b6g 705 31 car car NN cord-132843-ilxt4b6g 705 32 accidents accident NNS cord-132843-ilxt4b6g 705 33 [ [ -LRB- cord-132843-ilxt4b6g 705 34 19 19 CD cord-132843-ilxt4b6g 705 35 , , , cord-132843-ilxt4b6g 705 36 174 174 CD cord-132843-ilxt4b6g 705 37 , , , cord-132843-ilxt4b6g 705 38 233 233 CD cord-132843-ilxt4b6g 705 39 ] ] -RRB- cord-132843-ilxt4b6g 705 40 . . . cord-132843-ilxt4b6g 706 1 Sequential sequential JJ cord-132843-ilxt4b6g 706 2 and and CC cord-132843-ilxt4b6g 706 3 trajectory trajectory NN cord-132843-ilxt4b6g 706 4 analyses analysis NNS cord-132843-ilxt4b6g 706 5 are be VBP cord-132843-ilxt4b6g 706 6 usually usually RB cord-132843-ilxt4b6g 706 7 used use VBN cord-132843-ilxt4b6g 706 8 to to TO cord-132843-ilxt4b6g 706 9 process process VB cord-132843-ilxt4b6g 706 10 trajectory trajectory NN cord-132843-ilxt4b6g 706 11 and and CC cord-132843-ilxt4b6g 706 12 traffic traffic NN cord-132843-ilxt4b6g 706 13 flow flow NN cord-132843-ilxt4b6g 706 14 data datum NNS cord-132843-ilxt4b6g 706 15 . . . cord-132843-ilxt4b6g 707 1 Different different JJ cord-132843-ilxt4b6g 707 2 types type NNS cord-132843-ilxt4b6g 707 3 of of IN cord-132843-ilxt4b6g 707 4 engineering engineering NN cord-132843-ilxt4b6g 707 5 systems system NNS cord-132843-ilxt4b6g 707 6 have have VBP cord-132843-ilxt4b6g 707 7 begun begin VBN cord-132843-ilxt4b6g 707 8 to to TO cord-132843-ilxt4b6g 707 9 routinely routinely RB cord-132843-ilxt4b6g 707 10 apply apply VB cord-132843-ilxt4b6g 707 11 event event NN cord-132843-ilxt4b6g 707 12 forecasting forecasting NN cord-132843-ilxt4b6g 707 13 methods method NNS cord-132843-ilxt4b6g 707 14 , , , cord-132843-ilxt4b6g 707 15 including include VBG cord-132843-ilxt4b6g 707 16 : : : cord-132843-ilxt4b6g 707 17 1 1 LS cord-132843-ilxt4b6g 707 18 ) ) -RRB- cord-132843-ilxt4b6g 707 19 civil civil JJ cord-132843-ilxt4b6g 707 20 engineering engineering NN cord-132843-ilxt4b6g 707 21 , , , cord-132843-ilxt4b6g 707 22 2 2 CD cord-132843-ilxt4b6g 707 23 ) ) -RRB- cord-132843-ilxt4b6g 707 24 electrical electrical JJ cord-132843-ilxt4b6g 707 25 engineering engineering NN cord-132843-ilxt4b6g 707 26 , , , cord-132843-ilxt4b6g 707 27 3 3 CD cord-132843-ilxt4b6g 707 28 ) ) -RRB- cord-132843-ilxt4b6g 707 29 energy energy NN cord-132843-ilxt4b6g 707 30 engineering engineering NN cord-132843-ilxt4b6g 707 31 , , , cord-132843-ilxt4b6g 707 32 and and CC cord-132843-ilxt4b6g 707 33 4 4 CD cord-132843-ilxt4b6g 707 34 ) ) -RRB- cord-132843-ilxt4b6g 707 35 other other JJ cord-132843-ilxt4b6g 707 36 engineering engineering NN cord-132843-ilxt4b6g 707 37 domains domain NNS cord-132843-ilxt4b6g 707 38 . . . cord-132843-ilxt4b6g 708 1 Despite despite IN cord-132843-ilxt4b6g 708 2 the the DT cord-132843-ilxt4b6g 708 3 variety variety NN cord-132843-ilxt4b6g 708 4 of of IN cord-132843-ilxt4b6g 708 5 systems system NNS cord-132843-ilxt4b6g 708 6 in in IN cord-132843-ilxt4b6g 708 7 these these DT cord-132843-ilxt4b6g 708 8 widely widely RB cord-132843-ilxt4b6g 708 9 different different JJ cord-132843-ilxt4b6g 708 10 domains domain NNS cord-132843-ilxt4b6g 708 11 , , , cord-132843-ilxt4b6g 708 12 the the DT cord-132843-ilxt4b6g 708 13 goal goal NN cord-132843-ilxt4b6g 708 14 is be VBZ cord-132843-ilxt4b6g 708 15 essentially essentially RB cord-132843-ilxt4b6g 708 16 to to TO cord-132843-ilxt4b6g 708 17 predict predict VB cord-132843-ilxt4b6g 708 18 future future JJ cord-132843-ilxt4b6g 708 19 abnormal abnormal JJ cord-132843-ilxt4b6g 708 20 or or CC cord-132843-ilxt4b6g 708 21 failure failure NN cord-132843-ilxt4b6g 708 22 events event NNS cord-132843-ilxt4b6g 708 23 in in IN cord-132843-ilxt4b6g 708 24 order order NN cord-132843-ilxt4b6g 708 25 to to TO cord-132843-ilxt4b6g 708 26 support support VB cord-132843-ilxt4b6g 708 27 the the DT cord-132843-ilxt4b6g 708 28 system system NN cord-132843-ilxt4b6g 708 29 's 's POS cord-132843-ilxt4b6g 708 30 sustainability sustainability NN cord-132843-ilxt4b6g 708 31 and and CC cord-132843-ilxt4b6g 708 32 robustness robustness NN cord-132843-ilxt4b6g 708 33 . . . cord-132843-ilxt4b6g 709 1 Both both DT cord-132843-ilxt4b6g 709 2 the the DT cord-132843-ilxt4b6g 709 3 location location NN cord-132843-ilxt4b6g 709 4 and and CC cord-132843-ilxt4b6g 709 5 time time NN cord-132843-ilxt4b6g 709 6 of of IN cord-132843-ilxt4b6g 709 7 future future JJ cord-132843-ilxt4b6g 709 8 events event NNS cord-132843-ilxt4b6g 709 9 are be VBP cord-132843-ilxt4b6g 709 10 key key JJ cord-132843-ilxt4b6g 709 11 factors factor NNS cord-132843-ilxt4b6g 709 12 for for IN cord-132843-ilxt4b6g 709 13 these these DT cord-132843-ilxt4b6g 709 14 predictions prediction NNS cord-132843-ilxt4b6g 709 15 . . . cord-132843-ilxt4b6g 710 1 The the DT cord-132843-ilxt4b6g 710 2 input input NN cord-132843-ilxt4b6g 710 3 features feature VBZ cord-132843-ilxt4b6g 710 4 usually usually RB cord-132843-ilxt4b6g 710 5 consist consist VBP cord-132843-ilxt4b6g 710 6 of of IN cord-132843-ilxt4b6g 710 7 sensing sense VBG cord-132843-ilxt4b6g 710 8 data datum NNS cord-132843-ilxt4b6g 710 9 relevant relevant JJ cord-132843-ilxt4b6g 710 10 to to IN cord-132843-ilxt4b6g 710 11 specific specific JJ cord-132843-ilxt4b6g 710 12 engineering engineering NN cord-132843-ilxt4b6g 710 13 systems system NNS cord-132843-ilxt4b6g 710 14 . . . cord-132843-ilxt4b6g 711 1 • • NNP cord-132843-ilxt4b6g 712 1 Civil civil JJ cord-132843-ilxt4b6g 712 2 engineering engineering NN cord-132843-ilxt4b6g 712 3 . . . cord-132843-ilxt4b6g 713 1 This this DT cord-132843-ilxt4b6g 713 2 covers cover VBZ cord-132843-ilxt4b6g 713 3 various various PDT cord-132843-ilxt4b6g 713 4 a a DT cord-132843-ilxt4b6g 713 5 wide wide JJ cord-132843-ilxt4b6g 713 6 range range NN cord-132843-ilxt4b6g 713 7 of of IN cord-132843-ilxt4b6g 713 8 problems problem NNS cord-132843-ilxt4b6g 713 9 in in IN cord-132843-ilxt4b6g 713 10 diverse diverse JJ cord-132843-ilxt4b6g 713 11 urban urban JJ cord-132843-ilxt4b6g 713 12 systems system NNS cord-132843-ilxt4b6g 713 13 , , , cord-132843-ilxt4b6g 713 14 such such JJ cord-132843-ilxt4b6g 713 15 as as IN cord-132843-ilxt4b6g 713 16 smart smart JJ cord-132843-ilxt4b6g 713 17 building building NN cord-132843-ilxt4b6g 713 18 fault fault VBP cord-132843-ilxt4b6g 713 19 adverse adverse JJ cord-132843-ilxt4b6g 713 20 event event NN cord-132843-ilxt4b6g 713 21 prediction prediction NN cord-132843-ilxt4b6g 713 22 [ [ -LRB- cord-132843-ilxt4b6g 713 23 21 21 CD cord-132843-ilxt4b6g 713 24 ] ] -RRB- cord-132843-ilxt4b6g 713 25 , , , cord-132843-ilxt4b6g 713 26 emergency emergency NN cord-132843-ilxt4b6g 713 27 management management NN cord-132843-ilxt4b6g 713 28 equipment equipment NN cord-132843-ilxt4b6g 713 29 failure failure NN cord-132843-ilxt4b6g 713 30 prediction prediction NN cord-132843-ilxt4b6g 713 31 [ [ -LRB- cord-132843-ilxt4b6g 713 32 66 66 CD cord-132843-ilxt4b6g 713 33 ] ] -RRB- cord-132843-ilxt4b6g 713 34 , , , cord-132843-ilxt4b6g 713 35 manhole manhole NN cord-132843-ilxt4b6g 713 36 event event NN cord-132843-ilxt4b6g 713 37 prediction prediction NN cord-132843-ilxt4b6g 713 38 [ [ -LRB- cord-132843-ilxt4b6g 713 39 179 179 CD cord-132843-ilxt4b6g 713 40 ] ] -RRB- cord-132843-ilxt4b6g 713 41 , , , cord-132843-ilxt4b6g 713 42 and and CC cord-132843-ilxt4b6g 713 43 other other JJ cord-132843-ilxt4b6g 713 44 events event NNS cord-132843-ilxt4b6g 713 45 [ [ -LRB- cord-132843-ilxt4b6g 713 46 99 99 CD cord-132843-ilxt4b6g 713 47 ] ] -RRB- cord-132843-ilxt4b6g 713 48 . . . cord-132843-ilxt4b6g 714 1 • • NNP cord-132843-ilxt4b6g 715 1 Electrical electrical JJ cord-132843-ilxt4b6g 715 2 engineering engineering NN cord-132843-ilxt4b6g 715 3 . . . cord-132843-ilxt4b6g 716 1 This this DT cord-132843-ilxt4b6g 716 2 includes include VBZ cord-132843-ilxt4b6g 716 3 teleservice teleservice NN cord-132843-ilxt4b6g 716 4 systems system NNS cord-132843-ilxt4b6g 716 5 failures failure NNS cord-132843-ilxt4b6g 716 6 [ [ -LRB- cord-132843-ilxt4b6g 716 7 61 61 CD cord-132843-ilxt4b6g 716 8 ] ] -RRB- cord-132843-ilxt4b6g 716 9 and and CC cord-132843-ilxt4b6g 716 10 unexpected unexpected JJ cord-132843-ilxt4b6g 716 11 events event NNS cord-132843-ilxt4b6g 716 12 in in IN cord-132843-ilxt4b6g 716 13 wire wire JJ cord-132843-ilxt4b6g 716 14 electrical electrical JJ cord-132843-ilxt4b6g 716 15 discharge discharge NN cord-132843-ilxt4b6g 716 16 machining machining NN cord-132843-ilxt4b6g 716 17 operations operation NNS cord-132843-ilxt4b6g 716 18 [ [ -LRB- cord-132843-ilxt4b6g 716 19 184 184 CD cord-132843-ilxt4b6g 716 20 ] ] -RRB- cord-132843-ilxt4b6g 716 21 . . . cord-132843-ilxt4b6g 717 1 • • NNP cord-132843-ilxt4b6g 718 1 Energy energy NN cord-132843-ilxt4b6g 718 2 engineering engineering NN cord-132843-ilxt4b6g 718 3 . . . cord-132843-ilxt4b6g 719 1 Event event NN cord-132843-ilxt4b6g 719 2 prediction prediction NN cord-132843-ilxt4b6g 719 3 is be VBZ cord-132843-ilxt4b6g 719 4 also also RB cord-132843-ilxt4b6g 719 5 a a DT cord-132843-ilxt4b6g 719 6 hot hot JJ cord-132843-ilxt4b6g 719 7 topic topic NN cord-132843-ilxt4b6g 719 8 in in IN cord-132843-ilxt4b6g 719 9 energy energy NN cord-132843-ilxt4b6g 719 10 engineering engineering NN cord-132843-ilxt4b6g 719 11 , , , cord-132843-ilxt4b6g 719 12 as as IN cord-132843-ilxt4b6g 719 13 such such JJ cord-132843-ilxt4b6g 719 14 systems system NNS cord-132843-ilxt4b6g 719 15 usually usually RB cord-132843-ilxt4b6g 719 16 require require VBP cord-132843-ilxt4b6g 719 17 strong strong JJ cord-132843-ilxt4b6g 719 18 robustness robustness NN cord-132843-ilxt4b6g 719 19 to to TO cord-132843-ilxt4b6g 719 20 handle handle VB cord-132843-ilxt4b6g 719 21 the the DT cord-132843-ilxt4b6g 719 22 disturbance disturbance NN cord-132843-ilxt4b6g 719 23 from from IN cord-132843-ilxt4b6g 719 24 the the DT cord-132843-ilxt4b6g 719 25 nature nature NN cord-132843-ilxt4b6g 719 26 environments environment NNS cord-132843-ilxt4b6g 719 27 . . . cord-132843-ilxt4b6g 720 1 Active active JJ cord-132843-ilxt4b6g 720 2 research research NN cord-132843-ilxt4b6g 720 3 domains domain NNS cord-132843-ilxt4b6g 720 4 here here RB cord-132843-ilxt4b6g 720 5 include include VBP cord-132843-ilxt4b6g 720 6 wind wind NN cord-132843-ilxt4b6g 720 7 power power NN cord-132843-ilxt4b6g 720 8 ramp ramp NN cord-132843-ilxt4b6g 720 9 prediction prediction NN cord-132843-ilxt4b6g 720 10 [ [ -LRB- cord-132843-ilxt4b6g 720 11 83 83 CD cord-132843-ilxt4b6g 720 12 ] ] -RRB- cord-132843-ilxt4b6g 720 13 , , , cord-132843-ilxt4b6g 720 14 solar solar JJ cord-132843-ilxt4b6g 720 15 power power NN cord-132843-ilxt4b6g 720 16 ramp ramp NN cord-132843-ilxt4b6g 720 17 prediction prediction NN cord-132843-ilxt4b6g 720 18 [ [ -LRB- cord-132843-ilxt4b6g 720 19 1 1 CD cord-132843-ilxt4b6g 720 20 ] ] -RRB- cord-132843-ilxt4b6g 720 21 , , , cord-132843-ilxt4b6g 720 22 and and CC cord-132843-ilxt4b6g 720 23 adverse adverse JJ cord-132843-ilxt4b6g 720 24 events event NNS cord-132843-ilxt4b6g 720 25 in in IN cord-132843-ilxt4b6g 720 26 low low JJ cord-132843-ilxt4b6g 720 27 carbon carbon NN cord-132843-ilxt4b6g 720 28 energy energy NN cord-132843-ilxt4b6g 720 29 production production NN cord-132843-ilxt4b6g 720 30 [ [ -LRB- cord-132843-ilxt4b6g 720 31 50 50 CD cord-132843-ilxt4b6g 720 32 ] ] -RRB- cord-132843-ilxt4b6g 720 33 . . . cord-132843-ilxt4b6g 721 1 • • NNP cord-132843-ilxt4b6g 722 1 Other other JJ cord-132843-ilxt4b6g 722 2 engineering engineering NN cord-132843-ilxt4b6g 722 3 domains domain NNS cord-132843-ilxt4b6g 722 4 . . . cord-132843-ilxt4b6g 723 1 There there EX cord-132843-ilxt4b6g 723 2 is be VBZ cord-132843-ilxt4b6g 723 3 also also RB cord-132843-ilxt4b6g 723 4 active active JJ cord-132843-ilxt4b6g 723 5 research research NN cord-132843-ilxt4b6g 723 6 on on IN cord-132843-ilxt4b6g 723 7 event event NN cord-132843-ilxt4b6g 723 8 prediction prediction NN cord-132843-ilxt4b6g 723 9 in in IN cord-132843-ilxt4b6g 723 10 other other JJ cord-132843-ilxt4b6g 723 11 domains domain NNS cord-132843-ilxt4b6g 723 12 , , , cord-132843-ilxt4b6g 723 13 such such JJ cord-132843-ilxt4b6g 723 14 as as IN cord-132843-ilxt4b6g 723 15 irrigation irrigation NN cord-132843-ilxt4b6g 723 16 event event NN cord-132843-ilxt4b6g 723 17 prediction prediction NN cord-132843-ilxt4b6g 723 18 in in IN cord-132843-ilxt4b6g 723 19 agricultural agricultural JJ cord-132843-ilxt4b6g 723 20 engineering engineering NN cord-132843-ilxt4b6g 723 21 [ [ -LRB- cord-132843-ilxt4b6g 723 22 161 161 CD cord-132843-ilxt4b6g 723 23 ] ] -RRB- cord-132843-ilxt4b6g 723 24 and and CC cord-132843-ilxt4b6g 723 25 mechanical mechanical JJ cord-132843-ilxt4b6g 723 26 fault fault NN cord-132843-ilxt4b6g 723 27 prediction prediction NN cord-132843-ilxt4b6g 723 28 in in IN cord-132843-ilxt4b6g 723 29 mechanical mechanical JJ cord-132843-ilxt4b6g 723 30 engineering engineering NN cord-132843-ilxt4b6g 723 31 [ [ -LRB- cord-132843-ilxt4b6g 723 32 197 197 CD cord-132843-ilxt4b6g 723 33 ] ] -RRB- cord-132843-ilxt4b6g 723 34 . . . cord-132843-ilxt4b6g 724 1 Here here RB cord-132843-ilxt4b6g 724 2 , , , cord-132843-ilxt4b6g 724 3 the the DT cord-132843-ilxt4b6g 724 4 prediction prediction NN cord-132843-ilxt4b6g 724 5 models model NNS cord-132843-ilxt4b6g 724 6 proposed propose VBD cord-132843-ilxt4b6g 724 7 generally generally RB cord-132843-ilxt4b6g 724 8 focus focus VBP cord-132843-ilxt4b6g 724 9 on on IN cord-132843-ilxt4b6g 724 10 either either DT cord-132843-ilxt4b6g 724 11 network network NN cord-132843-ilxt4b6g 724 12 - - HYPH cord-132843-ilxt4b6g 724 13 level level NN cord-132843-ilxt4b6g 724 14 events event NNS cord-132843-ilxt4b6g 724 15 or or CC cord-132843-ilxt4b6g 724 16 devicelevel devicelevel NN cord-132843-ilxt4b6g 724 17 events event NNS cord-132843-ilxt4b6g 724 18 . . . cord-132843-ilxt4b6g 725 1 For for IN cord-132843-ilxt4b6g 725 2 both both DT cord-132843-ilxt4b6g 725 3 types type NNS cord-132843-ilxt4b6g 725 4 , , , cord-132843-ilxt4b6g 725 5 the the DT cord-132843-ilxt4b6g 725 6 general general JJ cord-132843-ilxt4b6g 725 7 goal goal NN cord-132843-ilxt4b6g 725 8 is be VBZ cord-132843-ilxt4b6g 725 9 essentially essentially RB cord-132843-ilxt4b6g 725 10 to to TO cord-132843-ilxt4b6g 725 11 predict predict VB cord-132843-ilxt4b6g 725 12 the the DT cord-132843-ilxt4b6g 725 13 likelihood likelihood NN cord-132843-ilxt4b6g 725 14 of of IN cord-132843-ilxt4b6g 725 15 future future JJ cord-132843-ilxt4b6g 725 16 system system NN cord-132843-ilxt4b6g 725 17 failure failure NN cord-132843-ilxt4b6g 725 18 or or CC cord-132843-ilxt4b6g 725 19 attacks attack NNS cord-132843-ilxt4b6g 725 20 based base VBN cord-132843-ilxt4b6g 725 21 on on IN cord-132843-ilxt4b6g 725 22 various various JJ cord-132843-ilxt4b6g 725 23 indicators indicator NNS cord-132843-ilxt4b6g 725 24 of of IN cord-132843-ilxt4b6g 725 25 system system NN cord-132843-ilxt4b6g 725 26 vulnerability vulnerability NN cord-132843-ilxt4b6g 725 27 . . . cord-132843-ilxt4b6g 726 1 So so RB cord-132843-ilxt4b6g 726 2 far far RB cord-132843-ilxt4b6g 726 3 these these DT cord-132843-ilxt4b6g 726 4 two two CD cord-132843-ilxt4b6g 726 5 categories category NNS cord-132843-ilxt4b6g 726 6 have have VBP cord-132843-ilxt4b6g 726 7 essentially essentially RB cord-132843-ilxt4b6g 726 8 differed differ VBN cord-132843-ilxt4b6g 726 9 only only RB cord-132843-ilxt4b6g 726 10 in in IN cord-132843-ilxt4b6g 726 11 their -PRON- PRP$ cord-132843-ilxt4b6g 726 12 inputs input NNS cord-132843-ilxt4b6g 726 13 : : : cord-132843-ilxt4b6g 726 14 the the DT cord-132843-ilxt4b6g 726 15 former former JJ cord-132843-ilxt4b6g 726 16 relies relie NNS cord-132843-ilxt4b6g 726 17 on on IN cord-132843-ilxt4b6g 726 18 network network NN cord-132843-ilxt4b6g 726 19 features feature NNS cord-132843-ilxt4b6g 726 20 , , , cord-132843-ilxt4b6g 726 21 including include VBG cord-132843-ilxt4b6g 726 22 system system NN cord-132843-ilxt4b6g 726 23 specifications specification NNS cord-132843-ilxt4b6g 726 24 , , , cord-132843-ilxt4b6g 726 25 web web NN cord-132843-ilxt4b6g 726 26 access access NN cord-132843-ilxt4b6g 726 27 logs log NNS cord-132843-ilxt4b6g 726 28 and and CC cord-132843-ilxt4b6g 726 29 search search NN cord-132843-ilxt4b6g 726 30 queries query NNS cord-132843-ilxt4b6g 726 31 , , , cord-132843-ilxt4b6g 726 32 mismanagement mismanagement NN cord-132843-ilxt4b6g 726 33 symptoms symptom NNS cord-132843-ilxt4b6g 726 34 , , , cord-132843-ilxt4b6g 726 35 spam spam NN cord-132843-ilxt4b6g 726 36 , , , cord-132843-ilxt4b6g 726 37 phishing phishing NN cord-132843-ilxt4b6g 726 38 , , , cord-132843-ilxt4b6g 726 39 and and CC cord-132843-ilxt4b6g 726 40 scamming scamme VBG cord-132843-ilxt4b6g 726 41 activity activity NN cord-132843-ilxt4b6g 726 42 , , , cord-132843-ilxt4b6g 726 43 although although IN cord-132843-ilxt4b6g 726 44 some some DT cord-132843-ilxt4b6g 726 45 researchers researcher NNS cord-132843-ilxt4b6g 726 46 are be VBP cord-132843-ilxt4b6g 726 47 investigating investigate VBG cord-132843-ilxt4b6g 726 48 the the DT cord-132843-ilxt4b6g 726 49 use use NN cord-132843-ilxt4b6g 726 50 of of IN cord-132843-ilxt4b6g 726 51 social social JJ cord-132843-ilxt4b6g 726 52 media medium NNS cord-132843-ilxt4b6g 726 53 text text NN cord-132843-ilxt4b6g 726 54 streams stream NNS cord-132843-ilxt4b6g 726 55 to to TO cord-132843-ilxt4b6g 726 56 identify identify VB cord-132843-ilxt4b6g 726 57 semantics semantic NNS cord-132843-ilxt4b6g 726 58 indicating indicate VBG cord-132843-ilxt4b6g 726 59 future future JJ cord-132843-ilxt4b6g 726 60 potential potential JJ cord-132843-ilxt4b6g 726 61 attack attack NN cord-132843-ilxt4b6g 726 62 targets target NNS cord-132843-ilxt4b6g 726 63 of of IN cord-132843-ilxt4b6g 726 64 DDoS DDoS NNP cord-132843-ilxt4b6g 726 65 [ [ -LRB- cord-132843-ilxt4b6g 726 66 142 142 CD cord-132843-ilxt4b6g 726 67 , , , cord-132843-ilxt4b6g 726 68 217 217 CD cord-132843-ilxt4b6g 726 69 ] ] -RRB- cord-132843-ilxt4b6g 726 70 . . . cord-132843-ilxt4b6g 727 1 For for IN cord-132843-ilxt4b6g 727 2 device device NN cord-132843-ilxt4b6g 727 3 - - HYPH cord-132843-ilxt4b6g 727 4 level level NN cord-132843-ilxt4b6g 727 5 events event NNS cord-132843-ilxt4b6g 727 6 , , , cord-132843-ilxt4b6g 727 7 the the DT cord-132843-ilxt4b6g 727 8 features feature NNS cord-132843-ilxt4b6g 727 9 of of IN cord-132843-ilxt4b6g 727 10 interest interest NN cord-132843-ilxt4b6g 727 11 are be VBP cord-132843-ilxt4b6g 727 12 usually usually RB cord-132843-ilxt4b6g 727 13 the the DT cord-132843-ilxt4b6g 727 14 binary binary JJ cord-132843-ilxt4b6g 727 15 file file NN cord-132843-ilxt4b6g 727 16 appearance appearance NN cord-132843-ilxt4b6g 727 17 logs log NNS cord-132843-ilxt4b6g 727 18 of of IN cord-132843-ilxt4b6g 727 19 machines machine NNS cord-132843-ilxt4b6g 727 20 [ [ -LRB- cord-132843-ilxt4b6g 727 21 160 160 CD cord-132843-ilxt4b6g 727 22 , , , cord-132843-ilxt4b6g 727 23 210 210 CD cord-132843-ilxt4b6g 727 24 ] ] -RRB- cord-132843-ilxt4b6g 727 25 . . . cord-132843-ilxt4b6g 728 1 Some some DT cord-132843-ilxt4b6g 728 2 work work NN cord-132843-ilxt4b6g 728 3 has have VBZ cord-132843-ilxt4b6g 728 4 been be VBN cord-132843-ilxt4b6g 728 5 done do VBN cord-132843-ilxt4b6g 728 6 on on IN cord-132843-ilxt4b6g 728 7 micro micro JJ cord-132843-ilxt4b6g 728 8 - - JJ cord-132843-ilxt4b6g 728 9 architectural architectural JJ cord-132843-ilxt4b6g 728 10 attacks attack NNS cord-132843-ilxt4b6g 728 11 [ [ -LRB- cord-132843-ilxt4b6g 728 12 90 90 CD cord-132843-ilxt4b6g 728 13 ] ] -RRB- cord-132843-ilxt4b6g 728 14 by by IN cord-132843-ilxt4b6g 728 15 observing observe VBG cord-132843-ilxt4b6g 728 16 and and CC cord-132843-ilxt4b6g 728 17 proactively proactively RB cord-132843-ilxt4b6g 728 18 analyzing analyze VBG cord-132843-ilxt4b6g 728 19 the the DT cord-132843-ilxt4b6g 728 20 observations observation NNS cord-132843-ilxt4b6g 728 21 on on IN cord-132843-ilxt4b6g 728 22 speculative speculative JJ cord-132843-ilxt4b6g 728 23 branches branch NNS cord-132843-ilxt4b6g 728 24 , , , cord-132843-ilxt4b6g 728 25 out out RB cord-132843-ilxt4b6g 728 26 - - HYPH cord-132843-ilxt4b6g 728 27 of of IN cord-132843-ilxt4b6g 728 28 - - HYPH cord-132843-ilxt4b6g 728 29 order order NN cord-132843-ilxt4b6g 728 30 executions execution NNS cord-132843-ilxt4b6g 728 31 and and CC cord-132843-ilxt4b6g 728 32 shared share VBN cord-132843-ilxt4b6g 728 33 last last JJ cord-132843-ilxt4b6g 728 34 level level NN cord-132843-ilxt4b6g 728 35 caches cache NNS cord-132843-ilxt4b6g 728 36 [ [ -LRB- cord-132843-ilxt4b6g 728 37 188 188 CD cord-132843-ilxt4b6g 728 38 ] ] -RRB- cord-132843-ilxt4b6g 728 39 . . . cord-132843-ilxt4b6g 729 1 Political political JJ cord-132843-ilxt4b6g 729 2 event event NN cord-132843-ilxt4b6g 729 3 prediction prediction NN cord-132843-ilxt4b6g 729 4 has have VBZ cord-132843-ilxt4b6g 729 5 become become VBN cord-132843-ilxt4b6g 729 6 a a DT cord-132843-ilxt4b6g 729 7 very very RB cord-132843-ilxt4b6g 729 8 active active JJ cord-132843-ilxt4b6g 729 9 research research NN cord-132843-ilxt4b6g 729 10 area area NN cord-132843-ilxt4b6g 729 11 in in IN cord-132843-ilxt4b6g 729 12 recent recent JJ cord-132843-ilxt4b6g 729 13 years year NNS cord-132843-ilxt4b6g 729 14 , , , cord-132843-ilxt4b6g 729 15 largely largely RB cord-132843-ilxt4b6g 729 16 thanks thank NNS cord-132843-ilxt4b6g 729 17 to to IN cord-132843-ilxt4b6g 729 18 the the DT cord-132843-ilxt4b6g 729 19 popularity popularity NN cord-132843-ilxt4b6g 729 20 of of IN cord-132843-ilxt4b6g 729 21 social social JJ cord-132843-ilxt4b6g 729 22 media medium NNS cord-132843-ilxt4b6g 729 23 . . . cord-132843-ilxt4b6g 730 1 The the DT cord-132843-ilxt4b6g 730 2 most most RBS cord-132843-ilxt4b6g 730 3 common common JJ cord-132843-ilxt4b6g 730 4 research research NN cord-132843-ilxt4b6g 730 5 topics topic NNS cord-132843-ilxt4b6g 730 6 can can MD cord-132843-ilxt4b6g 730 7 be be VB cord-132843-ilxt4b6g 730 8 categorized categorize VBN cord-132843-ilxt4b6g 730 9 as as IN cord-132843-ilxt4b6g 730 10 : : : cord-132843-ilxt4b6g 730 11 1 1 LS cord-132843-ilxt4b6g 730 12 ) ) -RRB- cord-132843-ilxt4b6g 730 13 offline offline JJ cord-132843-ilxt4b6g 730 14 events event NNS cord-132843-ilxt4b6g 730 15 , , , cord-132843-ilxt4b6g 730 16 and and CC cord-132843-ilxt4b6g 730 17 2 2 LS cord-132843-ilxt4b6g 730 18 ) ) -RRB- cord-132843-ilxt4b6g 730 19 online online JJ cord-132843-ilxt4b6g 730 20 activism activism NN cord-132843-ilxt4b6g 730 21 . . . cord-132843-ilxt4b6g 731 1 4.6.1 4.6.1 JJ cord-132843-ilxt4b6g 731 2 Offline Offline NNP cord-132843-ilxt4b6g 731 3 events event NNS cord-132843-ilxt4b6g 731 4 . . . cord-132843-ilxt4b6g 732 1 This this DT cord-132843-ilxt4b6g 732 2 includes include VBZ cord-132843-ilxt4b6g 732 3 civil civil JJ cord-132843-ilxt4b6g 732 4 unrest unrest NN cord-132843-ilxt4b6g 732 5 [ [ -LRB- cord-132843-ilxt4b6g 732 6 171 171 CD cord-132843-ilxt4b6g 732 7 ] ] -RRB- cord-132843-ilxt4b6g 732 8 , , , cord-132843-ilxt4b6g 732 9 conflicts conflict NNS cord-132843-ilxt4b6g 732 10 [ [ -LRB- cord-132843-ilxt4b6g 732 11 218 218 CD cord-132843-ilxt4b6g 732 12 ] ] -RRB- cord-132843-ilxt4b6g 732 13 , , , cord-132843-ilxt4b6g 732 14 violence violence NN cord-132843-ilxt4b6g 732 15 [ [ -LRB- cord-132843-ilxt4b6g 732 16 28 28 CD cord-132843-ilxt4b6g 732 17 ] ] -RRB- cord-132843-ilxt4b6g 732 18 , , , cord-132843-ilxt4b6g 732 19 and and CC cord-132843-ilxt4b6g 732 20 riots riot NNS cord-132843-ilxt4b6g 732 21 [ [ -LRB- cord-132843-ilxt4b6g 732 22 67 67 CD cord-132843-ilxt4b6g 732 23 ] ] -RRB- cord-132843-ilxt4b6g 732 24 . . . cord-132843-ilxt4b6g 733 1 This this DT cord-132843-ilxt4b6g 733 2 type type NN cord-132843-ilxt4b6g 733 3 of of IN cord-132843-ilxt4b6g 733 4 research research NN cord-132843-ilxt4b6g 733 5 usually usually RB cord-132843-ilxt4b6g 733 6 targets target VBZ cord-132843-ilxt4b6g 733 7 the the DT cord-132843-ilxt4b6g 733 8 future future JJ cord-132843-ilxt4b6g 733 9 events event NNS cord-132843-ilxt4b6g 733 10 ' ' POS cord-132843-ilxt4b6g 733 11 geo geo NN cord-132843-ilxt4b6g 733 12 - - HYPH cord-132843-ilxt4b6g 733 13 location location NN cord-132843-ilxt4b6g 733 14 , , , cord-132843-ilxt4b6g 733 15 time time NN cord-132843-ilxt4b6g 733 16 , , , cord-132843-ilxt4b6g 733 17 and and CC cord-132843-ilxt4b6g 733 18 topics topic NNS cord-132843-ilxt4b6g 733 19 by by IN cord-132843-ilxt4b6g 733 20 leveraging leverage VBG cord-132843-ilxt4b6g 733 21 the the DT cord-132843-ilxt4b6g 733 22 social social JJ cord-132843-ilxt4b6g 733 23 sensors sensor NNS cord-132843-ilxt4b6g 733 24 that that WDT cord-132843-ilxt4b6g 733 25 indicate indicate VBP cord-132843-ilxt4b6g 733 26 public public JJ cord-132843-ilxt4b6g 733 27 opinions opinion NNS cord-132843-ilxt4b6g 733 28 and and CC cord-132843-ilxt4b6g 733 29 intentions intention NNS cord-132843-ilxt4b6g 733 30 . . . cord-132843-ilxt4b6g 734 1 Utilization utilization NN cord-132843-ilxt4b6g 734 2 of of IN cord-132843-ilxt4b6g 734 3 social social JJ cord-132843-ilxt4b6g 734 4 media medium NNS cord-132843-ilxt4b6g 734 5 has have VBZ cord-132843-ilxt4b6g 734 6 become become VBN cord-132843-ilxt4b6g 734 7 a a DT cord-132843-ilxt4b6g 734 8 popular popular JJ cord-132843-ilxt4b6g 734 9 approach approach NN cord-132843-ilxt4b6g 734 10 for for IN cord-132843-ilxt4b6g 734 11 these these DT cord-132843-ilxt4b6g 734 12 endeavors endeavor NNS cord-132843-ilxt4b6g 734 13 , , , cord-132843-ilxt4b6g 734 14 as as IN cord-132843-ilxt4b6g 734 15 social social JJ cord-132843-ilxt4b6g 734 16 media medium NNS cord-132843-ilxt4b6g 734 17 is be VBZ cord-132843-ilxt4b6g 734 18 a a DT cord-132843-ilxt4b6g 734 19 source source NN cord-132843-ilxt4b6g 734 20 of of IN cord-132843-ilxt4b6g 734 21 vital vital JJ cord-132843-ilxt4b6g 734 22 information information NN cord-132843-ilxt4b6g 734 23 during during IN cord-132843-ilxt4b6g 734 24 the the DT cord-132843-ilxt4b6g 734 25 event event NN cord-132843-ilxt4b6g 734 26 development development NN cord-132843-ilxt4b6g 734 27 stage stage NN cord-132843-ilxt4b6g 734 28 [ [ -LRB- cord-132843-ilxt4b6g 734 29 171 171 CD cord-132843-ilxt4b6g 734 30 ] ] -RRB- cord-132843-ilxt4b6g 734 31 . . . cord-132843-ilxt4b6g 735 1 Specifically specifically RB cord-132843-ilxt4b6g 735 2 , , , cord-132843-ilxt4b6g 735 3 many many JJ cord-132843-ilxt4b6g 735 4 aspects aspect NNS cord-132843-ilxt4b6g 735 5 are be VBP cord-132843-ilxt4b6g 735 6 clearly clearly RB cord-132843-ilxt4b6g 735 7 visible visible JJ cord-132843-ilxt4b6g 735 8 in in IN cord-132843-ilxt4b6g 735 9 social social JJ cord-132843-ilxt4b6g 735 10 media medium NNS cord-132843-ilxt4b6g 735 11 , , , cord-132843-ilxt4b6g 735 12 including include VBG cord-132843-ilxt4b6g 735 13 complaints complaint NNS cord-132843-ilxt4b6g 735 14 from from IN cord-132843-ilxt4b6g 735 15 the the DT cord-132843-ilxt4b6g 735 16 public public NN cord-132843-ilxt4b6g 735 17 ( ( -LRB- cord-132843-ilxt4b6g 735 18 e.g. e.g. RB cord-132843-ilxt4b6g 735 19 , , , cord-132843-ilxt4b6g 735 20 toward toward IN cord-132843-ilxt4b6g 735 21 the the DT cord-132843-ilxt4b6g 735 22 government government NN cord-132843-ilxt4b6g 735 23 ) ) -RRB- cord-132843-ilxt4b6g 735 24 , , , cord-132843-ilxt4b6g 735 25 discussions discussion NNS cord-132843-ilxt4b6g 735 26 about about IN cord-132843-ilxt4b6g 735 27 their -PRON- PRP$ cord-132843-ilxt4b6g 735 28 intentions intention NNS cord-132843-ilxt4b6g 735 29 regarding regard VBG cord-132843-ilxt4b6g 735 30 specific specific JJ cord-132843-ilxt4b6g 735 31 political political JJ cord-132843-ilxt4b6g 735 32 events event NNS cord-132843-ilxt4b6g 735 33 and and CC cord-132843-ilxt4b6g 735 34 targets target NNS cord-132843-ilxt4b6g 735 35 , , , cord-132843-ilxt4b6g 735 36 as as RB cord-132843-ilxt4b6g 735 37 well well RB cord-132843-ilxt4b6g 735 38 as as IN cord-132843-ilxt4b6g 735 39 advertisements advertisement NNS cord-132843-ilxt4b6g 735 40 for for IN cord-132843-ilxt4b6g 735 41 the the DT cord-132843-ilxt4b6g 735 42 planned plan VBN cord-132843-ilxt4b6g 735 43 events event NNS cord-132843-ilxt4b6g 735 44 . . . cord-132843-ilxt4b6g 736 1 Due due IN cord-132843-ilxt4b6g 736 2 to to IN cord-132843-ilxt4b6g 736 3 the the DT cord-132843-ilxt4b6g 736 4 richness richness NN cord-132843-ilxt4b6g 736 5 of of IN cord-132843-ilxt4b6g 736 6 this this DT cord-132843-ilxt4b6g 736 7 information information NN cord-132843-ilxt4b6g 736 8 , , , cord-132843-ilxt4b6g 736 9 further further JJ cord-132843-ilxt4b6g 736 10 information information NN cord-132843-ilxt4b6g 736 11 on on IN cord-132843-ilxt4b6g 736 12 future future JJ cord-132843-ilxt4b6g 736 13 events event NNS cord-132843-ilxt4b6g 736 14 such such JJ cord-132843-ilxt4b6g 736 15 as as IN cord-132843-ilxt4b6g 736 16 the the DT cord-132843-ilxt4b6g 736 17 type type NN cord-132843-ilxt4b6g 736 18 of of IN cord-132843-ilxt4b6g 736 19 event event NN cord-132843-ilxt4b6g 736 20 [ [ -LRB- cord-132843-ilxt4b6g 736 21 85 85 CD cord-132843-ilxt4b6g 736 22 ] ] -RRB- cord-132843-ilxt4b6g 736 23 , , , cord-132843-ilxt4b6g 736 24 the the DT cord-132843-ilxt4b6g 736 25 anticipated anticipate VBN cord-132843-ilxt4b6g 736 26 participants participant NNS cord-132843-ilxt4b6g 736 27 population population NN cord-132843-ilxt4b6g 736 28 [ [ -LRB- cord-132843-ilxt4b6g 736 29 171 171 CD cord-132843-ilxt4b6g 736 30 ] ] -RRB- cord-132843-ilxt4b6g 736 31 , , , cord-132843-ilxt4b6g 736 32 and and CC cord-132843-ilxt4b6g 736 33 the the DT cord-132843-ilxt4b6g 736 34 event event NN cord-132843-ilxt4b6g 736 35 scale scale NN cord-132843-ilxt4b6g 736 36 [ [ -LRB- cord-132843-ilxt4b6g 736 37 84 84 CD cord-132843-ilxt4b6g 736 38 ] ] -RRB- cord-132843-ilxt4b6g 736 39 can can MD cord-132843-ilxt4b6g 736 40 also also RB cord-132843-ilxt4b6g 736 41 be be VB cord-132843-ilxt4b6g 736 42 discovered discover VBN cord-132843-ilxt4b6g 736 43 in in IN cord-132843-ilxt4b6g 736 44 advance advance NN cord-132843-ilxt4b6g 736 45 . . . cord-132843-ilxt4b6g 737 1 4.6.2 4.6.2 LS cord-132843-ilxt4b6g 737 2 Online online JJ cord-132843-ilxt4b6g 737 3 events event NNS cord-132843-ilxt4b6g 737 4 . . . cord-132843-ilxt4b6g 738 1 Due due IN cord-132843-ilxt4b6g 738 2 to to IN cord-132843-ilxt4b6g 738 3 the the DT cord-132843-ilxt4b6g 738 4 major major JJ cord-132843-ilxt4b6g 738 5 impact impact NN cord-132843-ilxt4b6g 738 6 of of IN cord-132843-ilxt4b6g 738 7 online online JJ cord-132843-ilxt4b6g 738 8 media medium NNS cord-132843-ilxt4b6g 738 9 such such JJ cord-132843-ilxt4b6g 738 10 as as IN cord-132843-ilxt4b6g 738 11 online online JJ cord-132843-ilxt4b6g 738 12 forums forum NNS cord-132843-ilxt4b6g 738 13 and and CC cord-132843-ilxt4b6g 738 14 social social JJ cord-132843-ilxt4b6g 738 15 media medium NNS cord-132843-ilxt4b6g 738 16 , , , cord-132843-ilxt4b6g 738 17 many many JJ cord-132843-ilxt4b6g 738 18 events event NNS cord-132843-ilxt4b6g 738 19 such such JJ cord-132843-ilxt4b6g 738 20 as as IN cord-132843-ilxt4b6g 738 21 online online JJ cord-132843-ilxt4b6g 738 22 activism activism NN cord-132843-ilxt4b6g 738 23 , , , cord-132843-ilxt4b6g 738 24 petitions petition NNS cord-132843-ilxt4b6g 738 25 , , , cord-132843-ilxt4b6g 738 26 and and CC cord-132843-ilxt4b6g 738 27 hoaxes hoax NNS cord-132843-ilxt4b6g 738 28 in in IN cord-132843-ilxt4b6g 738 29 such such JJ cord-132843-ilxt4b6g 738 30 online online JJ cord-132843-ilxt4b6g 738 31 platform platform NN cord-132843-ilxt4b6g 738 32 also also RB cord-132843-ilxt4b6g 738 33 involve involve VBP cord-132843-ilxt4b6g 738 34 strong strong JJ cord-132843-ilxt4b6g 738 35 motivations motivation NNS cord-132843-ilxt4b6g 738 36 for for IN cord-132843-ilxt4b6g 738 37 achieving achieve VBG cord-132843-ilxt4b6g 738 38 some some DT cord-132843-ilxt4b6g 738 39 political political JJ cord-132843-ilxt4b6g 738 40 purpose purpose NN cord-132843-ilxt4b6g 738 41 [ [ -LRB- cord-132843-ilxt4b6g 738 42 213 213 CD cord-132843-ilxt4b6g 738 43 ] ] -RRB- cord-132843-ilxt4b6g 738 44 . . . cord-132843-ilxt4b6g 739 1 Beyond beyond IN cord-132843-ilxt4b6g 739 2 simple simple JJ cord-132843-ilxt4b6g 739 3 detection detection NN cord-132843-ilxt4b6g 739 4 , , , cord-132843-ilxt4b6g 739 5 the the DT cord-132843-ilxt4b6g 739 6 prediction prediction NN cord-132843-ilxt4b6g 739 7 of of IN cord-132843-ilxt4b6g 739 8 various various JJ cord-132843-ilxt4b6g 739 9 types type NNS cord-132843-ilxt4b6g 739 10 of of IN cord-132843-ilxt4b6g 739 11 events event NNS cord-132843-ilxt4b6g 739 12 have have VBP cord-132843-ilxt4b6g 739 13 been be VBN cord-132843-ilxt4b6g 739 14 studied study VBN cord-132843-ilxt4b6g 739 15 in in IN cord-132843-ilxt4b6g 739 16 order order NN cord-132843-ilxt4b6g 739 17 to to TO cord-132843-ilxt4b6g 739 18 enable enable VB cord-132843-ilxt4b6g 739 19 proactive proactive JJ cord-132843-ilxt4b6g 739 20 intervention intervention NN cord-132843-ilxt4b6g 739 21 to to TO cord-132843-ilxt4b6g 739 22 sidetrack sidetrack VB cord-132843-ilxt4b6g 739 23 the the DT cord-132843-ilxt4b6g 739 24 events event NNS cord-132843-ilxt4b6g 739 25 such such JJ cord-132843-ilxt4b6g 739 26 as as IN cord-132843-ilxt4b6g 739 27 hoaxes hoax NNS cord-132843-ilxt4b6g 739 28 and and CC cord-132843-ilxt4b6g 739 29 rumor rumor NN cord-132843-ilxt4b6g 739 30 propagation propagation NN cord-132843-ilxt4b6g 739 31 [ [ -LRB- cord-132843-ilxt4b6g 739 32 106 106 CD cord-132843-ilxt4b6g 739 33 ] ] -RRB- cord-132843-ilxt4b6g 739 34 . . . cord-132843-ilxt4b6g 740 1 Other other JJ cord-132843-ilxt4b6g 740 2 researchers researcher NNS cord-132843-ilxt4b6g 740 3 have have VBP cord-132843-ilxt4b6g 740 4 sought seek VBN cord-132843-ilxt4b6g 740 5 to to TO cord-132843-ilxt4b6g 740 6 foresee foresee VB cord-132843-ilxt4b6g 740 7 the the DT cord-132843-ilxt4b6g 740 8 results result NNS cord-132843-ilxt4b6g 740 9 of of IN cord-132843-ilxt4b6g 740 10 future future JJ cord-132843-ilxt4b6g 740 11 political political JJ cord-132843-ilxt4b6g 740 12 events event NNS cord-132843-ilxt4b6g 740 13 in in IN cord-132843-ilxt4b6g 740 14 order order NN cord-132843-ilxt4b6g 740 15 to to TO cord-132843-ilxt4b6g 740 16 benefit benefit VB cord-132843-ilxt4b6g 740 17 a a DT cord-132843-ilxt4b6g 740 18 particular particular JJ cord-132843-ilxt4b6g 740 19 group group NN cord-132843-ilxt4b6g 740 20 of of IN cord-132843-ilxt4b6g 740 21 practitioners practitioner NNS cord-132843-ilxt4b6g 740 22 , , , cord-132843-ilxt4b6g 740 23 for for IN cord-132843-ilxt4b6g 740 24 example example NN cord-132843-ilxt4b6g 740 25 by by IN cord-132843-ilxt4b6g 740 26 predicting predict VBG cord-132843-ilxt4b6g 740 27 the the DT cord-132843-ilxt4b6g 740 28 outcome outcome NN cord-132843-ilxt4b6g 740 29 of of IN cord-132843-ilxt4b6g 740 30 online online JJ cord-132843-ilxt4b6g 740 31 petitions petition NNS cord-132843-ilxt4b6g 740 32 or or CC cord-132843-ilxt4b6g 740 33 presidential presidential JJ cord-132843-ilxt4b6g 740 34 elections election NNS cord-132843-ilxt4b6g 740 35 [ [ -LRB- cord-132843-ilxt4b6g 740 36 213 213 CD cord-132843-ilxt4b6g 740 37 ] ] -RRB- cord-132843-ilxt4b6g 740 38 . . . cord-132843-ilxt4b6g 741 1 Different different JJ cord-132843-ilxt4b6g 741 2 types type NNS cord-132843-ilxt4b6g 741 3 of of IN cord-132843-ilxt4b6g 741 4 natural natural JJ cord-132843-ilxt4b6g 741 5 disasters disaster NNS cord-132843-ilxt4b6g 741 6 have have VBP cord-132843-ilxt4b6g 741 7 been be VBN cord-132843-ilxt4b6g 741 8 the the DT cord-132843-ilxt4b6g 741 9 focus focus NN cord-132843-ilxt4b6g 741 10 of of IN cord-132843-ilxt4b6g 741 11 a a DT cord-132843-ilxt4b6g 741 12 great great JJ cord-132843-ilxt4b6g 741 13 deal deal NN cord-132843-ilxt4b6g 741 14 of of IN cord-132843-ilxt4b6g 741 15 research research NN cord-132843-ilxt4b6g 741 16 . . . cord-132843-ilxt4b6g 742 1 Typically typically RB cord-132843-ilxt4b6g 742 2 , , , cord-132843-ilxt4b6g 742 3 these these DT cord-132843-ilxt4b6g 742 4 are be VBP cord-132843-ilxt4b6g 742 5 rare rare JJ cord-132843-ilxt4b6g 742 6 events event NNS cord-132843-ilxt4b6g 742 7 , , , cord-132843-ilxt4b6g 742 8 but but CC cord-132843-ilxt4b6g 742 9 mechanistic mechanistic JJ cord-132843-ilxt4b6g 742 10 models model NNS cord-132843-ilxt4b6g 742 11 , , , cord-132843-ilxt4b6g 742 12 a a DT cord-132843-ilxt4b6g 742 13 long long JJ cord-132843-ilxt4b6g 742 14 historical historical JJ cord-132843-ilxt4b6g 742 15 records record NNS cord-132843-ilxt4b6g 742 16 ( ( -LRB- cord-132843-ilxt4b6g 742 17 often often RB cord-132843-ilxt4b6g 742 18 extending extend VBG cord-132843-ilxt4b6g 742 19 back back RB cord-132843-ilxt4b6g 742 20 dozens dozen NNS cord-132843-ilxt4b6g 742 21 or or CC cord-132843-ilxt4b6g 742 22 hundreds hundred NNS cord-132843-ilxt4b6g 742 23 of of IN cord-132843-ilxt4b6g 742 24 years year NNS cord-132843-ilxt4b6g 742 25 ) ) -RRB- cord-132843-ilxt4b6g 742 26 , , , cord-132843-ilxt4b6g 742 27 and and CC cord-132843-ilxt4b6g 742 28 domain domain NN cord-132843-ilxt4b6g 742 29 knowledge knowledge NN cord-132843-ilxt4b6g 742 30 are be VBP cord-132843-ilxt4b6g 742 31 usually usually RB cord-132843-ilxt4b6g 742 32 available available JJ cord-132843-ilxt4b6g 742 33 . . . cord-132843-ilxt4b6g 743 1 The the DT cord-132843-ilxt4b6g 743 2 input input NN cord-132843-ilxt4b6g 743 3 data datum NNS cord-132843-ilxt4b6g 743 4 are be VBP cord-132843-ilxt4b6g 743 5 typically typically RB cord-132843-ilxt4b6g 743 6 collected collect VBN cord-132843-ilxt4b6g 743 7 by by IN cord-132843-ilxt4b6g 743 8 sensors sensor NNS cord-132843-ilxt4b6g 743 9 or or CC cord-132843-ilxt4b6g 743 10 sensor sensor NN cord-132843-ilxt4b6g 743 11 networks network NNS cord-132843-ilxt4b6g 743 12 and and CC cord-132843-ilxt4b6g 743 13 the the DT cord-132843-ilxt4b6g 743 14 output output NN cord-132843-ilxt4b6g 743 15 is be VBZ cord-132843-ilxt4b6g 743 16 the the DT cord-132843-ilxt4b6g 743 17 risk risk NN cord-132843-ilxt4b6g 743 18 or or CC cord-132843-ilxt4b6g 743 19 hazard hazard NN cord-132843-ilxt4b6g 743 20 of of IN cord-132843-ilxt4b6g 743 21 future future JJ cord-132843-ilxt4b6g 743 22 potential potential JJ cord-132843-ilxt4b6g 743 23 events event NNS cord-132843-ilxt4b6g 743 24 . . . cord-132843-ilxt4b6g 744 1 Since since IN cord-132843-ilxt4b6g 744 2 these these DT cord-132843-ilxt4b6g 744 3 event event NN cord-132843-ilxt4b6g 744 4 occurrence occurrence NN cord-132843-ilxt4b6g 744 5 are be VBP cord-132843-ilxt4b6g 744 6 typically typically RB cord-132843-ilxt4b6g 744 7 rare rare JJ cord-132843-ilxt4b6g 744 8 but but CC cord-132843-ilxt4b6g 744 9 very very RB cord-132843-ilxt4b6g 744 10 high high JJ cord-132843-ilxt4b6g 744 11 - - HYPH cord-132843-ilxt4b6g 744 12 stakes stake NNS cord-132843-ilxt4b6g 744 13 , , , cord-132843-ilxt4b6g 744 14 many many JJ cord-132843-ilxt4b6g 744 15 researchers researcher NNS cord-132843-ilxt4b6g 744 16 strive strive VBP cord-132843-ilxt4b6g 744 17 to to TO cord-132843-ilxt4b6g 744 18 cover cover VB cord-132843-ilxt4b6g 744 19 all all DT cord-132843-ilxt4b6g 744 20 event event NN cord-132843-ilxt4b6g 744 21 occurrences occurrence NNS cord-132843-ilxt4b6g 744 22 and and CC cord-132843-ilxt4b6g 744 23 hence hence RB cord-132843-ilxt4b6g 744 24 aim aim VBP cord-132843-ilxt4b6g 744 25 to to TO cord-132843-ilxt4b6g 744 26 ensure ensure VB cord-132843-ilxt4b6g 744 27 high high JJ cord-132843-ilxt4b6g 744 28 recalls recall NNS cord-132843-ilxt4b6g 744 29 . . . cord-132843-ilxt4b6g 745 1 4.7.1 4.7.1 CD cord-132843-ilxt4b6g 745 2 Geophysics Geophysics NNP cord-132843-ilxt4b6g 745 3 - - HYPH cord-132843-ilxt4b6g 745 4 related relate VBN cord-132843-ilxt4b6g 745 5 . . . cord-132843-ilxt4b6g 746 1 Earthquakes earthquake NNS cord-132843-ilxt4b6g 746 2 . . . cord-132843-ilxt4b6g 747 1 Predictions prediction NNS cord-132843-ilxt4b6g 747 2 here here RB cord-132843-ilxt4b6g 747 3 typically typically RB cord-132843-ilxt4b6g 747 4 focus focus VBP cord-132843-ilxt4b6g 747 5 on on IN cord-132843-ilxt4b6g 747 6 whether whether IN cord-132843-ilxt4b6g 747 7 there there EX cord-132843-ilxt4b6g 747 8 will will MD cord-132843-ilxt4b6g 747 9 be be VB cord-132843-ilxt4b6g 747 10 an an DT cord-132843-ilxt4b6g 747 11 earthquake earthquake NN cord-132843-ilxt4b6g 747 12 with with IN cord-132843-ilxt4b6g 747 13 a a DT cord-132843-ilxt4b6g 747 14 magnitude magnitude NN cord-132843-ilxt4b6g 747 15 larger large JJR cord-132843-ilxt4b6g 747 16 than than IN cord-132843-ilxt4b6g 747 17 a a DT cord-132843-ilxt4b6g 747 18 specified specify VBN cord-132843-ilxt4b6g 747 19 threshold threshold NN cord-132843-ilxt4b6g 747 20 in in IN cord-132843-ilxt4b6g 747 21 a a DT cord-132843-ilxt4b6g 747 22 certain certain JJ cord-132843-ilxt4b6g 747 23 area area NN cord-132843-ilxt4b6g 747 24 during during IN cord-132843-ilxt4b6g 747 25 a a DT cord-132843-ilxt4b6g 747 26 future future JJ cord-132843-ilxt4b6g 747 27 period period NN cord-132843-ilxt4b6g 747 28 of of IN cord-132843-ilxt4b6g 747 29 time time NN cord-132843-ilxt4b6g 747 30 . . . cord-132843-ilxt4b6g 748 1 To to TO cord-132843-ilxt4b6g 748 2 achieve achieve VB cord-132843-ilxt4b6g 748 3 this this DT cord-132843-ilxt4b6g 748 4 , , , cord-132843-ilxt4b6g 748 5 the the DT cord-132843-ilxt4b6g 748 6 original original JJ cord-132843-ilxt4b6g 748 7 sensor sensor NN cord-132843-ilxt4b6g 748 8 data data NN cord-132843-ilxt4b6g 748 9 is be VBZ cord-132843-ilxt4b6g 748 10 usually usually RB cord-132843-ilxt4b6g 748 11 proccessed proccesse VBN cord-132843-ilxt4b6g 748 12 using use VBG cord-132843-ilxt4b6g 748 13 geophysical geophysical JJ cord-132843-ilxt4b6g 748 14 models model NNS cord-132843-ilxt4b6g 748 15 such such JJ cord-132843-ilxt4b6g 748 16 as as IN cord-132843-ilxt4b6g 748 17 GutenbergâĂŞRichterâĂŹs GutenbergâĂŞRichterâĂŹs NNP cord-132843-ilxt4b6g 748 18 inverse inverse JJ cord-132843-ilxt4b6g 748 19 law law NN cord-132843-ilxt4b6g 748 20 , , , cord-132843-ilxt4b6g 748 21 the the DT cord-132843-ilxt4b6g 748 22 distribution distribution NN cord-132843-ilxt4b6g 748 23 of of IN cord-132843-ilxt4b6g 748 24 characteristic characteristic JJ cord-132843-ilxt4b6g 748 25 earthquake earthquake NN cord-132843-ilxt4b6g 748 26 magnitudes magnitude NNS cord-132843-ilxt4b6g 748 27 , , , cord-132843-ilxt4b6g 748 28 and and CC cord-132843-ilxt4b6g 748 29 seismic seismic JJ cord-132843-ilxt4b6g 748 30 quiescence quiescence NN cord-132843-ilxt4b6g 748 31 [ [ -LRB- cord-132843-ilxt4b6g 748 32 14 14 CD cord-132843-ilxt4b6g 748 33 , , , cord-132843-ilxt4b6g 748 34 175 175 CD cord-132843-ilxt4b6g 748 35 ] ] -RRB- cord-132843-ilxt4b6g 748 36 . . . cord-132843-ilxt4b6g 749 1 The the DT cord-132843-ilxt4b6g 749 2 processed process VBN cord-132843-ilxt4b6g 749 3 data datum NNS cord-132843-ilxt4b6g 749 4 are be VBP cord-132843-ilxt4b6g 749 5 then then RB cord-132843-ilxt4b6g 749 6 input input NN cord-132843-ilxt4b6g 749 7 into into IN cord-132843-ilxt4b6g 749 8 machine machine NN cord-132843-ilxt4b6g 749 9 learning learning NN cord-132843-ilxt4b6g 749 10 models model NNS cord-132843-ilxt4b6g 749 11 that that WDT cord-132843-ilxt4b6g 749 12 treat treat VBP cord-132843-ilxt4b6g 749 13 them -PRON- PRP cord-132843-ilxt4b6g 749 14 as as IN cord-132843-ilxt4b6g 749 15 input input NN cord-132843-ilxt4b6g 749 16 features feature VBZ cord-132843-ilxt4b6g 749 17 for for IN cord-132843-ilxt4b6g 749 18 predicting predict VBG cord-132843-ilxt4b6g 749 19 the the DT cord-132843-ilxt4b6g 749 20 output output NN cord-132843-ilxt4b6g 749 21 , , , cord-132843-ilxt4b6g 749 22 which which WDT cord-132843-ilxt4b6g 749 23 can can MD cord-132843-ilxt4b6g 749 24 be be VB cord-132843-ilxt4b6g 749 25 either either CC cord-132843-ilxt4b6g 749 26 binary binary JJ cord-132843-ilxt4b6g 749 27 values value NNS cord-132843-ilxt4b6g 749 28 of of IN cord-132843-ilxt4b6g 749 29 event event NN cord-132843-ilxt4b6g 749 30 occurrence occurrence NN cord-132843-ilxt4b6g 749 31 or or CC cord-132843-ilxt4b6g 749 32 time time NN cord-132843-ilxt4b6g 749 33 - - HYPH cord-132843-ilxt4b6g 749 34 to to IN cord-132843-ilxt4b6g 749 35 - - HYPH cord-132843-ilxt4b6g 749 36 event event NN cord-132843-ilxt4b6g 749 37 values value NNS cord-132843-ilxt4b6g 749 38 . . . cord-132843-ilxt4b6g 750 1 Some some DT cord-132843-ilxt4b6g 750 2 studies study NNS cord-132843-ilxt4b6g 750 3 are be VBP cord-132843-ilxt4b6g 750 4 devoted devoted JJ cord-132843-ilxt4b6g 750 5 to to IN cord-132843-ilxt4b6g 750 6 identifying identify VBG cord-132843-ilxt4b6g 750 7 the the DT cord-132843-ilxt4b6g 750 8 time time NN cord-132843-ilxt4b6g 750 9 of of IN cord-132843-ilxt4b6g 750 10 future future JJ cord-132843-ilxt4b6g 750 11 earthquakes earthquake NNS cord-132843-ilxt4b6g 750 12 and and CC cord-132843-ilxt4b6g 750 13 their -PRON- PRP$ cord-132843-ilxt4b6g 750 14 precursors precursor NNS cord-132843-ilxt4b6g 750 15 , , , cord-132843-ilxt4b6g 750 16 based base VBN cord-132843-ilxt4b6g 750 17 on on IN cord-132843-ilxt4b6g 750 18 an an DT cord-132843-ilxt4b6g 750 19 ensemble ensemble NN cord-132843-ilxt4b6g 750 20 of of IN cord-132843-ilxt4b6g 750 21 regressors regressor NNS cord-132843-ilxt4b6g 750 22 and and CC cord-132843-ilxt4b6g 750 23 feature feature NN cord-132843-ilxt4b6g 750 24 selection selection NN cord-132843-ilxt4b6g 750 25 techniques technique NNS cord-132843-ilxt4b6g 750 26 [ [ -LRB- cord-132843-ilxt4b6g 750 27 178 178 CD cord-132843-ilxt4b6g 750 28 ] ] -RRB- cord-132843-ilxt4b6g 750 29 , , , cord-132843-ilxt4b6g 750 30 while while IN cord-132843-ilxt4b6g 750 31 others other NNS cord-132843-ilxt4b6g 750 32 focus focus VBP cord-132843-ilxt4b6g 750 33 on on IN cord-132843-ilxt4b6g 750 34 aftershock aftershock NN cord-132843-ilxt4b6g 750 35 prediction prediction NN cord-132843-ilxt4b6g 750 36 and and CC cord-132843-ilxt4b6g 750 37 the the DT cord-132843-ilxt4b6g 750 38 consequences consequence NNS cord-132843-ilxt4b6g 750 39 of of IN cord-132843-ilxt4b6g 750 40 the the DT cord-132843-ilxt4b6g 750 41 earthquake earthquake NN cord-132843-ilxt4b6g 750 42 , , , cord-132843-ilxt4b6g 750 43 such such JJ cord-132843-ilxt4b6g 750 44 as as IN cord-132843-ilxt4b6g 750 45 fire fire NN cord-132843-ilxt4b6g 750 46 prevention prevention NN cord-132843-ilxt4b6g 750 47 [ [ -LRB- cord-132843-ilxt4b6g 750 48 140 140 CD cord-132843-ilxt4b6g 750 49 ] ] -RRB- cord-132843-ilxt4b6g 750 50 . . . cord-132843-ilxt4b6g 751 1 It -PRON- PRP cord-132843-ilxt4b6g 751 2 worth worth JJ cord-132843-ilxt4b6g 751 3 noting note VBG cord-132843-ilxt4b6g 751 4 that that IN cord-132843-ilxt4b6g 751 5 social social JJ cord-132843-ilxt4b6g 751 6 media medium NNS cord-132843-ilxt4b6g 751 7 data data NNP cord-132843-ilxt4b6g 751 8 has have VBZ cord-132843-ilxt4b6g 751 9 also also RB cord-132843-ilxt4b6g 751 10 been be VBN cord-132843-ilxt4b6g 751 11 used use VBN cord-132843-ilxt4b6g 751 12 for for IN cord-132843-ilxt4b6g 751 13 such such JJ cord-132843-ilxt4b6g 751 14 tasks task NNS cord-132843-ilxt4b6g 751 15 , , , cord-132843-ilxt4b6g 751 16 as as IN cord-132843-ilxt4b6g 751 17 this this DT cord-132843-ilxt4b6g 751 18 often often RB cord-132843-ilxt4b6g 751 19 supports support VBZ cord-132843-ilxt4b6g 751 20 early early JJ cord-132843-ilxt4b6g 751 21 detection detection NN cord-132843-ilxt4b6g 751 22 of of IN cord-132843-ilxt4b6g 751 23 the the DT cord-132843-ilxt4b6g 751 24 first first JJ cord-132843-ilxt4b6g 751 25 - - HYPH cord-132843-ilxt4b6g 751 26 wave wave NN cord-132843-ilxt4b6g 751 27 earthquake earthquake NN cord-132843-ilxt4b6g 751 28 , , , cord-132843-ilxt4b6g 751 29 which which WDT cord-132843-ilxt4b6g 751 30 can can MD cord-132843-ilxt4b6g 751 31 then then RB cord-132843-ilxt4b6g 751 32 be be VB cord-132843-ilxt4b6g 751 33 used use VBN cord-132843-ilxt4b6g 751 34 to to TO cord-132843-ilxt4b6g 751 35 predict predict VB cord-132843-ilxt4b6g 751 36 the the DT cord-132843-ilxt4b6g 751 37 afterstocks afterstock NNS cord-132843-ilxt4b6g 751 38 or or CC cord-132843-ilxt4b6g 751 39 earthquakes earthquake NNS cord-132843-ilxt4b6g 751 40 in in IN cord-132843-ilxt4b6g 751 41 other other JJ cord-132843-ilxt4b6g 751 42 locations location NNS cord-132843-ilxt4b6g 751 43 [ [ -LRB- cord-132843-ilxt4b6g 751 44 181 181 CD cord-132843-ilxt4b6g 751 45 ] ] -RRB- cord-132843-ilxt4b6g 751 46 . . . cord-132843-ilxt4b6g 752 1 Fire fire NN cord-132843-ilxt4b6g 752 2 events event NNS cord-132843-ilxt4b6g 752 3 . . . cord-132843-ilxt4b6g 753 1 Research research NN cord-132843-ilxt4b6g 753 2 in in IN cord-132843-ilxt4b6g 753 3 this this DT cord-132843-ilxt4b6g 753 4 category category NN cord-132843-ilxt4b6g 753 5 can can MD cord-132843-ilxt4b6g 753 6 be be VB cord-132843-ilxt4b6g 753 7 grouped group VBN cord-132843-ilxt4b6g 753 8 into into IN cord-132843-ilxt4b6g 753 9 urban urban JJ cord-132843-ilxt4b6g 753 10 fires fire NNS cord-132843-ilxt4b6g 753 11 and and CC cord-132843-ilxt4b6g 753 12 wildfires wildfire NNS cord-132843-ilxt4b6g 753 13 . . . cord-132843-ilxt4b6g 754 1 This this DT cord-132843-ilxt4b6g 754 2 type type NN cord-132843-ilxt4b6g 754 3 of of IN cord-132843-ilxt4b6g 754 4 research research NN cord-132843-ilxt4b6g 754 5 often often RB cord-132843-ilxt4b6g 754 6 focuses focus VBZ cord-132843-ilxt4b6g 754 7 on on IN cord-132843-ilxt4b6g 754 8 the the DT cord-132843-ilxt4b6g 754 9 time time NN cord-132843-ilxt4b6g 754 10 at at IN cord-132843-ilxt4b6g 754 11 which which WDT cord-132843-ilxt4b6g 754 12 a a DT cord-132843-ilxt4b6g 754 13 fire fire NN cord-132843-ilxt4b6g 754 14 will will MD cord-132843-ilxt4b6g 754 15 affect affect VB cord-132843-ilxt4b6g 754 16 a a DT cord-132843-ilxt4b6g 754 17 specific specific JJ cord-132843-ilxt4b6g 754 18 location location NN cord-132843-ilxt4b6g 754 19 , , , cord-132843-ilxt4b6g 754 20 such such JJ cord-132843-ilxt4b6g 754 21 as as IN cord-132843-ilxt4b6g 754 22 a a DT cord-132843-ilxt4b6g 754 23 building building NN cord-132843-ilxt4b6g 754 24 . . . cord-132843-ilxt4b6g 755 1 The the DT cord-132843-ilxt4b6g 755 2 goal goal NN cord-132843-ilxt4b6g 755 3 here here RB cord-132843-ilxt4b6g 755 4 is be VBZ cord-132843-ilxt4b6g 755 5 to to TO cord-132843-ilxt4b6g 755 6 predict predict VB cord-132843-ilxt4b6g 755 7 the the DT cord-132843-ilxt4b6g 755 8 risk risk NN cord-132843-ilxt4b6g 755 9 of of IN cord-132843-ilxt4b6g 755 10 future future JJ cord-132843-ilxt4b6g 755 11 fire fire NN cord-132843-ilxt4b6g 755 12 events event NNS cord-132843-ilxt4b6g 755 13 . . . cord-132843-ilxt4b6g 756 1 To to TO cord-132843-ilxt4b6g 756 2 achieve achieve VB cord-132843-ilxt4b6g 756 3 this this DT cord-132843-ilxt4b6g 756 4 , , , cord-132843-ilxt4b6g 756 5 both both CC cord-132843-ilxt4b6g 756 6 the the DT cord-132843-ilxt4b6g 756 7 external external JJ cord-132843-ilxt4b6g 756 8 environment environment NN cord-132843-ilxt4b6g 756 9 and and CC cord-132843-ilxt4b6g 756 10 the the DT cord-132843-ilxt4b6g 756 11 intrinsic intrinsic JJ cord-132843-ilxt4b6g 756 12 properties property NNS cord-132843-ilxt4b6g 756 13 of of IN cord-132843-ilxt4b6g 756 14 the the DT cord-132843-ilxt4b6g 756 15 location location NN cord-132843-ilxt4b6g 756 16 of of IN cord-132843-ilxt4b6g 756 17 interests interest NNS cord-132843-ilxt4b6g 756 18 are be VBP cord-132843-ilxt4b6g 756 19 important important JJ cord-132843-ilxt4b6g 756 20 . . . cord-132843-ilxt4b6g 757 1 Therefore therefore RB cord-132843-ilxt4b6g 757 2 , , , cord-132843-ilxt4b6g 757 3 both both DT cord-132843-ilxt4b6g 757 4 static static JJ cord-132843-ilxt4b6g 757 5 input input NN cord-132843-ilxt4b6g 757 6 data datum NNS cord-132843-ilxt4b6g 757 7 ( ( -LRB- cord-132843-ilxt4b6g 757 8 e.g. e.g. RB cord-132843-ilxt4b6g 757 9 , , , cord-132843-ilxt4b6g 757 10 natural natural JJ cord-132843-ilxt4b6g 757 11 conditions condition NNS cord-132843-ilxt4b6g 757 12 and and CC cord-132843-ilxt4b6g 757 13 demographics demographic NNS cord-132843-ilxt4b6g 757 14 ) ) -RRB- cord-132843-ilxt4b6g 757 15 and and CC cord-132843-ilxt4b6g 757 16 time time NN cord-132843-ilxt4b6g 757 17 - - HYPH cord-132843-ilxt4b6g 757 18 varying vary VBG cord-132843-ilxt4b6g 757 19 data datum NNS cord-132843-ilxt4b6g 757 20 ( ( -LRB- cord-132843-ilxt4b6g 757 21 e.g. e.g. RB cord-132843-ilxt4b6g 757 22 , , , cord-132843-ilxt4b6g 757 23 weather weather NN cord-132843-ilxt4b6g 757 24 , , , cord-132843-ilxt4b6g 757 25 climate climate NN cord-132843-ilxt4b6g 757 26 , , , cord-132843-ilxt4b6g 757 27 and and CC cord-132843-ilxt4b6g 757 28 crowd crowd NN cord-132843-ilxt4b6g 757 29 flow flow NN cord-132843-ilxt4b6g 757 30 ) ) -RRB- cord-132843-ilxt4b6g 757 31 are be VBP cord-132843-ilxt4b6g 757 32 usually usually RB cord-132843-ilxt4b6g 757 33 involved involve VBN cord-132843-ilxt4b6g 757 34 . . . cord-132843-ilxt4b6g 758 1 Shin Shin NNP cord-132843-ilxt4b6g 758 2 and and CC cord-132843-ilxt4b6g 758 3 Kim Kim NNP cord-132843-ilxt4b6g 758 4 [ [ -LRB- cord-132843-ilxt4b6g 758 5 189 189 CD cord-132843-ilxt4b6g 758 6 ] ] -RRB- cord-132843-ilxt4b6g 758 7 focus focus NN cord-132843-ilxt4b6g 758 8 on on IN cord-132843-ilxt4b6g 758 9 building build VBG cord-132843-ilxt4b6g 758 10 fire fire NN cord-132843-ilxt4b6g 758 11 risk risk NN cord-132843-ilxt4b6g 758 12 prediction prediction NN cord-132843-ilxt4b6g 758 13 , , , cord-132843-ilxt4b6g 758 14 where where WRB cord-132843-ilxt4b6g 758 15 the the DT cord-132843-ilxt4b6g 758 16 input input NN cord-132843-ilxt4b6g 758 17 is be VBZ cord-132843-ilxt4b6g 758 18 the the DT cord-132843-ilxt4b6g 758 19 building building NN cord-132843-ilxt4b6g 758 20 's 's POS cord-132843-ilxt4b6g 758 21 profile profile NN cord-132843-ilxt4b6g 758 22 . . . cord-132843-ilxt4b6g 759 1 Others other NNS cord-132843-ilxt4b6g 759 2 have have VBP cord-132843-ilxt4b6g 759 3 studied study VBN cord-132843-ilxt4b6g 759 4 wildfires wildfire NNS cord-132843-ilxt4b6g 759 5 , , , cord-132843-ilxt4b6g 759 6 where where WRB cord-132843-ilxt4b6g 759 7 weather weather NN cord-132843-ilxt4b6g 759 8 data datum NNS cord-132843-ilxt4b6g 759 9 and and CC cord-132843-ilxt4b6g 759 10 satellite satellite NN cord-132843-ilxt4b6g 759 11 data datum NNS cord-132843-ilxt4b6g 759 12 are be VBP cord-132843-ilxt4b6g 759 13 important important JJ cord-132843-ilxt4b6g 759 14 inputs input NNS cord-132843-ilxt4b6g 759 15 . . . cord-132843-ilxt4b6g 760 1 This this DT cord-132843-ilxt4b6g 760 2 type type NN cord-132843-ilxt4b6g 760 3 of of IN cord-132843-ilxt4b6g 760 4 research research NN cord-132843-ilxt4b6g 760 5 focuses focus VBZ cord-132843-ilxt4b6g 760 6 primarily primarily RB cord-132843-ilxt4b6g 760 7 on on IN cord-132843-ilxt4b6g 760 8 predicting predict VBG cord-132843-ilxt4b6g 760 9 both both CC cord-132843-ilxt4b6g 760 10 the the DT cord-132843-ilxt4b6g 760 11 time time NN cord-132843-ilxt4b6g 760 12 and and CC cord-132843-ilxt4b6g 760 13 location location NN cord-132843-ilxt4b6g 760 14 of of IN cord-132843-ilxt4b6g 760 15 future future JJ cord-132843-ilxt4b6g 760 16 fires fire NNS cord-132843-ilxt4b6g 760 17 [ [ -LRB- cord-132843-ilxt4b6g 760 18 216 216 CD cord-132843-ilxt4b6g 760 19 , , , cord-132843-ilxt4b6g 760 20 234 234 CD cord-132843-ilxt4b6g 760 21 ] ] -RRB- cord-132843-ilxt4b6g 760 22 . . . cord-132843-ilxt4b6g 761 1 Other other JJ cord-132843-ilxt4b6g 761 2 researchers researcher NNS cord-132843-ilxt4b6g 761 3 have have VBP cord-132843-ilxt4b6g 761 4 focused focus VBN cord-132843-ilxt4b6g 761 5 on on IN cord-132843-ilxt4b6g 761 6 rarer rare JJR cord-132843-ilxt4b6g 761 7 events event NNS cord-132843-ilxt4b6g 761 8 such such JJ cord-132843-ilxt4b6g 761 9 as as IN cord-132843-ilxt4b6g 761 10 volcanic volcanic JJ cord-132843-ilxt4b6g 761 11 eruptions eruption NNS cord-132843-ilxt4b6g 761 12 . . . cord-132843-ilxt4b6g 762 1 For for IN cord-132843-ilxt4b6g 762 2 example example NN cord-132843-ilxt4b6g 762 3 , , , cord-132843-ilxt4b6g 762 4 some some DT cord-132843-ilxt4b6g 762 5 leverage leverage NN cord-132843-ilxt4b6g 762 6 chemical chemical NN cord-132843-ilxt4b6g 762 7 prior prior JJ cord-132843-ilxt4b6g 762 8 knowledge knowledge NN cord-132843-ilxt4b6g 762 9 to to TO cord-132843-ilxt4b6g 762 10 build build VB cord-132843-ilxt4b6g 762 11 a a DT cord-132843-ilxt4b6g 762 12 Bayesian bayesian JJ cord-132843-ilxt4b6g 762 13 network network NN cord-132843-ilxt4b6g 762 14 for for IN cord-132843-ilxt4b6g 762 15 prediction prediction NN cord-132843-ilxt4b6g 762 16 [ [ -LRB- cord-132843-ilxt4b6g 762 17 44 44 CD cord-132843-ilxt4b6g 762 18 ] ] -RRB- cord-132843-ilxt4b6g 762 19 , , , cord-132843-ilxt4b6g 762 20 while while IN cord-132843-ilxt4b6g 762 21 others other NNS cord-132843-ilxt4b6g 762 22 adopt adopt VBP cord-132843-ilxt4b6g 762 23 point point NN cord-132843-ilxt4b6g 762 24 processes process NNS cord-132843-ilxt4b6g 762 25 to to TO cord-132843-ilxt4b6g 762 26 predict predict VB cord-132843-ilxt4b6g 762 27 the the DT cord-132843-ilxt4b6g 762 28 hazard hazard NN cord-132843-ilxt4b6g 762 29 of of IN cord-132843-ilxt4b6g 762 30 future future JJ cord-132843-ilxt4b6g 762 31 events event NNS cord-132843-ilxt4b6g 762 32 [ [ -LRB- cord-132843-ilxt4b6g 762 33 56 56 CD cord-132843-ilxt4b6g 762 34 ] ] -RRB- cord-132843-ilxt4b6g 762 35 . . . cord-132843-ilxt4b6g 763 1 4.7.2 4.7.2 LS cord-132843-ilxt4b6g 763 2 Atmospheric atmospheric JJ cord-132843-ilxt4b6g 763 3 science science NN cord-132843-ilxt4b6g 763 4 - - HYPH cord-132843-ilxt4b6g 763 5 related relate VBN cord-132843-ilxt4b6g 763 6 . . . cord-132843-ilxt4b6g 764 1 Flood flood NN cord-132843-ilxt4b6g 764 2 events event NNS cord-132843-ilxt4b6g 764 3 . . . cord-132843-ilxt4b6g 765 1 Floods flood NNS cord-132843-ilxt4b6g 765 2 may may MD cord-132843-ilxt4b6g 765 3 be be VB cord-132843-ilxt4b6g 765 4 caused cause VBN cord-132843-ilxt4b6g 765 5 by by IN cord-132843-ilxt4b6g 765 6 many many JJ cord-132843-ilxt4b6g 765 7 different different JJ cord-132843-ilxt4b6g 765 8 reasons reason NNS cord-132843-ilxt4b6g 765 9 , , , cord-132843-ilxt4b6g 765 10 including include VBG cord-132843-ilxt4b6g 765 11 atmospheric atmospheric JJ cord-132843-ilxt4b6g 765 12 ( ( -LRB- cord-132843-ilxt4b6g 765 13 e.g. e.g. RB cord-132843-ilxt4b6g 765 14 , , , cord-132843-ilxt4b6g 765 15 snow snow NN cord-132843-ilxt4b6g 765 16 and and CC cord-132843-ilxt4b6g 765 17 rain rain NN cord-132843-ilxt4b6g 765 18 ) ) -RRB- cord-132843-ilxt4b6g 765 19 , , , cord-132843-ilxt4b6g 765 20 hydrological hydrological JJ cord-132843-ilxt4b6g 765 21 ( ( -LRB- cord-132843-ilxt4b6g 765 22 e.g. e.g. RB cord-132843-ilxt4b6g 765 23 , , , cord-132843-ilxt4b6g 765 24 ice ice NN cord-132843-ilxt4b6g 765 25 melting melting NN cord-132843-ilxt4b6g 765 26 , , , cord-132843-ilxt4b6g 765 27 wind wind NN cord-132843-ilxt4b6g 765 28 - - HYPH cord-132843-ilxt4b6g 765 29 generated generate VBN cord-132843-ilxt4b6g 765 30 waves wave NNS cord-132843-ilxt4b6g 765 31 , , , cord-132843-ilxt4b6g 765 32 and and CC cord-132843-ilxt4b6g 765 33 river river NN cord-132843-ilxt4b6g 765 34 flow flow NN cord-132843-ilxt4b6g 765 35 ) ) -RRB- cord-132843-ilxt4b6g 765 36 , , , cord-132843-ilxt4b6g 765 37 and and CC cord-132843-ilxt4b6g 765 38 geophysical geophysical JJ cord-132843-ilxt4b6g 765 39 ( ( -LRB- cord-132843-ilxt4b6g 765 40 e.g. e.g. RB cord-132843-ilxt4b6g 765 41 , , , cord-132843-ilxt4b6g 765 42 terrain terrain NN cord-132843-ilxt4b6g 765 43 ) ) -RRB- cord-132843-ilxt4b6g 765 44 conditions condition NNS cord-132843-ilxt4b6g 765 45 . . . cord-132843-ilxt4b6g 766 1 This this DT cord-132843-ilxt4b6g 766 2 makes make VBZ cord-132843-ilxt4b6g 766 3 the the DT cord-132843-ilxt4b6g 766 4 forecasting forecasting NN cord-132843-ilxt4b6g 766 5 of of IN cord-132843-ilxt4b6g 766 6 floods flood NNS cord-132843-ilxt4b6g 766 7 highly highly RB cord-132843-ilxt4b6g 766 8 complicated complicated JJ cord-132843-ilxt4b6g 766 9 task task NN cord-132843-ilxt4b6g 766 10 that that WDT cord-132843-ilxt4b6g 766 11 requires require VBZ cord-132843-ilxt4b6g 766 12 multiple multiple JJ cord-132843-ilxt4b6g 766 13 diverse diverse JJ cord-132843-ilxt4b6g 766 14 predictors predictor NNS cord-132843-ilxt4b6g 766 15 [ [ -LRB- cord-132843-ilxt4b6g 766 16 212 212 CD cord-132843-ilxt4b6g 766 17 ] ] -RRB- cord-132843-ilxt4b6g 766 18 . . . cord-132843-ilxt4b6g 767 1 Flood flood NN cord-132843-ilxt4b6g 767 2 event event NN cord-132843-ilxt4b6g 767 3 prediction prediction NN cord-132843-ilxt4b6g 767 4 has have VBZ cord-132843-ilxt4b6g 767 5 a a DT cord-132843-ilxt4b6g 767 6 long long JJ cord-132843-ilxt4b6g 767 7 history history NN cord-132843-ilxt4b6g 767 8 , , , cord-132843-ilxt4b6g 767 9 with with IN cord-132843-ilxt4b6g 767 10 the the DT cord-132843-ilxt4b6g 767 11 latest late JJS cord-132843-ilxt4b6g 767 12 research research NN cord-132843-ilxt4b6g 767 13 focusing focus VBG cord-132843-ilxt4b6g 767 14 especially especially RB cord-132843-ilxt4b6g 767 15 on on IN cord-132843-ilxt4b6g 767 16 computational computational JJ cord-132843-ilxt4b6g 767 17 and and CC cord-132843-ilxt4b6g 767 18 simulation simulation NN cord-132843-ilxt4b6g 767 19 models model NNS cord-132843-ilxt4b6g 767 20 based base VBN cord-132843-ilxt4b6g 767 21 on on IN cord-132843-ilxt4b6g 767 22 domain domain NN cord-132843-ilxt4b6g 767 23 knowledge knowledge NN cord-132843-ilxt4b6g 767 24 . . . cord-132843-ilxt4b6g 768 1 This this DT cord-132843-ilxt4b6g 768 2 usually usually RB cord-132843-ilxt4b6g 768 3 involves involve VBZ cord-132843-ilxt4b6g 768 4 using use VBG cord-132843-ilxt4b6g 768 5 ensemble ensemble JJ cord-132843-ilxt4b6g 768 6 prediction prediction NN cord-132843-ilxt4b6g 768 7 systems system NNS cord-132843-ilxt4b6g 768 8 as as IN cord-132843-ilxt4b6g 768 9 inputs input NNS cord-132843-ilxt4b6g 768 10 for for IN cord-132843-ilxt4b6g 768 11 hydrological hydrological JJ cord-132843-ilxt4b6g 768 12 and/or and/or CC cord-132843-ilxt4b6g 768 13 hydraulic hydraulic JJ cord-132843-ilxt4b6g 768 14 models model NNS cord-132843-ilxt4b6g 768 15 to to TO cord-132843-ilxt4b6g 768 16 produce produce VB cord-132843-ilxt4b6g 768 17 river river NN cord-132843-ilxt4b6g 768 18 discharge discharge NN cord-132843-ilxt4b6g 768 19 predictions prediction NNS cord-132843-ilxt4b6g 768 20 . . . cord-132843-ilxt4b6g 769 1 For for IN cord-132843-ilxt4b6g 769 2 a a DT cord-132843-ilxt4b6g 769 3 detailed detailed JJ cord-132843-ilxt4b6g 769 4 survey survey NN cord-132843-ilxt4b6g 769 5 on on IN cord-132843-ilxt4b6g 769 6 flood flood NN cord-132843-ilxt4b6g 769 7 computational computational JJ cord-132843-ilxt4b6g 769 8 models model NNS cord-132843-ilxt4b6g 769 9 please please UH cord-132843-ilxt4b6g 769 10 refer refer VB cord-132843-ilxt4b6g 769 11 to to IN cord-132843-ilxt4b6g 769 12 [ [ -LRB- cord-132843-ilxt4b6g 769 13 47 47 CD cord-132843-ilxt4b6g 769 14 ] ] -RRB- cord-132843-ilxt4b6g 769 15 . . . cord-132843-ilxt4b6g 770 1 However however RB cord-132843-ilxt4b6g 770 2 , , , cord-132843-ilxt4b6g 770 3 it -PRON- PRP cord-132843-ilxt4b6g 770 4 is be VBZ cord-132843-ilxt4b6g 770 5 prohibitively prohibitively RB cord-132843-ilxt4b6g 770 6 difficult difficult JJ cord-132843-ilxt4b6g 770 7 to to TO cord-132843-ilxt4b6g 770 8 comprehensively comprehensively RB cord-132843-ilxt4b6g 770 9 consider consider VB cord-132843-ilxt4b6g 770 10 and and CC cord-132843-ilxt4b6g 770 11 model model VB cord-132843-ilxt4b6g 770 12 all all PDT cord-132843-ilxt4b6g 770 13 the the DT cord-132843-ilxt4b6g 770 14 factors factor NNS cord-132843-ilxt4b6g 770 15 correctly correctly RB cord-132843-ilxt4b6g 770 16 while while IN cord-132843-ilxt4b6g 770 17 avoiding avoid VBG cord-132843-ilxt4b6g 770 18 all all PDT cord-132843-ilxt4b6g 770 19 the the DT cord-132843-ilxt4b6g 770 20 accumulated accumulate VBN cord-132843-ilxt4b6g 770 21 errors error NNS cord-132843-ilxt4b6g 770 22 from from IN cord-132843-ilxt4b6g 770 23 upstream upstream JJ cord-132843-ilxt4b6g 770 24 predictions prediction NNS cord-132843-ilxt4b6g 770 25 ( ( -LRB- cord-132843-ilxt4b6g 770 26 e.g. e.g. RB cord-132843-ilxt4b6g 770 27 , , , cord-132843-ilxt4b6g 770 28 precipitation precipitation NN cord-132843-ilxt4b6g 770 29 prediction prediction NN cord-132843-ilxt4b6g 770 30 ) ) -RRB- cord-132843-ilxt4b6g 770 31 . . . cord-132843-ilxt4b6g 771 1 Another another DT cord-132843-ilxt4b6g 771 2 direction direction NN cord-132843-ilxt4b6g 771 3 , , , cord-132843-ilxt4b6g 771 4 based base VBN cord-132843-ilxt4b6g 771 5 on on IN cord-132843-ilxt4b6g 771 6 data data NN cord-132843-ilxt4b6g 771 7 - - HYPH cord-132843-ilxt4b6g 771 8 driven drive VBN cord-132843-ilxt4b6g 771 9 models model NNS cord-132843-ilxt4b6g 771 10 such such JJ cord-132843-ilxt4b6g 771 11 as as IN cord-132843-ilxt4b6g 771 12 statistical statistical JJ cord-132843-ilxt4b6g 771 13 and and CC cord-132843-ilxt4b6g 771 14 machine machine NN cord-132843-ilxt4b6g 771 15 learning learning NN cord-132843-ilxt4b6g 771 16 models model NNS cord-132843-ilxt4b6g 771 17 for for IN cord-132843-ilxt4b6g 771 18 flood flood NN cord-132843-ilxt4b6g 771 19 prediction prediction NN cord-132843-ilxt4b6g 771 20 , , , cord-132843-ilxt4b6g 771 21 is be VBZ cord-132843-ilxt4b6g 771 22 deemed deem VBN cord-132843-ilxt4b6g 771 23 promising promising JJ cord-132843-ilxt4b6g 771 24 and and CC cord-132843-ilxt4b6g 771 25 is be VBZ cord-132843-ilxt4b6g 771 26 expected expect VBN cord-132843-ilxt4b6g 771 27 to to TO cord-132843-ilxt4b6g 771 28 be be VB cord-132843-ilxt4b6g 771 29 complementary complementary JJ cord-132843-ilxt4b6g 771 30 to to IN cord-132843-ilxt4b6g 771 31 existing exist VBG cord-132843-ilxt4b6g 771 32 computational computational JJ cord-132843-ilxt4b6g 771 33 models model NNS cord-132843-ilxt4b6g 771 34 . . . cord-132843-ilxt4b6g 772 1 These these DT cord-132843-ilxt4b6g 772 2 newly newly RB cord-132843-ilxt4b6g 772 3 developed develop VBN cord-132843-ilxt4b6g 772 4 machine machine NN cord-132843-ilxt4b6g 772 5 learning learning NN cord-132843-ilxt4b6g 772 6 models model NNS cord-132843-ilxt4b6g 772 7 are be VBP cord-132843-ilxt4b6g 772 8 often often RB cord-132843-ilxt4b6g 772 9 based base VBN cord-132843-ilxt4b6g 772 10 solely solely RB cord-132843-ilxt4b6g 772 11 on on IN cord-132843-ilxt4b6g 772 12 historical historical JJ cord-132843-ilxt4b6g 772 13 data datum NNS cord-132843-ilxt4b6g 772 14 , , , cord-132843-ilxt4b6g 772 15 requiring require VBG cord-132843-ilxt4b6g 772 16 no no DT cord-132843-ilxt4b6g 772 17 knowledge knowledge NN cord-132843-ilxt4b6g 772 18 of of IN cord-132843-ilxt4b6g 772 19 the the DT cord-132843-ilxt4b6g 772 20 underlying underlying JJ cord-132843-ilxt4b6g 772 21 physical physical JJ cord-132843-ilxt4b6g 772 22 processes process NNS cord-132843-ilxt4b6g 772 23 . . . cord-132843-ilxt4b6g 773 1 Representative representative JJ cord-132843-ilxt4b6g 773 2 models model NNS cord-132843-ilxt4b6g 773 3 are be VBP cord-132843-ilxt4b6g 773 4 SVM SVM NNP cord-132843-ilxt4b6g 773 5 , , , cord-132843-ilxt4b6g 773 6 random random JJ cord-132843-ilxt4b6g 773 7 forests forest NNS cord-132843-ilxt4b6g 773 8 , , , cord-132843-ilxt4b6g 773 9 and and CC cord-132843-ilxt4b6g 773 10 neural neural JJ cord-132843-ilxt4b6g 773 11 networks network NNS cord-132843-ilxt4b6g 773 12 and and CC cord-132843-ilxt4b6g 773 13 their -PRON- PRP$ cord-132843-ilxt4b6g 773 14 variants variant NNS cord-132843-ilxt4b6g 773 15 and and CC cord-132843-ilxt4b6g 773 16 hybrids hybrid NNS cord-132843-ilxt4b6g 773 17 . . . cord-132843-ilxt4b6g 774 1 A a DT cord-132843-ilxt4b6g 774 2 detailed detailed JJ cord-132843-ilxt4b6g 774 3 recent recent JJ cord-132843-ilxt4b6g 774 4 survey survey NN cord-132843-ilxt4b6g 774 5 is be VBZ cord-132843-ilxt4b6g 774 6 provided provide VBN cord-132843-ilxt4b6g 774 7 in in IN cord-132843-ilxt4b6g 774 8 [ [ -LRB- cord-132843-ilxt4b6g 774 9 149 149 CD cord-132843-ilxt4b6g 774 10 ] ] -RRB- cord-132843-ilxt4b6g 774 11 . . . cord-132843-ilxt4b6g 775 1 Tornado tornado NN cord-132843-ilxt4b6g 775 2 Forecasting forecasting NN cord-132843-ilxt4b6g 775 3 . . . cord-132843-ilxt4b6g 776 1 Tornadoes tornado NNS cord-132843-ilxt4b6g 776 2 usually usually RB cord-132843-ilxt4b6g 776 3 develop develop VBP cord-132843-ilxt4b6g 776 4 within within IN cord-132843-ilxt4b6g 776 5 thunderstorms thunderstorm NNS cord-132843-ilxt4b6g 776 6 and and CC cord-132843-ilxt4b6g 776 7 hence hence RB cord-132843-ilxt4b6g 776 8 most most JJS cord-132843-ilxt4b6g 776 9 tornado tornado NN cord-132843-ilxt4b6g 776 10 warning warning NN cord-132843-ilxt4b6g 776 11 systems system NNS cord-132843-ilxt4b6g 776 12 are be VBP cord-132843-ilxt4b6g 776 13 based base VBN cord-132843-ilxt4b6g 776 14 on on IN cord-132843-ilxt4b6g 776 15 the the DT cord-132843-ilxt4b6g 776 16 prediction prediction NN cord-132843-ilxt4b6g 776 17 of of IN cord-132843-ilxt4b6g 776 18 thunderstorms thunderstorm NNS cord-132843-ilxt4b6g 776 19 . . . cord-132843-ilxt4b6g 777 1 For for IN cord-132843-ilxt4b6g 777 2 a a DT cord-132843-ilxt4b6g 777 3 comprehensive comprehensive JJ cord-132843-ilxt4b6g 777 4 survey survey NN cord-132843-ilxt4b6g 777 5 , , , cord-132843-ilxt4b6g 777 6 please please UH cord-132843-ilxt4b6g 777 7 refer refer VB cord-132843-ilxt4b6g 777 8 to to IN cord-132843-ilxt4b6g 777 9 [ [ -LRB- cord-132843-ilxt4b6g 777 10 68 68 CD cord-132843-ilxt4b6g 777 11 ] ] -RRB- cord-132843-ilxt4b6g 777 12 . . . cord-132843-ilxt4b6g 778 1 Machine machine NN cord-132843-ilxt4b6g 778 2 learning learning NN cord-132843-ilxt4b6g 778 3 models model NNS cord-132843-ilxt4b6g 778 4 , , , cord-132843-ilxt4b6g 778 5 when when WRB cord-132843-ilxt4b6g 778 6 applied apply VBN cord-132843-ilxt4b6g 778 7 to to IN cord-132843-ilxt4b6g 778 8 tornado tornado NN cord-132843-ilxt4b6g 778 9 forecasting forecasting NN cord-132843-ilxt4b6g 778 10 tasks task NNS cord-132843-ilxt4b6g 778 11 , , , cord-132843-ilxt4b6g 778 12 usually usually RB cord-132843-ilxt4b6g 778 13 suffer suffer VBP cord-132843-ilxt4b6g 778 14 from from IN cord-132843-ilxt4b6g 778 15 high high JJ cord-132843-ilxt4b6g 778 16 - - HYPH cord-132843-ilxt4b6g 778 17 dimensionality dimensionality NN cord-132843-ilxt4b6g 778 18 issues issue NNS cord-132843-ilxt4b6g 778 19 , , , cord-132843-ilxt4b6g 778 20 which which WDT cord-132843-ilxt4b6g 778 21 are be VBP cord-132843-ilxt4b6g 778 22 very very RB cord-132843-ilxt4b6g 778 23 common common JJ cord-132843-ilxt4b6g 778 24 in in IN cord-132843-ilxt4b6g 778 25 meteorological meteorological JJ cord-132843-ilxt4b6g 778 26 data datum NNS cord-132843-ilxt4b6g 778 27 . . . cord-132843-ilxt4b6g 779 1 Some some DT cord-132843-ilxt4b6g 779 2 methods method NNS cord-132843-ilxt4b6g 779 3 have have VBP cord-132843-ilxt4b6g 779 4 leveraged leverage VBN cord-132843-ilxt4b6g 779 5 dimensional dimensional JJ cord-132843-ilxt4b6g 779 6 reduction reduction NN cord-132843-ilxt4b6g 779 7 strategies strategy NNS cord-132843-ilxt4b6g 779 8 to to TO cord-132843-ilxt4b6g 779 9 preprocess preprocess VB cord-132843-ilxt4b6g 779 10 the the DT cord-132843-ilxt4b6g 779 11 data datum NNS cord-132843-ilxt4b6g 779 12 [ [ -LRB- cord-132843-ilxt4b6g 779 13 230 230 CD cord-132843-ilxt4b6g 779 14 ] ] -RRB- cord-132843-ilxt4b6g 779 15 before before IN cord-132843-ilxt4b6g 779 16 prediction prediction NN cord-132843-ilxt4b6g 779 17 . . . cord-132843-ilxt4b6g 780 1 Research research NN cord-132843-ilxt4b6g 780 2 on on IN cord-132843-ilxt4b6g 780 3 other other JJ cord-132843-ilxt4b6g 780 4 atmosphere atmosphere NN cord-132843-ilxt4b6g 780 5 - - HYPH cord-132843-ilxt4b6g 780 6 related relate VBN cord-132843-ilxt4b6g 780 7 events event NNS cord-132843-ilxt4b6g 780 8 such such JJ cord-132843-ilxt4b6g 780 9 as as IN cord-132843-ilxt4b6g 780 10 droughts drought NNS cord-132843-ilxt4b6g 780 11 and and CC cord-132843-ilxt4b6g 780 12 ozone ozone NN cord-132843-ilxt4b6g 780 13 events event NNS cord-132843-ilxt4b6g 780 14 has have VBZ cord-132843-ilxt4b6g 780 15 also also RB cord-132843-ilxt4b6g 780 16 been be VBN cord-132843-ilxt4b6g 780 17 conducted conduct VBN cord-132843-ilxt4b6g 780 18 [ [ -LRB- cord-132843-ilxt4b6g 780 19 77 77 CD cord-132843-ilxt4b6g 780 20 ] ] -RRB- cord-132843-ilxt4b6g 780 21 . . . cord-132843-ilxt4b6g 781 1 There there EX cord-132843-ilxt4b6g 781 2 is be VBZ cord-132843-ilxt4b6g 781 3 a a DT cord-132843-ilxt4b6g 781 4 large large JJ cord-132843-ilxt4b6g 781 5 body body NN cord-132843-ilxt4b6g 781 6 of of IN cord-132843-ilxt4b6g 781 7 prediction prediction NN cord-132843-ilxt4b6g 781 8 research research NN cord-132843-ilxt4b6g 781 9 focusing focus VBG cord-132843-ilxt4b6g 781 10 on on IN cord-132843-ilxt4b6g 781 11 events event NNS cord-132843-ilxt4b6g 781 12 outside outside IN cord-132843-ilxt4b6g 781 13 the the DT cord-132843-ilxt4b6g 781 14 Earth Earth NNP cord-132843-ilxt4b6g 781 15 , , , cord-132843-ilxt4b6g 781 16 especially especially RB cord-132843-ilxt4b6g 781 17 those those DT cord-132843-ilxt4b6g 781 18 affecting affect VBG cord-132843-ilxt4b6g 781 19 the the DT cord-132843-ilxt4b6g 781 20 star star NN cord-132843-ilxt4b6g 781 21 closest close JJS cord-132843-ilxt4b6g 781 22 to to IN cord-132843-ilxt4b6g 781 23 us -PRON- PRP cord-132843-ilxt4b6g 781 24 , , , cord-132843-ilxt4b6g 781 25 the the DT cord-132843-ilxt4b6g 781 26 sun sun NN cord-132843-ilxt4b6g 781 27 . . . cord-132843-ilxt4b6g 782 1 Methods method NNS cord-132843-ilxt4b6g 782 2 have have VBP cord-132843-ilxt4b6g 782 3 been be VBN cord-132843-ilxt4b6g 782 4 proposed propose VBN cord-132843-ilxt4b6g 782 5 to to TO cord-132843-ilxt4b6g 782 6 predict predict VB cord-132843-ilxt4b6g 782 7 various various JJ cord-132843-ilxt4b6g 782 8 solar solar JJ cord-132843-ilxt4b6g 782 9 events event NNS cord-132843-ilxt4b6g 782 10 that that WDT cord-132843-ilxt4b6g 782 11 could could MD cord-132843-ilxt4b6g 782 12 impact impact VB cord-132843-ilxt4b6g 782 13 life life NN cord-132843-ilxt4b6g 782 14 on on IN cord-132843-ilxt4b6g 782 15 Earth Earth NNP cord-132843-ilxt4b6g 782 16 , , , cord-132843-ilxt4b6g 782 17 including include VBG cord-132843-ilxt4b6g 782 18 solar solar JJ cord-132843-ilxt4b6g 782 19 flares flare NNS cord-132843-ilxt4b6g 782 20 [ [ -LRB- cord-132843-ilxt4b6g 782 21 20 20 CD cord-132843-ilxt4b6g 782 22 ] ] -RRB- cord-132843-ilxt4b6g 782 23 , , , cord-132843-ilxt4b6g 782 24 solar solar JJ cord-132843-ilxt4b6g 782 25 eruptions eruption NNS cord-132843-ilxt4b6g 782 26 [ [ -LRB- cord-132843-ilxt4b6g 782 27 4 4 CD cord-132843-ilxt4b6g 782 28 ] ] -RRB- cord-132843-ilxt4b6g 782 29 , , , cord-132843-ilxt4b6g 782 30 and and CC cord-132843-ilxt4b6g 782 31 high high JJ cord-132843-ilxt4b6g 782 32 energy energy NN cord-132843-ilxt4b6g 782 33 particle particle NN cord-132843-ilxt4b6g 782 34 storms storm NNS cord-132843-ilxt4b6g 782 35 [ [ -LRB- cord-132843-ilxt4b6g 782 36 141 141 CD cord-132843-ilxt4b6g 782 37 ] ] -RRB- cord-132843-ilxt4b6g 782 38 . . . cord-132843-ilxt4b6g 783 1 The the DT cord-132843-ilxt4b6g 783 2 goal goal NN cord-132843-ilxt4b6g 783 3 here here RB cord-132843-ilxt4b6g 783 4 is be VBZ cord-132843-ilxt4b6g 783 5 typically typically RB cord-132843-ilxt4b6g 783 6 to to TO cord-132843-ilxt4b6g 783 7 use use VB cord-132843-ilxt4b6g 783 8 satellite satellite NN cord-132843-ilxt4b6g 783 9 imagery imagery NN cord-132843-ilxt4b6g 783 10 data datum NNS cord-132843-ilxt4b6g 783 11 of of IN cord-132843-ilxt4b6g 783 12 the the DT cord-132843-ilxt4b6g 783 13 sun sun NN cord-132843-ilxt4b6g 783 14 to to TO cord-132843-ilxt4b6g 783 15 predict predict VB cord-132843-ilxt4b6g 783 16 the the DT cord-132843-ilxt4b6g 783 17 time time NN cord-132843-ilxt4b6g 783 18 and and CC cord-132843-ilxt4b6g 783 19 location location NN cord-132843-ilxt4b6g 783 20 of of IN cord-132843-ilxt4b6g 783 21 future future JJ cord-132843-ilxt4b6g 783 22 solar solar JJ cord-132843-ilxt4b6g 783 23 events event NNS cord-132843-ilxt4b6g 783 24 and and CC cord-132843-ilxt4b6g 783 25 the the DT cord-132843-ilxt4b6g 783 26 activity activity NN cord-132843-ilxt4b6g 783 27 strength strength NN cord-132843-ilxt4b6g 783 28 [ [ -LRB- cord-132843-ilxt4b6g 783 29 74 74 CD cord-132843-ilxt4b6g 783 30 ] ] -RRB- cord-132843-ilxt4b6g 783 31 . . . cord-132843-ilxt4b6g 784 1 Business business NN cord-132843-ilxt4b6g 784 2 intelligence intelligence NN cord-132843-ilxt4b6g 784 3 can can MD cord-132843-ilxt4b6g 784 4 be be VB cord-132843-ilxt4b6g 784 5 grouped group VBN cord-132843-ilxt4b6g 784 6 into into IN cord-132843-ilxt4b6g 784 7 company company NN cord-132843-ilxt4b6g 784 8 - - HYPH cord-132843-ilxt4b6g 784 9 based base VBN cord-132843-ilxt4b6g 784 10 events event NNS cord-132843-ilxt4b6g 784 11 and and CC cord-132843-ilxt4b6g 784 12 customer customer NN cord-132843-ilxt4b6g 784 13 - - HYPH cord-132843-ilxt4b6g 784 14 based base VBN cord-132843-ilxt4b6g 784 15 events event NNS cord-132843-ilxt4b6g 784 16 . . . cord-132843-ilxt4b6g 785 1 4.8.1 4.8.1 LS cord-132843-ilxt4b6g 785 2 Customer customer NN cord-132843-ilxt4b6g 785 3 activity activity NN cord-132843-ilxt4b6g 785 4 prediction prediction NN cord-132843-ilxt4b6g 785 5 . . . cord-132843-ilxt4b6g 786 1 The the DT cord-132843-ilxt4b6g 786 2 most most RBS cord-132843-ilxt4b6g 786 3 important important JJ cord-132843-ilxt4b6g 786 4 customer customer NN cord-132843-ilxt4b6g 786 5 activities activity NNS cord-132843-ilxt4b6g 786 6 in in IN cord-132843-ilxt4b6g 786 7 business business NN cord-132843-ilxt4b6g 786 8 is be VBZ cord-132843-ilxt4b6g 786 9 whether whether IN cord-132843-ilxt4b6g 786 10 a a DT cord-132843-ilxt4b6g 786 11 customer customer NN cord-132843-ilxt4b6g 786 12 will will MD cord-132843-ilxt4b6g 786 13 continue continue VB cord-132843-ilxt4b6g 786 14 doing do VBG cord-132843-ilxt4b6g 786 15 business business NN cord-132843-ilxt4b6g 786 16 with with IN cord-132843-ilxt4b6g 786 17 a a DT cord-132843-ilxt4b6g 786 18 company company NN cord-132843-ilxt4b6g 786 19 and and CC cord-132843-ilxt4b6g 786 20 how how WRB cord-132843-ilxt4b6g 786 21 long long JJ cord-132843-ilxt4b6g 786 22 a a DT cord-132843-ilxt4b6g 786 23 costumer costumer NN cord-132843-ilxt4b6g 786 24 will will MD cord-132843-ilxt4b6g 786 25 be be VB cord-132843-ilxt4b6g 786 26 willing willing JJ cord-132843-ilxt4b6g 786 27 to to TO cord-132843-ilxt4b6g 786 28 wait wait VB cord-132843-ilxt4b6g 786 29 before before IN cord-132843-ilxt4b6g 786 30 receiving receive VBG cord-132843-ilxt4b6g 786 31 the the DT cord-132843-ilxt4b6g 786 32 service service NN cord-132843-ilxt4b6g 786 33 ? ? . cord-132843-ilxt4b6g 787 1 A a DT cord-132843-ilxt4b6g 787 2 great great JJ cord-132843-ilxt4b6g 787 3 deal deal NN cord-132843-ilxt4b6g 787 4 of of IN cord-132843-ilxt4b6g 787 5 research research NN cord-132843-ilxt4b6g 787 6 has have VBZ cord-132843-ilxt4b6g 787 7 been be VBN cord-132843-ilxt4b6g 787 8 devoted devote VBN cord-132843-ilxt4b6g 787 9 to to IN cord-132843-ilxt4b6g 787 10 these these DT cord-132843-ilxt4b6g 787 11 topics topic NNS cord-132843-ilxt4b6g 787 12 , , , cord-132843-ilxt4b6g 787 13 which which WDT cord-132843-ilxt4b6g 787 14 can can MD cord-132843-ilxt4b6g 787 15 be be VB cord-132843-ilxt4b6g 787 16 categorized categorize VBN cord-132843-ilxt4b6g 787 17 based base VBN cord-132843-ilxt4b6g 787 18 on on IN cord-132843-ilxt4b6g 787 19 the the DT cord-132843-ilxt4b6g 787 20 type type NN cord-132843-ilxt4b6g 787 21 of of IN cord-132843-ilxt4b6g 787 22 business business NN cord-132843-ilxt4b6g 787 23 entities entity NNS cord-132843-ilxt4b6g 787 24 namely namely RB cord-132843-ilxt4b6g 787 25 enterprises enterprise NNS cord-132843-ilxt4b6g 787 26 , , , cord-132843-ilxt4b6g 787 27 social social JJ cord-132843-ilxt4b6g 787 28 media medium NNS cord-132843-ilxt4b6g 787 29 , , , cord-132843-ilxt4b6g 787 30 and and CC cord-132843-ilxt4b6g 787 31 education education NN cord-132843-ilxt4b6g 787 32 , , , cord-132843-ilxt4b6g 787 33 who who WP cord-132843-ilxt4b6g 787 34 are be VBP cord-132843-ilxt4b6g 787 35 primarily primarily RB cord-132843-ilxt4b6g 787 36 interested interested JJ cord-132843-ilxt4b6g 787 37 in in IN cord-132843-ilxt4b6g 787 38 churn churn NN cord-132843-ilxt4b6g 787 39 prediction prediction NN cord-132843-ilxt4b6g 787 40 , , , cord-132843-ilxt4b6g 787 41 site site NN cord-132843-ilxt4b6g 787 42 migration migration NN cord-132843-ilxt4b6g 787 43 , , , cord-132843-ilxt4b6g 787 44 and and CC cord-132843-ilxt4b6g 787 45 student student NN cord-132843-ilxt4b6g 787 46 dropout dropout NN cord-132843-ilxt4b6g 787 47 , , , cord-132843-ilxt4b6g 787 48 respectively respectively RB cord-132843-ilxt4b6g 787 49 . . . cord-132843-ilxt4b6g 788 1 The the DT cord-132843-ilxt4b6g 788 2 first first JJ cord-132843-ilxt4b6g 788 3 of of IN cord-132843-ilxt4b6g 788 4 these these DT cord-132843-ilxt4b6g 788 5 focuses focus NNS cord-132843-ilxt4b6g 788 6 on on IN cord-132843-ilxt4b6g 788 7 predicting predict VBG cord-132843-ilxt4b6g 788 8 whether whether IN cord-132843-ilxt4b6g 788 9 and and CC cord-132843-ilxt4b6g 788 10 when when WRB cord-132843-ilxt4b6g 788 11 a a DT cord-132843-ilxt4b6g 788 12 customer customer NN cord-132843-ilxt4b6g 788 13 is be VBZ cord-132843-ilxt4b6g 788 14 likely likely JJ cord-132843-ilxt4b6g 788 15 to to TO cord-132843-ilxt4b6g 788 16 stop stop VB cord-132843-ilxt4b6g 788 17 doing do VBG cord-132843-ilxt4b6g 788 18 business business NN cord-132843-ilxt4b6g 788 19 with with IN cord-132843-ilxt4b6g 788 20 a a DT cord-132843-ilxt4b6g 788 21 profitable profitable JJ cord-132843-ilxt4b6g 788 22 enterprise enterprise NN cord-132843-ilxt4b6g 788 23 [ [ -LRB- cord-132843-ilxt4b6g 788 24 71 71 CD cord-132843-ilxt4b6g 788 25 ] ] -RRB- cord-132843-ilxt4b6g 788 26 . . . cord-132843-ilxt4b6g 789 1 The the DT cord-132843-ilxt4b6g 789 2 second second JJ cord-132843-ilxt4b6g 789 3 aims aim VBZ cord-132843-ilxt4b6g 789 4 to to TO cord-132843-ilxt4b6g 789 5 predict predict VB cord-132843-ilxt4b6g 789 6 whether whether IN cord-132843-ilxt4b6g 789 7 a a DT cord-132843-ilxt4b6g 789 8 social social JJ cord-132843-ilxt4b6g 789 9 media medium NNS cord-132843-ilxt4b6g 789 10 user user NN cord-132843-ilxt4b6g 789 11 will will MD cord-132843-ilxt4b6g 789 12 move move VB cord-132843-ilxt4b6g 789 13 from from IN cord-132843-ilxt4b6g 789 14 one one CD cord-132843-ilxt4b6g 789 15 site site NN cord-132843-ilxt4b6g 789 16 , , , cord-132843-ilxt4b6g 789 17 such such JJ cord-132843-ilxt4b6g 789 18 as as IN cord-132843-ilxt4b6g 789 19 Flickr Flickr NNP cord-132843-ilxt4b6g 789 20 , , , cord-132843-ilxt4b6g 789 21 to to IN cord-132843-ilxt4b6g 789 22 another another DT cord-132843-ilxt4b6g 789 23 , , , cord-132843-ilxt4b6g 789 24 such such JJ cord-132843-ilxt4b6g 789 25 as as IN cord-132843-ilxt4b6g 789 26 Instagram Instagram NNP cord-132843-ilxt4b6g 789 27 , , , cord-132843-ilxt4b6g 789 28 a a DT cord-132843-ilxt4b6g 789 29 movement movement NN cord-132843-ilxt4b6g 789 30 known know VBN cord-132843-ilxt4b6g 789 31 as as IN cord-132843-ilxt4b6g 789 32 site site NN cord-132843-ilxt4b6g 789 33 migration migration NN cord-132843-ilxt4b6g 789 34 [ [ -LRB- cord-132843-ilxt4b6g 789 35 236 236 CD cord-132843-ilxt4b6g 789 36 ] ] -RRB- cord-132843-ilxt4b6g 789 37 . . . cord-132843-ilxt4b6g 790 1 While while IN cord-132843-ilxt4b6g 790 2 site site NN cord-132843-ilxt4b6g 790 3 migration migration NN cord-132843-ilxt4b6g 790 4 is be VBZ cord-132843-ilxt4b6g 790 5 not not RB cord-132843-ilxt4b6g 790 6 popular popular JJ cord-132843-ilxt4b6g 790 7 , , , cord-132843-ilxt4b6g 790 8 attention attention NN cord-132843-ilxt4b6g 790 9 migration migration NN cord-132843-ilxt4b6g 790 10 might may MD cord-132843-ilxt4b6g 790 11 actually actually RB cord-132843-ilxt4b6g 790 12 be be VB cord-132843-ilxt4b6g 790 13 much much RB cord-132843-ilxt4b6g 790 14 more more RBR cord-132843-ilxt4b6g 790 15 common common JJ cord-132843-ilxt4b6g 790 16 , , , cord-132843-ilxt4b6g 790 17 as as IN cord-132843-ilxt4b6g 790 18 a a DT cord-132843-ilxt4b6g 790 19 user user NN cord-132843-ilxt4b6g 790 20 may may MD cord-132843-ilxt4b6g 790 21 " " `` cord-132843-ilxt4b6g 790 22 move move VB cord-132843-ilxt4b6g 790 23 " " '' cord-132843-ilxt4b6g 790 24 their -PRON- PRP$ cord-132843-ilxt4b6g 790 25 major major JJ cord-132843-ilxt4b6g 790 26 activities activity NNS cord-132843-ilxt4b6g 790 27 from from IN cord-132843-ilxt4b6g 790 28 one one CD cord-132843-ilxt4b6g 790 29 social social JJ cord-132843-ilxt4b6g 790 30 media medium NNS cord-132843-ilxt4b6g 790 31 site site NN cord-132843-ilxt4b6g 790 32 to to IN cord-132843-ilxt4b6g 790 33 another another DT cord-132843-ilxt4b6g 790 34 . . . cord-132843-ilxt4b6g 791 1 The the DT cord-132843-ilxt4b6g 791 2 third third JJ cord-132843-ilxt4b6g 791 3 type type NN cord-132843-ilxt4b6g 791 4 , , , cord-132843-ilxt4b6g 791 5 student student NN cord-132843-ilxt4b6g 791 6 dropout dropout NN cord-132843-ilxt4b6g 791 7 , , , cord-132843-ilxt4b6g 791 8 is be VBZ cord-132843-ilxt4b6g 791 9 a a DT cord-132843-ilxt4b6g 791 10 critical critical JJ cord-132843-ilxt4b6g 791 11 domain domain NN cord-132843-ilxt4b6g 791 12 for for IN cord-132843-ilxt4b6g 791 13 education education NN cord-132843-ilxt4b6g 791 14 data datum NNS cord-132843-ilxt4b6g 791 15 mining mining NN cord-132843-ilxt4b6g 791 16 , , , cord-132843-ilxt4b6g 791 17 where where WRB cord-132843-ilxt4b6g 791 18 the the DT cord-132843-ilxt4b6g 791 19 goal goal NN cord-132843-ilxt4b6g 791 20 is be VBZ cord-132843-ilxt4b6g 791 21 to to TO cord-132843-ilxt4b6g 791 22 predict predict VB cord-132843-ilxt4b6g 791 23 the the DT cord-132843-ilxt4b6g 791 24 occurrence occurrence NN cord-132843-ilxt4b6g 791 25 of of IN cord-132843-ilxt4b6g 791 26 absenteeism absenteeism NN cord-132843-ilxt4b6g 791 27 from from IN cord-132843-ilxt4b6g 791 28 school school NN cord-132843-ilxt4b6g 791 29 for for IN cord-132843-ilxt4b6g 791 30 no no DT cord-132843-ilxt4b6g 791 31 good good JJ cord-132843-ilxt4b6g 791 32 reason reason NN cord-132843-ilxt4b6g 791 33 for for IN cord-132843-ilxt4b6g 791 34 a a DT cord-132843-ilxt4b6g 791 35 continuous continuous JJ cord-132843-ilxt4b6g 791 36 number number NN cord-132843-ilxt4b6g 791 37 of of IN cord-132843-ilxt4b6g 791 38 days day NNS cord-132843-ilxt4b6g 791 39 ; ; : cord-132843-ilxt4b6g 791 40 a a DT cord-132843-ilxt4b6g 791 41 comprehensive comprehensive JJ cord-132843-ilxt4b6g 791 42 survey survey NN cord-132843-ilxt4b6g 791 43 is be VBZ cord-132843-ilxt4b6g 791 44 available available JJ cord-132843-ilxt4b6g 791 45 in in IN cord-132843-ilxt4b6g 791 46 [ [ -LRB- cord-132843-ilxt4b6g 791 47 143 143 CD cord-132843-ilxt4b6g 791 48 ] ] -RRB- cord-132843-ilxt4b6g 791 49 . . . cord-132843-ilxt4b6g 792 1 For for IN cord-132843-ilxt4b6g 792 2 all all DT cord-132843-ilxt4b6g 792 3 three three CD cord-132843-ilxt4b6g 792 4 types type NNS cord-132843-ilxt4b6g 792 5 , , , cord-132843-ilxt4b6g 792 6 the the DT cord-132843-ilxt4b6g 792 7 procedure procedure NN cord-132843-ilxt4b6g 792 8 is be VBZ cord-132843-ilxt4b6g 792 9 first first JJ cord-132843-ilxt4b6g 792 10 to to TO cord-132843-ilxt4b6g 792 11 collect collect VB cord-132843-ilxt4b6g 792 12 features feature NNS cord-132843-ilxt4b6g 792 13 of of IN cord-132843-ilxt4b6g 792 14 a a DT cord-132843-ilxt4b6g 792 15 customer customer NN cord-132843-ilxt4b6g 792 16 's 's POS cord-132843-ilxt4b6g 792 17 profile profile NN cord-132843-ilxt4b6g 792 18 and and CC cord-132843-ilxt4b6g 792 19 activities activity NNS cord-132843-ilxt4b6g 792 20 over over IN cord-132843-ilxt4b6g 792 21 a a DT cord-132843-ilxt4b6g 792 22 period period NN cord-132843-ilxt4b6g 792 23 of of IN cord-132843-ilxt4b6g 792 24 time time NN cord-132843-ilxt4b6g 792 25 and and CC cord-132843-ilxt4b6g 792 26 then then RB cord-132843-ilxt4b6g 792 27 conventional conventional JJ cord-132843-ilxt4b6g 792 28 or or CC cord-132843-ilxt4b6g 792 29 sequential sequential JJ cord-132843-ilxt4b6g 792 30 classifiers classifier NNS cord-132843-ilxt4b6g 792 31 or or CC cord-132843-ilxt4b6g 792 32 regressors regressor NNS cord-132843-ilxt4b6g 792 33 are be VBP cord-132843-ilxt4b6g 792 34 generally generally RB cord-132843-ilxt4b6g 792 35 used use VBN cord-132843-ilxt4b6g 792 36 to to TO cord-132843-ilxt4b6g 792 37 predict predict VB cord-132843-ilxt4b6g 792 38 the the DT cord-132843-ilxt4b6g 792 39 occurrence occurrence NN cord-132843-ilxt4b6g 792 40 or or CC cord-132843-ilxt4b6g 792 41 time time NN cord-132843-ilxt4b6g 792 42 - - HYPH cord-132843-ilxt4b6g 792 43 to to IN cord-132843-ilxt4b6g 792 44 - - HYPH cord-132843-ilxt4b6g 792 45 event event NN cord-132843-ilxt4b6g 792 46 of of IN cord-132843-ilxt4b6g 792 47 the the DT cord-132843-ilxt4b6g 792 48 future future JJ cord-132843-ilxt4b6g 792 49 targeted target VBN cord-132843-ilxt4b6g 792 50 activity activity NN cord-132843-ilxt4b6g 792 51 . . . cord-132843-ilxt4b6g 793 1 Financial financial JJ cord-132843-ilxt4b6g 793 2 event event NN cord-132843-ilxt4b6g 793 3 prediction prediction NN cord-132843-ilxt4b6g 793 4 has have VBZ cord-132843-ilxt4b6g 793 5 been be VBN cord-132843-ilxt4b6g 793 6 attracting attract VBG cord-132843-ilxt4b6g 793 7 a a DT cord-132843-ilxt4b6g 793 8 huge huge JJ cord-132843-ilxt4b6g 793 9 amount amount NN cord-132843-ilxt4b6g 793 10 of of IN cord-132843-ilxt4b6g 793 11 attention attention NN cord-132843-ilxt4b6g 793 12 for for IN cord-132843-ilxt4b6g 793 13 risk risk NN cord-132843-ilxt4b6g 793 14 management management NN cord-132843-ilxt4b6g 793 15 , , , cord-132843-ilxt4b6g 793 16 marketing marketing NN cord-132843-ilxt4b6g 793 17 , , , cord-132843-ilxt4b6g 793 18 investment investment NN cord-132843-ilxt4b6g 793 19 prediction prediction NN cord-132843-ilxt4b6g 793 20 and and CC cord-132843-ilxt4b6g 793 21 fraud fraud NN cord-132843-ilxt4b6g 793 22 prevention prevention NN cord-132843-ilxt4b6g 793 23 . . . cord-132843-ilxt4b6g 794 1 Multiple multiple JJ cord-132843-ilxt4b6g 794 2 information information NN cord-132843-ilxt4b6g 794 3 resources resource NNS cord-132843-ilxt4b6g 794 4 , , , cord-132843-ilxt4b6g 794 5 including include VBG cord-132843-ilxt4b6g 794 6 news news NN cord-132843-ilxt4b6g 794 7 , , , cord-132843-ilxt4b6g 794 8 company company NN cord-132843-ilxt4b6g 794 9 announcements announcement NNS cord-132843-ilxt4b6g 794 10 , , , cord-132843-ilxt4b6g 794 11 and and CC cord-132843-ilxt4b6g 794 12 social social JJ cord-132843-ilxt4b6g 794 13 media medium NNS cord-132843-ilxt4b6g 794 14 data data NN cord-132843-ilxt4b6g 794 15 could could MD cord-132843-ilxt4b6g 794 16 be be VB cord-132843-ilxt4b6g 794 17 utilized utilize VBN cord-132843-ilxt4b6g 794 18 as as IN cord-132843-ilxt4b6g 794 19 the the DT cord-132843-ilxt4b6g 794 20 input input NN cord-132843-ilxt4b6g 794 21 , , , cord-132843-ilxt4b6g 794 22 often often RB cord-132843-ilxt4b6g 794 23 taking take VBG cord-132843-ilxt4b6g 794 24 the the DT cord-132843-ilxt4b6g 794 25 form form NN cord-132843-ilxt4b6g 794 26 of of IN cord-132843-ilxt4b6g 794 27 time time NN cord-132843-ilxt4b6g 794 28 series series NN cord-132843-ilxt4b6g 794 29 or or CC cord-132843-ilxt4b6g 794 30 temporal temporal JJ cord-132843-ilxt4b6g 794 31 sequences sequence NNS cord-132843-ilxt4b6g 794 32 . . . cord-132843-ilxt4b6g 795 1 These these DT cord-132843-ilxt4b6g 795 2 sequential sequential JJ cord-132843-ilxt4b6g 795 3 inputs input NNS cord-132843-ilxt4b6g 795 4 are be VBP cord-132843-ilxt4b6g 795 5 used use VBN cord-132843-ilxt4b6g 795 6 for for IN cord-132843-ilxt4b6g 795 7 the the DT cord-132843-ilxt4b6g 795 8 prediction prediction NN cord-132843-ilxt4b6g 795 9 of of IN cord-132843-ilxt4b6g 795 10 the the DT cord-132843-ilxt4b6g 795 11 time time NN cord-132843-ilxt4b6g 795 12 and and CC cord-132843-ilxt4b6g 795 13 occurrence occurrence NN cord-132843-ilxt4b6g 795 14 of of IN cord-132843-ilxt4b6g 795 15 future future JJ cord-132843-ilxt4b6g 795 16 high high JJ cord-132843-ilxt4b6g 795 17 - - HYPH cord-132843-ilxt4b6g 795 18 stack stack NN cord-132843-ilxt4b6g 795 19 events event NNS cord-132843-ilxt4b6g 795 20 such such JJ cord-132843-ilxt4b6g 795 21 as as IN cord-132843-ilxt4b6g 795 22 company company NN cord-132843-ilxt4b6g 795 23 distress distress NN cord-132843-ilxt4b6g 795 24 , , , cord-132843-ilxt4b6g 795 25 suspension suspension NN cord-132843-ilxt4b6g 795 26 , , , cord-132843-ilxt4b6g 795 27 mergers merger NNS cord-132843-ilxt4b6g 795 28 , , , cord-132843-ilxt4b6g 795 29 dividends dividend NNS cord-132843-ilxt4b6g 795 30 , , , cord-132843-ilxt4b6g 795 31 layoffs layoff NNS cord-132843-ilxt4b6g 795 32 , , , cord-132843-ilxt4b6g 795 33 bankruptcy bankruptcy NN cord-132843-ilxt4b6g 795 34 , , , cord-132843-ilxt4b6g 795 35 and and CC cord-132843-ilxt4b6g 795 36 market market NN cord-132843-ilxt4b6g 795 37 trends trend NNS cord-132843-ilxt4b6g 795 38 ( ( -LRB- cord-132843-ilxt4b6g 795 39 rises rise NNS cord-132843-ilxt4b6g 795 40 and and CC cord-132843-ilxt4b6g 795 41 falls fall VBZ cord-132843-ilxt4b6g 795 42 in in IN cord-132843-ilxt4b6g 795 43 the the DT cord-132843-ilxt4b6g 795 44 company company NN cord-132843-ilxt4b6g 795 45 's 's POS cord-132843-ilxt4b6g 795 46 stock stock NN cord-132843-ilxt4b6g 795 47 price price NN cord-132843-ilxt4b6g 795 48 ) ) -RRB- cord-132843-ilxt4b6g 795 49 [ [ -LRB- cord-132843-ilxt4b6g 795 50 36 36 CD cord-132843-ilxt4b6g 795 51 , , , cord-132843-ilxt4b6g 795 52 40 40 CD cord-132843-ilxt4b6g 795 53 , , , cord-132843-ilxt4b6g 795 54 65 65 CD cord-132843-ilxt4b6g 795 55 , , , cord-132843-ilxt4b6g 795 56 91 91 CD cord-132843-ilxt4b6g 795 57 , , , cord-132843-ilxt4b6g 795 58 122 122 CD cord-132843-ilxt4b6g 795 59 , , , cord-132843-ilxt4b6g 795 60 144 144 CD cord-132843-ilxt4b6g 795 61 , , , cord-132843-ilxt4b6g 795 62 226 226 CD cord-132843-ilxt4b6g 795 63 ] ] -RRB- cord-132843-ilxt4b6g 795 64 . . . cord-132843-ilxt4b6g 796 1 It -PRON- PRP cord-132843-ilxt4b6g 796 2 is be VBZ cord-132843-ilxt4b6g 796 3 difficult difficult JJ cord-132843-ilxt4b6g 796 4 to to TO cord-132843-ilxt4b6g 796 5 deduce deduce VB cord-132843-ilxt4b6g 796 6 the the DT cord-132843-ilxt4b6g 796 7 precise precise JJ cord-132843-ilxt4b6g 796 8 location location NN cord-132843-ilxt4b6g 796 9 and and CC cord-132843-ilxt4b6g 796 10 time time NN cord-132843-ilxt4b6g 796 11 for for IN cord-132843-ilxt4b6g 796 12 individual individual JJ cord-132843-ilxt4b6g 796 13 crime crime NN cord-132843-ilxt4b6g 796 14 incidences incidence NNS cord-132843-ilxt4b6g 796 15 . . . cord-132843-ilxt4b6g 797 1 Therefore therefore RB cord-132843-ilxt4b6g 797 2 , , , cord-132843-ilxt4b6g 797 3 the the DT cord-132843-ilxt4b6g 797 4 focus focus NN cord-132843-ilxt4b6g 797 5 is be VBZ cord-132843-ilxt4b6g 797 6 instead instead RB cord-132843-ilxt4b6g 797 7 estimating estimate VBG cord-132843-ilxt4b6g 797 8 the the DT cord-132843-ilxt4b6g 797 9 risk risk NN cord-132843-ilxt4b6g 797 10 and and CC cord-132843-ilxt4b6g 797 11 probability probability NN cord-132843-ilxt4b6g 797 12 of of IN cord-132843-ilxt4b6g 797 13 the the DT cord-132843-ilxt4b6g 797 14 location location NN cord-132843-ilxt4b6g 797 15 , , , cord-132843-ilxt4b6g 797 16 time time NN cord-132843-ilxt4b6g 797 17 , , , cord-132843-ilxt4b6g 797 18 and and CC cord-132843-ilxt4b6g 797 19 types type NNS cord-132843-ilxt4b6g 797 20 of of IN cord-132843-ilxt4b6g 797 21 future future JJ cord-132843-ilxt4b6g 797 22 crimes crime NNS cord-132843-ilxt4b6g 797 23 . . . cord-132843-ilxt4b6g 798 1 This this DT cord-132843-ilxt4b6g 798 2 field field NN cord-132843-ilxt4b6g 798 3 can can MD cord-132843-ilxt4b6g 798 4 be be VB cord-132843-ilxt4b6g 798 5 naturally naturally RB cord-132843-ilxt4b6g 798 6 categorized categorize VBN cord-132843-ilxt4b6g 798 7 based base VBN cord-132843-ilxt4b6g 798 8 on on IN cord-132843-ilxt4b6g 798 9 the the DT cord-132843-ilxt4b6g 798 10 various various JJ cord-132843-ilxt4b6g 798 11 crime crime NN cord-132843-ilxt4b6g 798 12 types type NNS cord-132843-ilxt4b6g 798 13 : : : cord-132843-ilxt4b6g 798 14 4.9.1 4.9.1 CD cord-132843-ilxt4b6g 798 15 Political political JJ cord-132843-ilxt4b6g 798 16 crimes crime NNS cord-132843-ilxt4b6g 798 17 and and CC cord-132843-ilxt4b6g 798 18 terrorism terrorism NN cord-132843-ilxt4b6g 798 19 . . . cord-132843-ilxt4b6g 799 1 This this DT cord-132843-ilxt4b6g 799 2 type type NN cord-132843-ilxt4b6g 799 3 of of IN cord-132843-ilxt4b6g 799 4 crime crime NN cord-132843-ilxt4b6g 799 5 is be VBZ cord-132843-ilxt4b6g 799 6 typically typically RB cord-132843-ilxt4b6g 799 7 highly highly RB cord-132843-ilxt4b6g 799 8 destructive destructive JJ cord-132843-ilxt4b6g 799 9 , , , cord-132843-ilxt4b6g 799 10 and and CC cord-132843-ilxt4b6g 799 11 hence hence RB cord-132843-ilxt4b6g 799 12 attracts attract VBZ cord-132843-ilxt4b6g 799 13 huge huge JJ cord-132843-ilxt4b6g 799 14 attention attention NN cord-132843-ilxt4b6g 799 15 in in IN cord-132843-ilxt4b6g 799 16 its -PRON- PRP$ cord-132843-ilxt4b6g 799 17 anticipation anticipation NN cord-132843-ilxt4b6g 799 18 and and CC cord-132843-ilxt4b6g 799 19 prevention prevention NN cord-132843-ilxt4b6g 799 20 . . . cord-132843-ilxt4b6g 800 1 Terrorist terrorist JJ cord-132843-ilxt4b6g 800 2 activities activity NNS cord-132843-ilxt4b6g 800 3 are be VBP cord-132843-ilxt4b6g 800 4 usually usually RB cord-132843-ilxt4b6g 800 5 aimed aim VBN cord-132843-ilxt4b6g 800 6 at at IN cord-132843-ilxt4b6g 800 7 religious religious JJ cord-132843-ilxt4b6g 800 8 , , , cord-132843-ilxt4b6g 800 9 political political JJ cord-132843-ilxt4b6g 800 10 , , , cord-132843-ilxt4b6g 800 11 iconic iconic JJ cord-132843-ilxt4b6g 800 12 , , , cord-132843-ilxt4b6g 800 13 economic economic JJ cord-132843-ilxt4b6g 800 14 or or CC cord-132843-ilxt4b6g 800 15 social social JJ cord-132843-ilxt4b6g 800 16 targets target NNS cord-132843-ilxt4b6g 800 17 . . . cord-132843-ilxt4b6g 801 1 The the DT cord-132843-ilxt4b6g 801 2 attacker attacker NN cord-132843-ilxt4b6g 801 3 typically typically RB cord-132843-ilxt4b6g 801 4 targets target VBZ cord-132843-ilxt4b6g 801 5 larger large JJR cord-132843-ilxt4b6g 801 6 numbers number NNS cord-132843-ilxt4b6g 801 7 of of IN cord-132843-ilxt4b6g 801 8 people people NNS cord-132843-ilxt4b6g 801 9 and and CC cord-132843-ilxt4b6g 801 10 the the DT cord-132843-ilxt4b6g 801 11 evidences evidence NNS cord-132843-ilxt4b6g 801 12 related relate VBN cord-132843-ilxt4b6g 801 13 to to IN cord-132843-ilxt4b6g 801 14 such such JJ cord-132843-ilxt4b6g 801 15 attacks attack NNS cord-132843-ilxt4b6g 801 16 is be VBZ cord-132843-ilxt4b6g 801 17 retained retain VBN cord-132843-ilxt4b6g 801 18 in in IN cord-132843-ilxt4b6g 801 19 the the DT cord-132843-ilxt4b6g 801 20 long long JJ cord-132843-ilxt4b6g 801 21 run run NN cord-132843-ilxt4b6g 801 22 . . . cord-132843-ilxt4b6g 802 1 Though though IN cord-132843-ilxt4b6g 802 2 it -PRON- PRP cord-132843-ilxt4b6g 802 3 is be VBZ cord-132843-ilxt4b6g 802 4 extremely extremely RB cord-132843-ilxt4b6g 802 5 challenging challenging JJ cord-132843-ilxt4b6g 802 6 to to TO cord-132843-ilxt4b6g 802 7 predict predict VB cord-132843-ilxt4b6g 802 8 the the DT cord-132843-ilxt4b6g 802 9 precise precise JJ cord-132843-ilxt4b6g 802 10 location location NN cord-132843-ilxt4b6g 802 11 and and CC cord-132843-ilxt4b6g 802 12 time time NN cord-132843-ilxt4b6g 802 13 of of IN cord-132843-ilxt4b6g 802 14 individual individual JJ cord-132843-ilxt4b6g 802 15 terrorism terrorism NN cord-132843-ilxt4b6g 802 16 incidents incident NNS cord-132843-ilxt4b6g 802 17 , , , cord-132843-ilxt4b6g 802 18 numerous numerous JJ cord-132843-ilxt4b6g 802 19 studies study NNS cord-132843-ilxt4b6g 802 20 have have VBP cord-132843-ilxt4b6g 802 21 shown show VBN cord-132843-ilxt4b6g 802 22 the the DT cord-132843-ilxt4b6g 802 23 potential potential JJ cord-132843-ilxt4b6g 802 24 utility utility NN cord-132843-ilxt4b6g 802 25 for for IN cord-132843-ilxt4b6g 802 26 predicting predict VBG cord-132843-ilxt4b6g 802 27 the the DT cord-132843-ilxt4b6g 802 28 regional regional JJ cord-132843-ilxt4b6g 802 29 risks risk NNS cord-132843-ilxt4b6g 802 30 of of IN cord-132843-ilxt4b6g 802 31 terrorism terrorism NN cord-132843-ilxt4b6g 802 32 attacks attack NNS cord-132843-ilxt4b6g 802 33 based base VBN cord-132843-ilxt4b6g 802 34 on on IN cord-132843-ilxt4b6g 802 35 information information NN cord-132843-ilxt4b6g 802 36 gathered gather VBN cord-132843-ilxt4b6g 802 37 from from IN cord-132843-ilxt4b6g 802 38 many many JJ cord-132843-ilxt4b6g 802 39 data datum NNS cord-132843-ilxt4b6g 802 40 sources source NNS cord-132843-ilxt4b6g 802 41 such such JJ cord-132843-ilxt4b6g 802 42 as as IN cord-132843-ilxt4b6g 802 43 geopolitical geopolitical JJ cord-132843-ilxt4b6g 802 44 data datum NNS cord-132843-ilxt4b6g 802 45 , , , cord-132843-ilxt4b6g 802 46 weather weather NN cord-132843-ilxt4b6g 802 47 data datum NNS cord-132843-ilxt4b6g 802 48 , , , cord-132843-ilxt4b6g 802 49 and and CC cord-132843-ilxt4b6g 802 50 economics economics NN cord-132843-ilxt4b6g 802 51 data datum NNS cord-132843-ilxt4b6g 802 52 . . . cord-132843-ilxt4b6g 803 1 The the DT cord-132843-ilxt4b6g 803 2 Global Global NNP cord-132843-ilxt4b6g 803 3 Terrorism Terrorism NNP cord-132843-ilxt4b6g 803 4 Database Database NNP cord-132843-ilxt4b6g 803 5 is be VBZ cord-132843-ilxt4b6g 803 6 the the DT cord-132843-ilxt4b6g 803 7 most most RBS cord-132843-ilxt4b6g 803 8 widely widely RB cord-132843-ilxt4b6g 803 9 recognized recognize VBN cord-132843-ilxt4b6g 803 10 dataset dataset NN cord-132843-ilxt4b6g 803 11 that that WDT cord-132843-ilxt4b6g 803 12 records record VBZ cord-132843-ilxt4b6g 803 13 the the DT cord-132843-ilxt4b6g 803 14 descriptions description NNS cord-132843-ilxt4b6g 803 15 of of IN cord-132843-ilxt4b6g 803 16 world world NN cord-132843-ilxt4b6g 803 17 - - HYPH cord-132843-ilxt4b6g 803 18 wide wide JJ cord-132843-ilxt4b6g 803 19 terrorism terrorism NN cord-132843-ilxt4b6g 803 20 events event NNS cord-132843-ilxt4b6g 803 21 of of IN cord-132843-ilxt4b6g 803 22 recent recent JJ cord-132843-ilxt4b6g 803 23 decades decade NNS cord-132843-ilxt4b6g 803 24 . . . cord-132843-ilxt4b6g 804 1 In in IN cord-132843-ilxt4b6g 804 2 addition addition NN cord-132843-ilxt4b6g 804 3 to to IN cord-132843-ilxt4b6g 804 4 terrorism terrorism NN cord-132843-ilxt4b6g 804 5 events event NNS cord-132843-ilxt4b6g 804 6 , , , cord-132843-ilxt4b6g 804 7 other other JJ cord-132843-ilxt4b6g 804 8 similar similar JJ cord-132843-ilxt4b6g 804 9 events event NNS cord-132843-ilxt4b6g 804 10 such such JJ cord-132843-ilxt4b6g 804 11 as as IN cord-132843-ilxt4b6g 804 12 mass mass NN cord-132843-ilxt4b6g 804 13 killings killing NNS cord-132843-ilxt4b6g 804 14 [ [ -LRB- cord-132843-ilxt4b6g 804 15 202 202 CD cord-132843-ilxt4b6g 804 16 ] ] -RRB- cord-132843-ilxt4b6g 804 17 and and CC cord-132843-ilxt4b6g 804 18 armed armed JJ cord-132843-ilxt4b6g 804 19 - - HYPH cord-132843-ilxt4b6g 804 20 conflict conflict NN cord-132843-ilxt4b6g 804 21 events event NNS cord-132843-ilxt4b6g 804 22 [ [ -LRB- cord-132843-ilxt4b6g 804 23 193 193 CD cord-132843-ilxt4b6g 804 24 ] ] -RRB- cord-132843-ilxt4b6g 804 25 have have VBP cord-132843-ilxt4b6g 804 26 also also RB cord-132843-ilxt4b6g 804 27 been be VBN cord-132843-ilxt4b6g 804 28 studied study VBN cord-132843-ilxt4b6g 804 29 using use VBG cord-132843-ilxt4b6g 804 30 similar similar JJ cord-132843-ilxt4b6g 804 31 problem problem NN cord-132843-ilxt4b6g 804 32 formulations formulation NNS cord-132843-ilxt4b6g 804 33 . . . cord-132843-ilxt4b6g 805 1 Most Most JJS cord-132843-ilxt4b6g 805 2 studies study NNS cord-132843-ilxt4b6g 805 3 on on IN cord-132843-ilxt4b6g 805 4 this this DT cord-132843-ilxt4b6g 805 5 topic topic NN cord-132843-ilxt4b6g 805 6 focus focus NN cord-132843-ilxt4b6g 805 7 on on IN cord-132843-ilxt4b6g 805 8 predicting predict VBG cord-132843-ilxt4b6g 805 9 the the DT cord-132843-ilxt4b6g 805 10 types type NNS cord-132843-ilxt4b6g 805 11 , , , cord-132843-ilxt4b6g 805 12 intensity intensity NN cord-132843-ilxt4b6g 805 13 , , , cord-132843-ilxt4b6g 805 14 count count NN cord-132843-ilxt4b6g 805 15 , , , cord-132843-ilxt4b6g 805 16 and and CC cord-132843-ilxt4b6g 805 17 probability probability NN cord-132843-ilxt4b6g 805 18 of of IN cord-132843-ilxt4b6g 805 19 crime crime NN cord-132843-ilxt4b6g 805 20 events event NNS cord-132843-ilxt4b6g 805 21 across across IN cord-132843-ilxt4b6g 805 22 defined define VBN cord-132843-ilxt4b6g 805 23 geo geo NN cord-132843-ilxt4b6g 805 24 - - HYPH cord-132843-ilxt4b6g 805 25 spatial spatial JJ cord-132843-ilxt4b6g 805 26 regions region NNS cord-132843-ilxt4b6g 805 27 . . . cord-132843-ilxt4b6g 806 1 Until until IN cord-132843-ilxt4b6g 806 2 now now RB cord-132843-ilxt4b6g 806 3 , , , cord-132843-ilxt4b6g 806 4 urban urban JJ cord-132843-ilxt4b6g 806 5 crimes crime NNS cord-132843-ilxt4b6g 806 6 are be VBP cord-132843-ilxt4b6g 806 7 most most RBS cord-132843-ilxt4b6g 806 8 commonly commonly RB cord-132843-ilxt4b6g 806 9 the the DT cord-132843-ilxt4b6g 806 10 topic topic NN cord-132843-ilxt4b6g 806 11 of of IN cord-132843-ilxt4b6g 806 12 research research NN cord-132843-ilxt4b6g 806 13 due due IN cord-132843-ilxt4b6g 806 14 to to IN cord-132843-ilxt4b6g 806 15 data datum NNS cord-132843-ilxt4b6g 806 16 availability availability NN cord-132843-ilxt4b6g 806 17 . . . cord-132843-ilxt4b6g 807 1 The the DT cord-132843-ilxt4b6g 807 2 geospatial geospatial JJ cord-132843-ilxt4b6g 807 3 characteristics characteristic NNS cord-132843-ilxt4b6g 807 4 of of IN cord-132843-ilxt4b6g 807 5 the the DT cord-132843-ilxt4b6g 807 6 urban urban JJ cord-132843-ilxt4b6g 807 7 areas area NNS cord-132843-ilxt4b6g 807 8 , , , cord-132843-ilxt4b6g 807 9 their -PRON- PRP$ cord-132843-ilxt4b6g 807 10 demographics demographic NNS cord-132843-ilxt4b6g 807 11 , , , cord-132843-ilxt4b6g 807 12 and and CC cord-132843-ilxt4b6g 807 13 temporal temporal JJ cord-132843-ilxt4b6g 807 14 data datum NNS cord-132843-ilxt4b6g 807 15 such such JJ cord-132843-ilxt4b6g 807 16 as as IN cord-132843-ilxt4b6g 807 17 news news NN cord-132843-ilxt4b6g 807 18 , , , cord-132843-ilxt4b6g 807 19 weather weather NN cord-132843-ilxt4b6g 807 20 , , , cord-132843-ilxt4b6g 807 21 economics economic NNS cord-132843-ilxt4b6g 807 22 , , , cord-132843-ilxt4b6g 807 23 and and CC cord-132843-ilxt4b6g 807 24 social social JJ cord-132843-ilxt4b6g 807 25 media medium NNS cord-132843-ilxt4b6g 807 26 data datum NNS cord-132843-ilxt4b6g 807 27 are be VBP cord-132843-ilxt4b6g 807 28 usually usually RB cord-132843-ilxt4b6g 807 29 used use VBN cord-132843-ilxt4b6g 807 30 as as IN cord-132843-ilxt4b6g 807 31 inputs input NNS cord-132843-ilxt4b6g 807 32 . . . cord-132843-ilxt4b6g 808 1 The the DT cord-132843-ilxt4b6g 808 2 geospatial geospatial JJ cord-132843-ilxt4b6g 808 3 dependency dependency NN cord-132843-ilxt4b6g 808 4 and and CC cord-132843-ilxt4b6g 808 5 correlation correlation NN cord-132843-ilxt4b6g 808 6 of of IN cord-132843-ilxt4b6g 808 7 the the DT cord-132843-ilxt4b6g 808 8 crime crime NN cord-132843-ilxt4b6g 808 9 patterns pattern NNS cord-132843-ilxt4b6g 808 10 are be VBP cord-132843-ilxt4b6g 808 11 usually usually RB cord-132843-ilxt4b6g 808 12 leveraged leverage VBN cord-132843-ilxt4b6g 808 13 during during IN cord-132843-ilxt4b6g 808 14 the the DT cord-132843-ilxt4b6g 808 15 prediction prediction NN cord-132843-ilxt4b6g 808 16 process process NN cord-132843-ilxt4b6g 808 17 using use VBG cord-132843-ilxt4b6g 808 18 techniques technique NNS cord-132843-ilxt4b6g 808 19 originally originally RB cord-132843-ilxt4b6g 808 20 developed develop VBN cord-132843-ilxt4b6g 808 21 for for IN cord-132843-ilxt4b6g 808 22 spatial spatial JJ cord-132843-ilxt4b6g 808 23 predictions prediction NNS cord-132843-ilxt4b6g 808 24 , , , cord-132843-ilxt4b6g 808 25 such such JJ cord-132843-ilxt4b6g 808 26 as as IN cord-132843-ilxt4b6g 808 27 kernel kernel NN cord-132843-ilxt4b6g 808 28 density density NN cord-132843-ilxt4b6g 808 29 estimation estimation NN cord-132843-ilxt4b6g 808 30 and and CC cord-132843-ilxt4b6g 808 31 conditional conditional JJ cord-132843-ilxt4b6g 808 32 random random JJ cord-132843-ilxt4b6g 808 33 fields field NNS cord-132843-ilxt4b6g 808 34 . . . cord-132843-ilxt4b6g 809 1 Some some DT cord-132843-ilxt4b6g 809 2 works work NNS cord-132843-ilxt4b6g 809 3 simplify simplify VBP cord-132843-ilxt4b6g 809 4 the the DT cord-132843-ilxt4b6g 809 5 tasks task NNS cord-132843-ilxt4b6g 809 6 by by IN cord-132843-ilxt4b6g 809 7 only only RB cord-132843-ilxt4b6g 809 8 focusing focus VBG cord-132843-ilxt4b6g 809 9 on on IN cord-132843-ilxt4b6g 809 10 specific specific JJ cord-132843-ilxt4b6g 809 11 types type NNS cord-132843-ilxt4b6g 809 12 of of IN cord-132843-ilxt4b6g 809 13 crimes crime NNS cord-132843-ilxt4b6g 809 14 such such JJ cord-132843-ilxt4b6g 809 15 as as IN cord-132843-ilxt4b6g 809 16 theft theft NN cord-132843-ilxt4b6g 809 17 [ [ -LRB- cord-132843-ilxt4b6g 809 18 180 180 CD cord-132843-ilxt4b6g 809 19 ] ] -RRB- cord-132843-ilxt4b6g 809 20 , , , cord-132843-ilxt4b6g 809 21 robbery robbery NN cord-132843-ilxt4b6g 809 22 , , , cord-132843-ilxt4b6g 809 23 and and CC cord-132843-ilxt4b6g 809 24 burglary burglary NN cord-132843-ilxt4b6g 809 25 [ [ -LRB- cord-132843-ilxt4b6g 809 26 51 51 CD cord-132843-ilxt4b6g 809 27 ] ] -RRB- cord-132843-ilxt4b6g 809 28 . . . cord-132843-ilxt4b6g 810 1 4.9.3 4.9.3 LS cord-132843-ilxt4b6g 810 2 Organized organized JJ cord-132843-ilxt4b6g 810 3 and and CC cord-132843-ilxt4b6g 810 4 serial serial JJ cord-132843-ilxt4b6g 810 5 crimes crime NNS cord-132843-ilxt4b6g 810 6 . . . cord-132843-ilxt4b6g 811 1 Unlike unlike IN cord-132843-ilxt4b6g 811 2 the the DT cord-132843-ilxt4b6g 811 3 above above JJ cord-132843-ilxt4b6g 811 4 research research NN cord-132843-ilxt4b6g 811 5 on on IN cord-132843-ilxt4b6g 811 6 regional regional JJ cord-132843-ilxt4b6g 811 7 crime crime NN cord-132843-ilxt4b6g 811 8 risks risk NNS cord-132843-ilxt4b6g 811 9 , , , cord-132843-ilxt4b6g 811 10 some some DT cord-132843-ilxt4b6g 811 11 recent recent JJ cord-132843-ilxt4b6g 811 12 studies study NNS cord-132843-ilxt4b6g 811 13 strive strive VBP cord-132843-ilxt4b6g 811 14 to to TO cord-132843-ilxt4b6g 811 15 predict predict VB cord-132843-ilxt4b6g 811 16 the the DT cord-132843-ilxt4b6g 811 17 next next JJ cord-132843-ilxt4b6g 811 18 incidents incident NNS cord-132843-ilxt4b6g 811 19 of of IN cord-132843-ilxt4b6g 811 20 criminal criminal JJ cord-132843-ilxt4b6g 811 21 individuals individual NNS cord-132843-ilxt4b6g 811 22 or or CC cord-132843-ilxt4b6g 811 23 groups group NNS cord-132843-ilxt4b6g 811 24 . . . cord-132843-ilxt4b6g 812 1 This this DT cord-132843-ilxt4b6g 812 2 is be VBZ cord-132843-ilxt4b6g 812 3 because because IN cord-132843-ilxt4b6g 812 4 different different JJ cord-132843-ilxt4b6g 812 5 offenders offender NNS cord-132843-ilxt4b6g 812 6 may may MD cord-132843-ilxt4b6g 812 7 demonstrate demonstrate VB cord-132843-ilxt4b6g 812 8 different different JJ cord-132843-ilxt4b6g 812 9 behavioral behavioral JJ cord-132843-ilxt4b6g 812 10 patterns pattern NNS cord-132843-ilxt4b6g 812 11 , , , cord-132843-ilxt4b6g 812 12 such such JJ cord-132843-ilxt4b6g 812 13 as as IN cord-132843-ilxt4b6g 812 14 targeting target VBG cord-132843-ilxt4b6g 812 15 specific specific JJ cord-132843-ilxt4b6g 812 16 regions region NNS cord-132843-ilxt4b6g 812 17 ( ( -LRB- cord-132843-ilxt4b6g 812 18 e.g. e.g. RB cord-132843-ilxt4b6g 812 19 , , , cord-132843-ilxt4b6g 812 20 wealthy wealthy JJ cord-132843-ilxt4b6g 812 21 neighborhoods neighborhood NNS cord-132843-ilxt4b6g 812 22 ) ) -RRB- cord-132843-ilxt4b6g 812 23 , , , cord-132843-ilxt4b6g 812 24 victims victim NNS cord-132843-ilxt4b6g 812 25 ( ( -LRB- cord-132843-ilxt4b6g 812 26 e.g. e.g. RB cord-132843-ilxt4b6g 812 27 , , , cord-132843-ilxt4b6g 812 28 women woman NNS cord-132843-ilxt4b6g 812 29 ) ) -RRB- cord-132843-ilxt4b6g 812 30 , , , cord-132843-ilxt4b6g 812 31 for for IN cord-132843-ilxt4b6g 812 32 specific specific JJ cord-132843-ilxt4b6g 812 33 benefits benefit NNS cord-132843-ilxt4b6g 812 34 ( ( -LRB- cord-132843-ilxt4b6g 812 35 e e NN cord-132843-ilxt4b6g 812 36 , , , cord-132843-ilxt4b6g 812 37 g g NN cord-132843-ilxt4b6g 812 38 , , , cord-132843-ilxt4b6g 812 39 money money NN cord-132843-ilxt4b6g 812 40 ) ) -RRB- cord-132843-ilxt4b6g 812 41 . . . cord-132843-ilxt4b6g 813 1 The the DT cord-132843-ilxt4b6g 813 2 goal goal NN cord-132843-ilxt4b6g 813 3 here here RB cord-132843-ilxt4b6g 813 4 is be VBZ cord-132843-ilxt4b6g 813 5 thus thus RB cord-132843-ilxt4b6g 813 6 is be VBZ cord-132843-ilxt4b6g 813 7 to to TO cord-132843-ilxt4b6g 813 8 predict predict VB cord-132843-ilxt4b6g 813 9 the the DT cord-132843-ilxt4b6g 813 10 next next JJ cord-132843-ilxt4b6g 813 11 crime crime NN cord-132843-ilxt4b6g 813 12 site site NN cord-132843-ilxt4b6g 813 13 and/or and/or CC cord-132843-ilxt4b6g 813 14 time time NN cord-132843-ilxt4b6g 813 15 , , , cord-132843-ilxt4b6g 813 16 based base VBN cord-132843-ilxt4b6g 813 17 on on IN cord-132843-ilxt4b6g 813 18 the the DT cord-132843-ilxt4b6g 813 19 historical historical JJ cord-132843-ilxt4b6g 813 20 crime crime NN cord-132843-ilxt4b6g 813 21 event event NN cord-132843-ilxt4b6g 813 22 sequence sequence NN cord-132843-ilxt4b6g 813 23 of of IN cord-132843-ilxt4b6g 813 24 the the DT cord-132843-ilxt4b6g 813 25 targeted target VBN cord-132843-ilxt4b6g 813 26 criminal criminal JJ cord-132843-ilxt4b6g 813 27 individual individual NN cord-132843-ilxt4b6g 813 28 or or CC cord-132843-ilxt4b6g 813 29 group group NN cord-132843-ilxt4b6g 813 30 . . . cord-132843-ilxt4b6g 814 1 Models model NNS cord-132843-ilxt4b6g 814 2 such such JJ cord-132843-ilxt4b6g 814 3 as as IN cord-132843-ilxt4b6g 814 4 point point NN cord-132843-ilxt4b6g 814 5 processes process NNS cord-132843-ilxt4b6g 814 6 [ [ -LRB- cord-132843-ilxt4b6g 814 7 130 130 CD cord-132843-ilxt4b6g 814 8 ] ] -RRB- cord-132843-ilxt4b6g 814 9 or or CC cord-132843-ilxt4b6g 814 10 Bayesian bayesian JJ cord-132843-ilxt4b6g 814 11 networks network NNS cord-132843-ilxt4b6g 814 12 [ [ -LRB- cord-132843-ilxt4b6g 814 13 133 133 CD cord-132843-ilxt4b6g 814 14 ] ] -RRB- cord-132843-ilxt4b6g 814 15 are be VBP cord-132843-ilxt4b6g 814 16 usually usually RB cord-132843-ilxt4b6g 814 17 used use VBN cord-132843-ilxt4b6g 814 18 to to TO cord-132843-ilxt4b6g 814 19 address address VB cord-132843-ilxt4b6g 814 20 such such JJ cord-132843-ilxt4b6g 814 21 problems problem NNS cord-132843-ilxt4b6g 814 22 . . . cord-132843-ilxt4b6g 815 1 Despite despite IN cord-132843-ilxt4b6g 815 2 the the DT cord-132843-ilxt4b6g 815 3 major major JJ cord-132843-ilxt4b6g 815 4 advances advance NNS cord-132843-ilxt4b6g 815 5 in in IN cord-132843-ilxt4b6g 815 6 event event NN cord-132843-ilxt4b6g 815 7 prediction prediction NN cord-132843-ilxt4b6g 815 8 in in IN cord-132843-ilxt4b6g 815 9 recent recent JJ cord-132843-ilxt4b6g 815 10 years year NNS cord-132843-ilxt4b6g 815 11 , , , cord-132843-ilxt4b6g 815 12 there there EX cord-132843-ilxt4b6g 815 13 are be VBP cord-132843-ilxt4b6g 815 14 still still RB cord-132843-ilxt4b6g 815 15 a a DT cord-132843-ilxt4b6g 815 16 number number NN cord-132843-ilxt4b6g 815 17 of of IN cord-132843-ilxt4b6g 815 18 open open JJ cord-132843-ilxt4b6g 815 19 problems problem NNS cord-132843-ilxt4b6g 815 20 and and CC cord-132843-ilxt4b6g 815 21 potentially potentially RB cord-132843-ilxt4b6g 815 22 fruitful fruitful JJ cord-132843-ilxt4b6g 815 23 directions direction NNS cord-132843-ilxt4b6g 815 24 for for IN cord-132843-ilxt4b6g 815 25 future future JJ cord-132843-ilxt4b6g 815 26 research research NN cord-132843-ilxt4b6g 815 27 , , , cord-132843-ilxt4b6g 815 28 as as IN cord-132843-ilxt4b6g 815 29 follows follow VBZ cord-132843-ilxt4b6g 815 30 : : : cord-132843-ilxt4b6g 816 1 Increasingly increasingly RB cord-132843-ilxt4b6g 816 2 sophisticated sophisticated JJ cord-132843-ilxt4b6g 816 3 forecasting forecasting NN cord-132843-ilxt4b6g 816 4 models model NNS cord-132843-ilxt4b6g 816 5 have have VBP cord-132843-ilxt4b6g 816 6 been be VBN cord-132843-ilxt4b6g 816 7 proposed propose VBN cord-132843-ilxt4b6g 816 8 to to TO cord-132843-ilxt4b6g 816 9 improve improve VB cord-132843-ilxt4b6g 816 10 the the DT cord-132843-ilxt4b6g 816 11 prediction prediction NN cord-132843-ilxt4b6g 816 12 accuracy accuracy NN cord-132843-ilxt4b6g 816 13 , , , cord-132843-ilxt4b6g 816 14 including include VBG cord-132843-ilxt4b6g 816 15 those those DT cord-132843-ilxt4b6g 816 16 utilizing utilize VBG cord-132843-ilxt4b6g 816 17 approaches approach NNS cord-132843-ilxt4b6g 816 18 such such JJ cord-132843-ilxt4b6g 816 19 as as IN cord-132843-ilxt4b6g 816 20 ensemble ensemble NN cord-132843-ilxt4b6g 816 21 models model NNS cord-132843-ilxt4b6g 816 22 , , , cord-132843-ilxt4b6g 816 23 neural neural JJ cord-132843-ilxt4b6g 816 24 networks network NNS cord-132843-ilxt4b6g 816 25 , , , cord-132843-ilxt4b6g 816 26 and and CC cord-132843-ilxt4b6g 816 27 the the DT cord-132843-ilxt4b6g 816 28 other other JJ cord-132843-ilxt4b6g 816 29 complex complex JJ cord-132843-ilxt4b6g 816 30 systems system NNS cord-132843-ilxt4b6g 816 31 mentioned mention VBN cord-132843-ilxt4b6g 816 32 above above RB cord-132843-ilxt4b6g 816 33 . . . cord-132843-ilxt4b6g 817 1 However however RB cord-132843-ilxt4b6g 817 2 , , , cord-132843-ilxt4b6g 817 3 although although IN cord-132843-ilxt4b6g 817 4 the the DT cord-132843-ilxt4b6g 817 5 accuracy accuracy NN cord-132843-ilxt4b6g 817 6 can can MD cord-132843-ilxt4b6g 817 7 be be VB cord-132843-ilxt4b6g 817 8 improved improve VBN cord-132843-ilxt4b6g 817 9 , , , cord-132843-ilxt4b6g 817 10 the the DT cord-132843-ilxt4b6g 817 11 event event NN cord-132843-ilxt4b6g 817 12 prediction prediction NN cord-132843-ilxt4b6g 817 13 models model NNS cord-132843-ilxt4b6g 817 14 are be VBP cord-132843-ilxt4b6g 817 15 rapidly rapidly RB cord-132843-ilxt4b6g 817 16 becoming become VBG cord-132843-ilxt4b6g 817 17 too too RB cord-132843-ilxt4b6g 817 18 complex complex JJ cord-132843-ilxt4b6g 817 19 to to TO cord-132843-ilxt4b6g 817 20 be be VB cord-132843-ilxt4b6g 817 21 interpreted interpret VBN cord-132843-ilxt4b6g 817 22 by by IN cord-132843-ilxt4b6g 817 23 human human JJ cord-132843-ilxt4b6g 817 24 operators operator NNS cord-132843-ilxt4b6g 817 25 . . . cord-132843-ilxt4b6g 818 1 The the DT cord-132843-ilxt4b6g 818 2 need need NN cord-132843-ilxt4b6g 818 3 for for IN cord-132843-ilxt4b6g 818 4 better well JJR cord-132843-ilxt4b6g 818 5 model model NN cord-132843-ilxt4b6g 818 6 accountability accountability NN cord-132843-ilxt4b6g 818 7 and and CC cord-132843-ilxt4b6g 818 8 interpretability interpretability NN cord-132843-ilxt4b6g 818 9 is be VBZ cord-132843-ilxt4b6g 818 10 becoming become VBG cord-132843-ilxt4b6g 818 11 an an DT cord-132843-ilxt4b6g 818 12 important important JJ cord-132843-ilxt4b6g 818 13 issue issue NN cord-132843-ilxt4b6g 818 14 ; ; : cord-132843-ilxt4b6g 818 15 as as IN cord-132843-ilxt4b6g 818 16 big big JJ cord-132843-ilxt4b6g 818 17 data datum NNS cord-132843-ilxt4b6g 818 18 and and CC cord-132843-ilxt4b6g 818 19 Artificial Artificial NNP cord-132843-ilxt4b6g 818 20 Intelligence Intelligence NNP cord-132843-ilxt4b6g 818 21 techniques technique NNS cord-132843-ilxt4b6g 818 22 are be VBP cord-132843-ilxt4b6g 818 23 applied apply VBN cord-132843-ilxt4b6g 818 24 to to IN cord-132843-ilxt4b6g 818 25 ever ever RB cord-132843-ilxt4b6g 818 26 more more JJR cord-132843-ilxt4b6g 818 27 domains domain NNS cord-132843-ilxt4b6g 818 28 this this DT cord-132843-ilxt4b6g 818 29 can can MD cord-132843-ilxt4b6g 818 30 lead lead VB cord-132843-ilxt4b6g 818 31 to to IN cord-132843-ilxt4b6g 818 32 serious serious JJ cord-132843-ilxt4b6g 818 33 consequences consequence NNS cord-132843-ilxt4b6g 818 34 for for IN cord-132843-ilxt4b6g 818 35 applications application NNS cord-132843-ilxt4b6g 818 36 such such JJ cord-132843-ilxt4b6g 818 37 as as IN cord-132843-ilxt4b6g 818 38 healthcare healthcare NN cord-132843-ilxt4b6g 818 39 and and CC cord-132843-ilxt4b6g 818 40 disaster disaster NN cord-132843-ilxt4b6g 818 41 management management NN cord-132843-ilxt4b6g 818 42 . . . cord-132843-ilxt4b6g 819 1 Models model NNS cord-132843-ilxt4b6g 819 2 that that WDT cord-132843-ilxt4b6g 819 3 are be VBP cord-132843-ilxt4b6g 819 4 not not RB cord-132843-ilxt4b6g 819 5 interpretable interpretable JJ cord-132843-ilxt4b6g 819 6 by by IN cord-132843-ilxt4b6g 819 7 humans human NNS cord-132843-ilxt4b6g 819 8 will will MD cord-132843-ilxt4b6g 819 9 find find VB cord-132843-ilxt4b6g 819 10 it -PRON- PRP cord-132843-ilxt4b6g 819 11 hard hard JJ cord-132843-ilxt4b6g 819 12 to to TO cord-132843-ilxt4b6g 819 13 build build VB cord-132843-ilxt4b6g 819 14 the the DT cord-132843-ilxt4b6g 819 15 trust trust NN cord-132843-ilxt4b6g 819 16 needed need VBN cord-132843-ilxt4b6g 819 17 if if IN cord-132843-ilxt4b6g 819 18 they -PRON- PRP cord-132843-ilxt4b6g 819 19 are be VBP cord-132843-ilxt4b6g 819 20 to to TO cord-132843-ilxt4b6g 819 21 be be VB cord-132843-ilxt4b6g 819 22 fully fully RB cord-132843-ilxt4b6g 819 23 integrated integrate VBN cord-132843-ilxt4b6g 819 24 into into IN cord-132843-ilxt4b6g 819 25 the the DT cord-132843-ilxt4b6g 819 26 workflow workflow NN cord-132843-ilxt4b6g 819 27 of of IN cord-132843-ilxt4b6g 819 28 practitioners practitioner NNS cord-132843-ilxt4b6g 819 29 . . . cord-132843-ilxt4b6g 820 1 A a DT cord-132843-ilxt4b6g 820 2 closely closely RB cord-132843-ilxt4b6g 820 3 related related JJ cord-132843-ilxt4b6g 820 4 key key JJ cord-132843-ilxt4b6g 820 5 feature feature NN cord-132843-ilxt4b6g 820 6 is be VBZ cord-132843-ilxt4b6g 820 7 the the DT cord-132843-ilxt4b6g 820 8 accountability accountability NN cord-132843-ilxt4b6g 820 9 of of IN cord-132843-ilxt4b6g 820 10 the the DT cord-132843-ilxt4b6g 820 11 event event NN cord-132843-ilxt4b6g 820 12 prediction prediction NN cord-132843-ilxt4b6g 820 13 system system NN cord-132843-ilxt4b6g 820 14 . . . cord-132843-ilxt4b6g 821 1 For for IN cord-132843-ilxt4b6g 821 2 example example NN cord-132843-ilxt4b6g 821 3 , , , cord-132843-ilxt4b6g 821 4 disaster disaster NN cord-132843-ilxt4b6g 821 5 managers manager NNS cord-132843-ilxt4b6g 821 6 need need VBP cord-132843-ilxt4b6g 821 7 to to TO cord-132843-ilxt4b6g 821 8 thoroughly thoroughly RB cord-132843-ilxt4b6g 821 9 understand understand VB cord-132843-ilxt4b6g 821 10 a a DT cord-132843-ilxt4b6g 821 11 model model NN cord-132843-ilxt4b6g 821 12 's 's POS cord-132843-ilxt4b6g 821 13 recommendations recommendation NNS cord-132843-ilxt4b6g 821 14 if if IN cord-132843-ilxt4b6g 821 15 they -PRON- PRP cord-132843-ilxt4b6g 821 16 are be VBP cord-132843-ilxt4b6g 821 17 to to TO cord-132843-ilxt4b6g 821 18 be be VB cord-132843-ilxt4b6g 821 19 able able JJ cord-132843-ilxt4b6g 821 20 to to TO cord-132843-ilxt4b6g 821 21 explain explain VB cord-132843-ilxt4b6g 821 22 the the DT cord-132843-ilxt4b6g 821 23 reason reason NN cord-132843-ilxt4b6g 821 24 for for IN cord-132843-ilxt4b6g 821 25 a a DT cord-132843-ilxt4b6g 821 26 decision decision NN cord-132843-ilxt4b6g 821 27 to to TO cord-132843-ilxt4b6g 821 28 displace displace VB cord-132843-ilxt4b6g 821 29 people people NNS cord-132843-ilxt4b6g 821 30 in in IN cord-132843-ilxt4b6g 821 31 a a DT cord-132843-ilxt4b6g 821 32 court court NN cord-132843-ilxt4b6g 821 33 of of IN cord-132843-ilxt4b6g 821 34 law law NN cord-132843-ilxt4b6g 821 35 . . . cord-132843-ilxt4b6g 822 1 Moreover moreover RB cord-132843-ilxt4b6g 822 2 , , , cord-132843-ilxt4b6g 822 3 an an DT cord-132843-ilxt4b6g 822 4 ever ever RB cord-132843-ilxt4b6g 822 5 increasing increase VBG cord-132843-ilxt4b6g 822 6 number number NN cord-132843-ilxt4b6g 822 7 of of IN cord-132843-ilxt4b6g 822 8 laws law NNS cord-132843-ilxt4b6g 822 9 in in IN cord-132843-ilxt4b6g 822 10 countries country NNS cord-132843-ilxt4b6g 822 11 around around IN cord-132843-ilxt4b6g 822 12 the the DT cord-132843-ilxt4b6g 822 13 world world NN cord-132843-ilxt4b6g 822 14 are be VBP cord-132843-ilxt4b6g 822 15 beginning begin VBG cord-132843-ilxt4b6g 822 16 to to TO cord-132843-ilxt4b6g 822 17 require require VB cord-132843-ilxt4b6g 822 18 adequate adequate JJ cord-132843-ilxt4b6g 822 19 explanations explanation NNS cord-132843-ilxt4b6g 822 20 of of IN cord-132843-ilxt4b6g 822 21 decisions decision NNS cord-132843-ilxt4b6g 822 22 reached reach VBN cord-132843-ilxt4b6g 822 23 based base VBN cord-132843-ilxt4b6g 822 24 on on IN cord-132843-ilxt4b6g 822 25 model model NN cord-132843-ilxt4b6g 822 26 recommendations recommendation NNS cord-132843-ilxt4b6g 822 27 . . . cord-132843-ilxt4b6g 823 1 For for IN cord-132843-ilxt4b6g 823 2 example example NN cord-132843-ilxt4b6g 823 3 , , , cord-132843-ilxt4b6g 823 4 Articles article NNS cord-132843-ilxt4b6g 823 5 13 13 CD cord-132843-ilxt4b6g 823 6 - - SYM cord-132843-ilxt4b6g 823 7 15 15 CD cord-132843-ilxt4b6g 823 8 in in IN cord-132843-ilxt4b6g 823 9 the the DT cord-132843-ilxt4b6g 823 10 European European NNP cord-132843-ilxt4b6g 823 11 Union Union NNP cord-132843-ilxt4b6g 823 12 's 's POS cord-132843-ilxt4b6g 823 13 General General NNP cord-132843-ilxt4b6g 823 14 Data Data NNP cord-132843-ilxt4b6g 823 15 Protection Protection NNP cord-132843-ilxt4b6g 823 16 Regulation Regulation NNP cord-132843-ilxt4b6g 823 17 ( ( -LRB- cord-132843-ilxt4b6g 823 18 GDPR GDPR NNP cord-132843-ilxt4b6g 823 19 ) ) -RRB- cord-132843-ilxt4b6g 823 20 [ [ -LRB- cord-132843-ilxt4b6g 823 21 207 207 CD cord-132843-ilxt4b6g 823 22 ] ] -RRB- cord-132843-ilxt4b6g 823 23 require require VBP cord-132843-ilxt4b6g 823 24 algorithms algorithm NNS cord-132843-ilxt4b6g 823 25 that that WDT cord-132843-ilxt4b6g 823 26 make make VBP cord-132843-ilxt4b6g 823 27 decisions decision NNS cord-132843-ilxt4b6g 823 28 that that WDT cord-132843-ilxt4b6g 823 29 âĂIJsignificantly âăijsignificantly RB cord-132843-ilxt4b6g 823 30 affect affect VBP cord-132843-ilxt4b6g 823 31 " " '' cord-132843-ilxt4b6g 823 32 individuals individual NNS cord-132843-ilxt4b6g 823 33 to to TO cord-132843-ilxt4b6g 823 34 provide provide VB cord-132843-ilxt4b6g 823 35 explanations explanation NNS cord-132843-ilxt4b6g 823 36 ( ( -LRB- cord-132843-ilxt4b6g 823 37 " " `` cord-132843-ilxt4b6g 823 38 right right JJ cord-132843-ilxt4b6g 823 39 to to IN cord-132843-ilxt4b6g 823 40 explanation explanation NN cord-132843-ilxt4b6g 823 41 " " '' cord-132843-ilxt4b6g 823 42 ) ) -RRB- cord-132843-ilxt4b6g 823 43 by by IN cord-132843-ilxt4b6g 823 44 May May NNP cord-132843-ilxt4b6g 823 45 28 28 CD cord-132843-ilxt4b6g 823 46 , , , cord-132843-ilxt4b6g 823 47 2018 2018 CD cord-132843-ilxt4b6g 823 48 . . . cord-132843-ilxt4b6g 824 1 Similar similar JJ cord-132843-ilxt4b6g 824 2 laws law NNS cord-132843-ilxt4b6g 824 3 have have VBP cord-132843-ilxt4b6g 824 4 also also RB cord-132843-ilxt4b6g 824 5 been be VBN cord-132843-ilxt4b6g 824 6 established establish VBN cord-132843-ilxt4b6g 824 7 in in IN cord-132843-ilxt4b6g 824 8 countries country NNS cord-132843-ilxt4b6g 824 9 such such JJ cord-132843-ilxt4b6g 824 10 as as IN cord-132843-ilxt4b6g 824 11 the the DT cord-132843-ilxt4b6g 824 12 United United NNP cord-132843-ilxt4b6g 824 13 States States NNP cord-132843-ilxt4b6g 824 14 [ [ -LRB- cord-132843-ilxt4b6g 824 15 48 48 CD cord-132843-ilxt4b6g 824 16 ] ] -RRB- cord-132843-ilxt4b6g 824 17 and and CC cord-132843-ilxt4b6g 824 18 China China NNP cord-132843-ilxt4b6g 824 19 [ [ -LRB- cord-132843-ilxt4b6g 824 20 166 166 CD cord-132843-ilxt4b6g 824 21 ] ] -RRB- cord-132843-ilxt4b6g 824 22 . . . cord-132843-ilxt4b6g 825 1 The the DT cord-132843-ilxt4b6g 825 2 massive massive JJ cord-132843-ilxt4b6g 825 3 popularity popularity NN cord-132843-ilxt4b6g 825 4 of of IN cord-132843-ilxt4b6g 825 5 the the DT cord-132843-ilxt4b6g 825 6 proposal proposal NN cord-132843-ilxt4b6g 825 7 , , , cord-132843-ilxt4b6g 825 8 development development NN cord-132843-ilxt4b6g 825 9 , , , cord-132843-ilxt4b6g 825 10 and and CC cord-132843-ilxt4b6g 825 11 deployment deployment NN cord-132843-ilxt4b6g 825 12 of of IN cord-132843-ilxt4b6g 825 13 event event NN cord-132843-ilxt4b6g 825 14 prediction prediction NN cord-132843-ilxt4b6g 825 15 is be VBZ cord-132843-ilxt4b6g 825 16 stimulating stimulate VBG cord-132843-ilxt4b6g 825 17 a a DT cord-132843-ilxt4b6g 825 18 surge surge NN cord-132843-ilxt4b6g 825 19 interest interest NN cord-132843-ilxt4b6g 825 20 in in IN cord-132843-ilxt4b6g 825 21 developing develop VBG cord-132843-ilxt4b6g 825 22 ways way NNS cord-132843-ilxt4b6g 825 23 to to TO cord-132843-ilxt4b6g 825 24 counter counter VB cord-132843-ilxt4b6g 825 25 - - NN cord-132843-ilxt4b6g 825 26 attack attack VB cord-132843-ilxt4b6g 825 27 these these DT cord-132843-ilxt4b6g 825 28 systems system NNS cord-132843-ilxt4b6g 825 29 . . . cord-132843-ilxt4b6g 826 1 It -PRON- PRP cord-132843-ilxt4b6g 826 2 will will MD cord-132843-ilxt4b6g 826 3 therefore therefore RB cord-132843-ilxt4b6g 826 4 not not RB cord-132843-ilxt4b6g 826 5 be be VB cord-132843-ilxt4b6g 826 6 a a DT cord-132843-ilxt4b6g 826 7 surprise surprise NN cord-132843-ilxt4b6g 826 8 when when WRB cord-132843-ilxt4b6g 826 9 we -PRON- PRP cord-132843-ilxt4b6g 826 10 begin begin VBP cord-132843-ilxt4b6g 826 11 to to TO cord-132843-ilxt4b6g 826 12 see see VB cord-132843-ilxt4b6g 826 13 the the DT cord-132843-ilxt4b6g 826 14 introduction introduction NN cord-132843-ilxt4b6g 826 15 of of IN cord-132843-ilxt4b6g 826 16 techniques technique NNS cord-132843-ilxt4b6g 826 17 to to TO cord-132843-ilxt4b6g 826 18 obfuscate obfuscate VB cord-132843-ilxt4b6g 826 19 these these DT cord-132843-ilxt4b6g 826 20 event event NN cord-132843-ilxt4b6g 826 21 prediction prediction NN cord-132843-ilxt4b6g 826 22 methods method NNS cord-132843-ilxt4b6g 826 23 in in IN cord-132843-ilxt4b6g 826 24 the the DT cord-132843-ilxt4b6g 826 25 near near JJ cord-132843-ilxt4b6g 826 26 future future NN cord-132843-ilxt4b6g 826 27 . . . cord-132843-ilxt4b6g 827 1 As as IN cord-132843-ilxt4b6g 827 2 with with IN cord-132843-ilxt4b6g 827 3 many many JJ cord-132843-ilxt4b6g 827 4 state state NN cord-132843-ilxt4b6g 827 5 - - HYPH cord-132843-ilxt4b6g 827 6 of of IN cord-132843-ilxt4b6g 827 7 - - HYPH cord-132843-ilxt4b6g 827 8 the the DT cord-132843-ilxt4b6g 827 9 - - HYPH cord-132843-ilxt4b6g 827 10 art art NN cord-132843-ilxt4b6g 827 11 AI ai NN cord-132843-ilxt4b6g 827 12 techniques technique NNS cord-132843-ilxt4b6g 827 13 applied apply VBN cord-132843-ilxt4b6g 827 14 in in IN cord-132843-ilxt4b6g 827 15 other other JJ cord-132843-ilxt4b6g 827 16 domains domain NNS cord-132843-ilxt4b6g 827 17 such such JJ cord-132843-ilxt4b6g 827 18 as as IN cord-132843-ilxt4b6g 827 19 object object NN cord-132843-ilxt4b6g 827 20 recognition recognition NN cord-132843-ilxt4b6g 827 21 , , , cord-132843-ilxt4b6g 827 22 event event NN cord-132843-ilxt4b6g 827 23 prediction prediction NN cord-132843-ilxt4b6g 827 24 methods method NNS cord-132843-ilxt4b6g 827 25 can can MD cord-132843-ilxt4b6g 827 26 also also RB cord-132843-ilxt4b6g 827 27 be be VB cord-132843-ilxt4b6g 827 28 very very RB cord-132843-ilxt4b6g 827 29 vulnerable vulnerable JJ cord-132843-ilxt4b6g 827 30 to to IN cord-132843-ilxt4b6g 827 31 noise noise NN cord-132843-ilxt4b6g 827 32 and and CC cord-132843-ilxt4b6g 827 33 adversarial adversarial JJ cord-132843-ilxt4b6g 827 34 attacks attack NNS cord-132843-ilxt4b6g 827 35 . . . cord-132843-ilxt4b6g 828 1 The the DT cord-132843-ilxt4b6g 828 2 famous famous JJ cord-132843-ilxt4b6g 828 3 failure failure NN cord-132843-ilxt4b6g 828 4 of of IN cord-132843-ilxt4b6g 828 5 Google Google NNP cord-132843-ilxt4b6g 828 6 Flu Flu NNP cord-132843-ilxt4b6g 828 7 trends trend NNS cord-132843-ilxt4b6g 828 8 , , , cord-132843-ilxt4b6g 828 9 which which WDT cord-132843-ilxt4b6g 828 10 missed miss VBD cord-132843-ilxt4b6g 828 11 the the DT cord-132843-ilxt4b6g 828 12 peak peak NN cord-132843-ilxt4b6g 828 13 of of IN cord-132843-ilxt4b6g 828 14 the the DT cord-132843-ilxt4b6g 828 15 2013 2013 CD cord-132843-ilxt4b6g 828 16 flu flu NN cord-132843-ilxt4b6g 828 17 season season NN cord-132843-ilxt4b6g 828 18 by by IN cord-132843-ilxt4b6g 828 19 140 140 CD cord-132843-ilxt4b6g 828 20 percent percent NN cord-132843-ilxt4b6g 828 21 due due JJ cord-132843-ilxt4b6g 828 22 to to IN cord-132843-ilxt4b6g 828 23 low low JJ cord-132843-ilxt4b6g 828 24 relevance relevance NN cord-132843-ilxt4b6g 828 25 and and CC cord-132843-ilxt4b6g 828 26 high high JJ cord-132843-ilxt4b6g 828 27 disturbance disturbance NN cord-132843-ilxt4b6g 828 28 affecting affect VBG cord-132843-ilxt4b6g 828 29 the the DT cord-132843-ilxt4b6g 828 30 input input NN cord-132843-ilxt4b6g 828 31 signal signal NN cord-132843-ilxt4b6g 828 32 , , , cord-132843-ilxt4b6g 828 33 is be VBZ cord-132843-ilxt4b6g 828 34 a a DT cord-132843-ilxt4b6g 828 35 vivid vivid JJ cord-132843-ilxt4b6g 828 36 memory memory NN cord-132843-ilxt4b6g 828 37 for for IN cord-132843-ilxt4b6g 828 38 practitioners practitioner NNS cord-132843-ilxt4b6g 828 39 in in IN cord-132843-ilxt4b6g 828 40 the the DT cord-132843-ilxt4b6g 828 41 field field NN cord-132843-ilxt4b6g 828 42 [ [ -LRB- cord-132843-ilxt4b6g 828 43 82 82 CD cord-132843-ilxt4b6g 828 44 ] ] -RRB- cord-132843-ilxt4b6g 828 45 . . . cord-132843-ilxt4b6g 829 1 Many many JJ cord-132843-ilxt4b6g 829 2 predictions prediction NNS cord-132843-ilxt4b6g 829 3 relying rely VBG cord-132843-ilxt4b6g 829 4 on on IN cord-132843-ilxt4b6g 829 5 social social JJ cord-132843-ilxt4b6g 829 6 media medium NNS cord-132843-ilxt4b6g 829 7 data datum NNS cord-132843-ilxt4b6g 829 8 can can MD cord-132843-ilxt4b6g 829 9 also also RB cord-132843-ilxt4b6g 829 10 be be VB cord-132843-ilxt4b6g 829 11 easily easily RB cord-132843-ilxt4b6g 829 12 influenced influence VBN cord-132843-ilxt4b6g 829 13 or or CC cord-132843-ilxt4b6g 829 14 flipped flip VBN cord-132843-ilxt4b6g 829 15 by by IN cord-132843-ilxt4b6g 829 16 injecting inject VBG cord-132843-ilxt4b6g 829 17 scam scam NN cord-132843-ilxt4b6g 829 18 messages message NNS cord-132843-ilxt4b6g 829 19 . . . cord-132843-ilxt4b6g 830 1 Event event NN cord-132843-ilxt4b6g 830 2 prediction prediction NN cord-132843-ilxt4b6g 830 3 models model NNS cord-132843-ilxt4b6g 830 4 also also RB cord-132843-ilxt4b6g 830 5 tend tend VBP cord-132843-ilxt4b6g 830 6 to to IN cord-132843-ilxt4b6g 830 7 over over IN cord-132843-ilxt4b6g 830 8 - - HYPH cord-132843-ilxt4b6g 830 9 rely rely VB cord-132843-ilxt4b6g 830 10 on on IN cord-132843-ilxt4b6g 830 11 low low JJ cord-132843-ilxt4b6g 830 12 - - HYPH cord-132843-ilxt4b6g 830 13 quality quality NN cord-132843-ilxt4b6g 830 14 input input NN cord-132843-ilxt4b6g 830 15 data datum NNS cord-132843-ilxt4b6g 830 16 that that WDT cord-132843-ilxt4b6g 830 17 can can MD cord-132843-ilxt4b6g 830 18 be be VB cord-132843-ilxt4b6g 830 19 easily easily RB cord-132843-ilxt4b6g 830 20 disturbed disturb VBN cord-132843-ilxt4b6g 830 21 or or CC cord-132843-ilxt4b6g 830 22 manipulated manipulate VBN cord-132843-ilxt4b6g 830 23 , , , cord-132843-ilxt4b6g 830 24 lacking lack VBG cord-132843-ilxt4b6g 830 25 sufficient sufficient JJ cord-132843-ilxt4b6g 830 26 robustness robustness NN cord-132843-ilxt4b6g 830 27 to to TO cord-132843-ilxt4b6g 830 28 survive survive VB cord-132843-ilxt4b6g 830 29 noisy noisy JJ cord-132843-ilxt4b6g 830 30 signals signal NNS cord-132843-ilxt4b6g 830 31 and and CC cord-132843-ilxt4b6g 830 32 adversarial adversarial JJ cord-132843-ilxt4b6g 830 33 attacks attack NNS cord-132843-ilxt4b6g 830 34 . . . cord-132843-ilxt4b6g 831 1 Similar similar JJ cord-132843-ilxt4b6g 831 2 problems problem NNS cord-132843-ilxt4b6g 831 3 threaten threaten VBP cord-132843-ilxt4b6g 831 4 to to IN cord-132843-ilxt4b6g 831 5 other other JJ cord-132843-ilxt4b6g 831 6 application application NN cord-132843-ilxt4b6g 831 7 domains domain NNS cord-132843-ilxt4b6g 831 8 such such JJ cord-132843-ilxt4b6g 831 9 as as IN cord-132843-ilxt4b6g 831 10 business business NN cord-132843-ilxt4b6g 831 11 intelligence intelligence NN cord-132843-ilxt4b6g 831 12 , , , cord-132843-ilxt4b6g 831 13 crime crime NN cord-132843-ilxt4b6g 831 14 , , , cord-132843-ilxt4b6g 831 15 and and CC cord-132843-ilxt4b6g 831 16 cyber cyber JJ cord-132843-ilxt4b6g 831 17 systems system NNS cord-132843-ilxt4b6g 831 18 . . . cord-132843-ilxt4b6g 832 1 Over over IN cord-132843-ilxt4b6g 832 2 the the DT cord-132843-ilxt4b6g 832 3 years year NNS cord-132843-ilxt4b6g 832 4 , , , cord-132843-ilxt4b6g 832 5 many many JJ cord-132843-ilxt4b6g 832 6 domains domain NNS cord-132843-ilxt4b6g 832 7 have have VBP cord-132843-ilxt4b6g 832 8 accumulated accumulate VBN cord-132843-ilxt4b6g 832 9 a a DT cord-132843-ilxt4b6g 832 10 significant significant JJ cord-132843-ilxt4b6g 832 11 amount amount NN cord-132843-ilxt4b6g 832 12 of of IN cord-132843-ilxt4b6g 832 13 knowledge knowledge NN cord-132843-ilxt4b6g 832 14 and and CC cord-132843-ilxt4b6g 832 15 experience experience NN cord-132843-ilxt4b6g 832 16 about about IN cord-132843-ilxt4b6g 832 17 event event NN cord-132843-ilxt4b6g 832 18 development development NN cord-132843-ilxt4b6g 832 19 occurrence occurrence NN cord-132843-ilxt4b6g 832 20 mechanisms mechanism NNS cord-132843-ilxt4b6g 832 21 , , , cord-132843-ilxt4b6g 832 22 which which WDT cord-132843-ilxt4b6g 832 23 can can MD cord-132843-ilxt4b6g 832 24 thus thus RB cord-132843-ilxt4b6g 832 25 provide provide VB cord-132843-ilxt4b6g 832 26 important important JJ cord-132843-ilxt4b6g 832 27 clues clue NNS cord-132843-ilxt4b6g 832 28 for for IN cord-132843-ilxt4b6g 832 29 anticipating anticipate VBG cord-132843-ilxt4b6g 832 30 future future JJ cord-132843-ilxt4b6g 832 31 events event NNS cord-132843-ilxt4b6g 832 32 , , , cord-132843-ilxt4b6g 832 33 such such JJ cord-132843-ilxt4b6g 832 34 as as IN cord-132843-ilxt4b6g 832 35 epidiomiology epidiomiology NN cord-132843-ilxt4b6g 832 36 models model NNS cord-132843-ilxt4b6g 832 37 , , , cord-132843-ilxt4b6g 832 38 socio socio JJ cord-132843-ilxt4b6g 832 39 - - HYPH cord-132843-ilxt4b6g 832 40 political political JJ cord-132843-ilxt4b6g 832 41 models model NNS cord-132843-ilxt4b6g 832 42 , , , cord-132843-ilxt4b6g 832 43 and and CC cord-132843-ilxt4b6g 832 44 earthquake earthquake NN cord-132843-ilxt4b6g 832 45 models model NNS cord-132843-ilxt4b6g 832 46 . . . cord-132843-ilxt4b6g 833 1 All all DT cord-132843-ilxt4b6g 833 2 of of IN cord-132843-ilxt4b6g 833 3 these these DT cord-132843-ilxt4b6g 833 4 models model NNS cord-132843-ilxt4b6g 833 5 focus focus VBP cord-132843-ilxt4b6g 833 6 on on IN cord-132843-ilxt4b6g 833 7 simplifying simplify VBG cord-132843-ilxt4b6g 833 8 real real JJ cord-132843-ilxt4b6g 833 9 - - HYPH cord-132843-ilxt4b6g 833 10 world world NN cord-132843-ilxt4b6g 833 11 phenomena phenomena JJ cord-132843-ilxt4b6g 833 12 into into IN cord-132843-ilxt4b6g 833 13 concise concise JJ cord-132843-ilxt4b6g 833 14 principles principle NNS cord-132843-ilxt4b6g 833 15 in in IN cord-132843-ilxt4b6g 833 16 order order NN cord-132843-ilxt4b6g 833 17 to to TO cord-132843-ilxt4b6g 833 18 grasp grasp VB cord-132843-ilxt4b6g 833 19 the the DT cord-132843-ilxt4b6g 833 20 core core NN cord-132843-ilxt4b6g 833 21 mechanism mechanism NN cord-132843-ilxt4b6g 833 22 , , , cord-132843-ilxt4b6g 833 23 discarding discard VBG cord-132843-ilxt4b6g 833 24 many many JJ cord-132843-ilxt4b6g 833 25 details detail NNS cord-132843-ilxt4b6g 833 26 in in IN cord-132843-ilxt4b6g 833 27 the the DT cord-132843-ilxt4b6g 833 28 process process NN cord-132843-ilxt4b6g 833 29 . . . cord-132843-ilxt4b6g 834 1 In in IN cord-132843-ilxt4b6g 834 2 contrast contrast NN cord-132843-ilxt4b6g 834 3 , , , cord-132843-ilxt4b6g 834 4 data data NN cord-132843-ilxt4b6g 834 5 - - HYPH cord-132843-ilxt4b6g 834 6 driven drive VBN cord-132843-ilxt4b6g 834 7 models model NNS cord-132843-ilxt4b6g 834 8 strive strive VBP cord-132843-ilxt4b6g 834 9 to to TO cord-132843-ilxt4b6g 834 10 ensure ensure VB cord-132843-ilxt4b6g 834 11 the the DT cord-132843-ilxt4b6g 834 12 accurate accurate JJ cord-132843-ilxt4b6g 834 13 fitting fitting NN cord-132843-ilxt4b6g 834 14 of of IN cord-132843-ilxt4b6g 834 15 large large JJ cord-132843-ilxt4b6g 834 16 historical historical JJ cord-132843-ilxt4b6g 834 17 data data NN cord-132843-ilxt4b6g 834 18 sets set NNS cord-132843-ilxt4b6g 834 19 , , , cord-132843-ilxt4b6g 834 20 based base VBN cord-132843-ilxt4b6g 834 21 on on IN cord-132843-ilxt4b6g 834 22 sufficient sufficient JJ cord-132843-ilxt4b6g 834 23 model model NN cord-132843-ilxt4b6g 834 24 expressiveness expressiveness NN cord-132843-ilxt4b6g 834 25 but but CC cord-132843-ilxt4b6g 834 26 can can MD cord-132843-ilxt4b6g 834 27 not not RB cord-132843-ilxt4b6g 834 28 guarantee guarantee VB cord-132843-ilxt4b6g 834 29 that that IN cord-132843-ilxt4b6g 834 30 the the DT cord-132843-ilxt4b6g 834 31 true true JJ cord-132843-ilxt4b6g 834 32 underlying underlying JJ cord-132843-ilxt4b6g 834 33 principle principle NN cord-132843-ilxt4b6g 834 34 and and CC cord-132843-ilxt4b6g 834 35 causality causality NN cord-132843-ilxt4b6g 834 36 of of IN cord-132843-ilxt4b6g 834 37 event event NN cord-132843-ilxt4b6g 834 38 occurrence occurrence NN cord-132843-ilxt4b6g 834 39 modeled model VBN cord-132843-ilxt4b6g 834 40 accurately accurately RB cord-132843-ilxt4b6g 834 41 . . . cord-132843-ilxt4b6g 835 1 There there EX cord-132843-ilxt4b6g 835 2 is be VBZ cord-132843-ilxt4b6g 835 3 thus thus RB cord-132843-ilxt4b6g 835 4 a a DT cord-132843-ilxt4b6g 835 5 clear clear JJ cord-132843-ilxt4b6g 835 6 motivation motivation NN cord-132843-ilxt4b6g 835 7 to to TO cord-132843-ilxt4b6g 835 8 combine combine VB cord-132843-ilxt4b6g 835 9 their -PRON- PRP$ cord-132843-ilxt4b6g 835 10 complementary complementary JJ cord-132843-ilxt4b6g 835 11 strengths strength NNS cord-132843-ilxt4b6g 835 12 , , , cord-132843-ilxt4b6g 835 13 and and CC cord-132843-ilxt4b6g 835 14 although although IN cord-132843-ilxt4b6g 835 15 this this DT cord-132843-ilxt4b6g 835 16 has have VBZ cord-132843-ilxt4b6g 835 17 already already RB cord-132843-ilxt4b6g 835 18 attracted attract VBN cord-132843-ilxt4b6g 835 19 great great JJ cord-132843-ilxt4b6g 835 20 deal deal NN cord-132843-ilxt4b6g 835 21 of of IN cord-132843-ilxt4b6g 835 22 interest interest NN cord-132843-ilxt4b6g 835 23 [ [ -LRB- cord-132843-ilxt4b6g 835 24 98 98 CD cord-132843-ilxt4b6g 835 25 , , , cord-132843-ilxt4b6g 835 26 242 242 CD cord-132843-ilxt4b6g 835 27 ] ] -RRB- cord-132843-ilxt4b6g 835 28 , , , cord-132843-ilxt4b6g 835 29 most most JJS cord-132843-ilxt4b6g 835 30 of of IN cord-132843-ilxt4b6g 835 31 the the DT cord-132843-ilxt4b6g 835 32 models model NNS cord-132843-ilxt4b6g 835 33 proposed propose VBN cord-132843-ilxt4b6g 835 34 so so RB cord-132843-ilxt4b6g 835 35 far far RB cord-132843-ilxt4b6g 835 36 are be VBP cord-132843-ilxt4b6g 835 37 merely merely RB cord-132843-ilxt4b6g 835 38 ensemble ensemble JJ cord-132843-ilxt4b6g 835 39 learning learning NN cord-132843-ilxt4b6g 835 40 - - HYPH cord-132843-ilxt4b6g 835 41 based base VBN cord-132843-ilxt4b6g 835 42 and and CC cord-132843-ilxt4b6g 835 43 simply simply RB cord-132843-ilxt4b6g 835 44 merge merge VB cord-132843-ilxt4b6g 835 45 the the DT cord-132843-ilxt4b6g 835 46 final final JJ cord-132843-ilxt4b6g 835 47 predictions prediction NNS cord-132843-ilxt4b6g 835 48 from from IN cord-132843-ilxt4b6g 835 49 each each DT cord-132843-ilxt4b6g 835 50 model model NN cord-132843-ilxt4b6g 835 51 . . . cord-132843-ilxt4b6g 836 1 A a DT cord-132843-ilxt4b6g 836 2 more more RBR cord-132843-ilxt4b6g 836 3 thorough thorough JJ cord-132843-ilxt4b6g 836 4 integration integration NN cord-132843-ilxt4b6g 836 5 is be VBZ cord-132843-ilxt4b6g 836 6 needed need VBN cord-132843-ilxt4b6g 836 7 that that WDT cord-132843-ilxt4b6g 836 8 can can MD cord-132843-ilxt4b6g 836 9 directly directly RB cord-132843-ilxt4b6g 836 10 embed embed VB cord-132843-ilxt4b6g 836 11 the the DT cord-132843-ilxt4b6g 836 12 core core NN cord-132843-ilxt4b6g 836 13 principles principle NNS cord-132843-ilxt4b6g 836 14 to to TO cord-132843-ilxt4b6g 836 15 regularize regularize VB cord-132843-ilxt4b6g 836 16 and and CC cord-132843-ilxt4b6g 836 17 instruct instruct VB cord-132843-ilxt4b6g 836 18 the the DT cord-132843-ilxt4b6g 836 19 training training NN cord-132843-ilxt4b6g 836 20 of of IN cord-132843-ilxt4b6g 836 21 data data NN cord-132843-ilxt4b6g 836 22 - - HYPH cord-132843-ilxt4b6g 836 23 driven drive VBN cord-132843-ilxt4b6g 836 24 event event NN cord-132843-ilxt4b6g 836 25 prediction prediction NN cord-132843-ilxt4b6g 836 26 methods method NNS cord-132843-ilxt4b6g 836 27 . . . cord-132843-ilxt4b6g 837 1 Moreover moreover RB cord-132843-ilxt4b6g 837 2 , , , cord-132843-ilxt4b6g 837 3 existing exist VBG cord-132843-ilxt4b6g 837 4 attempts attempt NNS cord-132843-ilxt4b6g 837 5 are be VBP cord-132843-ilxt4b6g 837 6 typically typically RB cord-132843-ilxt4b6g 837 7 specific specific JJ cord-132843-ilxt4b6g 837 8 to to IN cord-132843-ilxt4b6g 837 9 particular particular JJ cord-132843-ilxt4b6g 837 10 domains domain NNS cord-132843-ilxt4b6g 837 11 and and CC cord-132843-ilxt4b6g 837 12 are be VBP cord-132843-ilxt4b6g 837 13 thus thus RB cord-132843-ilxt4b6g 837 14 difficult difficult JJ cord-132843-ilxt4b6g 837 15 to to TO cord-132843-ilxt4b6g 837 16 develop develop VB cord-132843-ilxt4b6g 837 17 further further RB cord-132843-ilxt4b6g 837 18 as as IN cord-132843-ilxt4b6g 837 19 they -PRON- PRP cord-132843-ilxt4b6g 837 20 require require VBP cord-132843-ilxt4b6g 837 21 in in IN cord-132843-ilxt4b6g 837 22 - - HYPH cord-132843-ilxt4b6g 837 23 depth depth NN cord-132843-ilxt4b6g 837 24 collaborations collaboration NNS cord-132843-ilxt4b6g 837 25 between between IN cord-132843-ilxt4b6g 837 26 data datum NNS cord-132843-ilxt4b6g 837 27 scientists scientist NNS cord-132843-ilxt4b6g 837 28 and and CC cord-132843-ilxt4b6g 837 29 domain domain NN cord-132843-ilxt4b6g 837 30 experts expert NNS cord-132843-ilxt4b6g 837 31 . . . cord-132843-ilxt4b6g 838 1 A a DT cord-132843-ilxt4b6g 838 2 generic generic JJ cord-132843-ilxt4b6g 838 3 framework framework NN cord-132843-ilxt4b6g 838 4 developed develop VBN cord-132843-ilxt4b6g 838 5 to to TO cord-132843-ilxt4b6g 838 6 encompass encompass VB cord-132843-ilxt4b6g 838 7 multiple multiple JJ cord-132843-ilxt4b6g 838 8 different different JJ cord-132843-ilxt4b6g 838 9 domains domain NNS cord-132843-ilxt4b6g 838 10 is be VBZ cord-132843-ilxt4b6g 838 11 imperative imperative JJ cord-132843-ilxt4b6g 838 12 and and CC cord-132843-ilxt4b6g 838 13 would would MD cord-132843-ilxt4b6g 838 14 be be VB cord-132843-ilxt4b6g 838 15 highly highly RB cord-132843-ilxt4b6g 838 16 beneficial beneficial JJ cord-132843-ilxt4b6g 838 17 for for IN cord-132843-ilxt4b6g 838 18 the the DT cord-132843-ilxt4b6g 838 19 various various JJ cord-132843-ilxt4b6g 838 20 domain domain NN cord-132843-ilxt4b6g 838 21 experts expert NNS cord-132843-ilxt4b6g 838 22 . . . cord-132843-ilxt4b6g 839 1 The the DT cord-132843-ilxt4b6g 839 2 ultimate ultimate JJ cord-132843-ilxt4b6g 839 3 purpose purpose NN cord-132843-ilxt4b6g 839 4 of of IN cord-132843-ilxt4b6g 839 5 event event NN cord-132843-ilxt4b6g 839 6 prediction prediction NN cord-132843-ilxt4b6g 839 7 is be VBZ cord-132843-ilxt4b6g 839 8 usually usually RB cord-132843-ilxt4b6g 839 9 not not RB cord-132843-ilxt4b6g 839 10 just just RB cord-132843-ilxt4b6g 839 11 to to TO cord-132843-ilxt4b6g 839 12 anticipate anticipate VB cord-132843-ilxt4b6g 839 13 the the DT cord-132843-ilxt4b6g 839 14 future future NN cord-132843-ilxt4b6g 839 15 , , , cord-132843-ilxt4b6g 839 16 but but CC cord-132843-ilxt4b6g 839 17 to to TO cord-132843-ilxt4b6g 839 18 change change VB cord-132843-ilxt4b6g 839 19 it -PRON- PRP cord-132843-ilxt4b6g 839 20 , , , cord-132843-ilxt4b6g 839 21 for for IN cord-132843-ilxt4b6g 839 22 example example NN cord-132843-ilxt4b6g 839 23 by by IN cord-132843-ilxt4b6g 839 24 avoiding avoid VBG cord-132843-ilxt4b6g 839 25 a a DT cord-132843-ilxt4b6g 839 26 system system NN cord-132843-ilxt4b6g 839 27 failure failure NN cord-132843-ilxt4b6g 839 28 and and CC cord-132843-ilxt4b6g 839 29 flattening flatten VBG cord-132843-ilxt4b6g 839 30 the the DT cord-132843-ilxt4b6g 839 31 curve curve NN cord-132843-ilxt4b6g 839 32 of of IN cord-132843-ilxt4b6g 839 33 a a DT cord-132843-ilxt4b6g 839 34 disease disease NN cord-132843-ilxt4b6g 839 35 outbreak outbreak NN cord-132843-ilxt4b6g 839 36 . . . cord-132843-ilxt4b6g 840 1 However however RB cord-132843-ilxt4b6g 840 2 , , , cord-132843-ilxt4b6g 840 3 it -PRON- PRP cord-132843-ilxt4b6g 840 4 is be VBZ cord-132843-ilxt4b6g 840 5 difficult difficult JJ cord-132843-ilxt4b6g 840 6 for for IN cord-132843-ilxt4b6g 840 7 practitioners practitioner NNS cord-132843-ilxt4b6g 840 8 to to TO cord-132843-ilxt4b6g 840 9 determine determine VB cord-132843-ilxt4b6g 840 10 how how WRB cord-132843-ilxt4b6g 840 11 to to TO cord-132843-ilxt4b6g 840 12 act act VB cord-132843-ilxt4b6g 840 13 appropriately appropriately RB cord-132843-ilxt4b6g 840 14 and and CC cord-132843-ilxt4b6g 840 15 implement implement VB cord-132843-ilxt4b6g 840 16 effective effective JJ cord-132843-ilxt4b6g 840 17 policies policy NNS cord-132843-ilxt4b6g 840 18 in in IN cord-132843-ilxt4b6g 840 19 order order NN cord-132843-ilxt4b6g 840 20 to to TO cord-132843-ilxt4b6g 840 21 achieve achieve VB cord-132843-ilxt4b6g 840 22 the the DT cord-132843-ilxt4b6g 840 23 desired desire VBN cord-132843-ilxt4b6g 840 24 results result NNS cord-132843-ilxt4b6g 840 25 in in IN cord-132843-ilxt4b6g 840 26 the the DT cord-132843-ilxt4b6g 840 27 future future NN cord-132843-ilxt4b6g 840 28 . . . cord-132843-ilxt4b6g 841 1 This this DT cord-132843-ilxt4b6g 841 2 requires require VBZ cord-132843-ilxt4b6g 841 3 a a DT cord-132843-ilxt4b6g 841 4 capability capability NN cord-132843-ilxt4b6g 841 5 that that WDT cord-132843-ilxt4b6g 841 6 goes go VBZ cord-132843-ilxt4b6g 841 7 beyond beyond IN cord-132843-ilxt4b6g 841 8 simply simply RB cord-132843-ilxt4b6g 841 9 predicting predict VBG cord-132843-ilxt4b6g 841 10 future future JJ cord-132843-ilxt4b6g 841 11 events event NNS cord-132843-ilxt4b6g 841 12 based base VBN cord-132843-ilxt4b6g 841 13 on on IN cord-132843-ilxt4b6g 841 14 the the DT cord-132843-ilxt4b6g 841 15 current current JJ cord-132843-ilxt4b6g 841 16 situation situation NN cord-132843-ilxt4b6g 841 17 , , , cord-132843-ilxt4b6g 841 18 requiring require VBG cord-132843-ilxt4b6g 841 19 them -PRON- PRP cord-132843-ilxt4b6g 841 20 instead instead RB cord-132843-ilxt4b6g 841 21 to to TO cord-132843-ilxt4b6g 841 22 also also RB cord-132843-ilxt4b6g 841 23 take take VB cord-132843-ilxt4b6g 841 24 into into IN cord-132843-ilxt4b6g 841 25 account account NN cord-132843-ilxt4b6g 841 26 the the DT cord-132843-ilxt4b6g 841 27 new new JJ cord-132843-ilxt4b6g 841 28 actions action NNS cord-132843-ilxt4b6g 841 29 being be VBG cord-132843-ilxt4b6g 841 30 taken take VBN cord-132843-ilxt4b6g 841 31 in in IN cord-132843-ilxt4b6g 841 32 real real JJ cord-132843-ilxt4b6g 841 33 time time NN cord-132843-ilxt4b6g 841 34 and and CC cord-132843-ilxt4b6g 841 35 then then RB cord-132843-ilxt4b6g 841 36 predict predict VB cord-132843-ilxt4b6g 841 37 how how WRB cord-132843-ilxt4b6g 841 38 they -PRON- PRP cord-132843-ilxt4b6g 841 39 might may MD cord-132843-ilxt4b6g 841 40 influence influence VB cord-132843-ilxt4b6g 841 41 the the DT cord-132843-ilxt4b6g 841 42 future future NN cord-132843-ilxt4b6g 841 43 . . . cord-132843-ilxt4b6g 842 1 One one CD cord-132843-ilxt4b6g 842 2 promising promising JJ cord-132843-ilxt4b6g 842 3 direction direction NN cord-132843-ilxt4b6g 842 4 is be VBZ cord-132843-ilxt4b6g 842 5 the the DT cord-132843-ilxt4b6g 842 6 use use NN cord-132843-ilxt4b6g 842 7 of of IN cord-132843-ilxt4b6g 842 8 counterfactual counterfactual JJ cord-132843-ilxt4b6g 842 9 event event NN cord-132843-ilxt4b6g 842 10 [ [ -LRB- cord-132843-ilxt4b6g 842 11 145 145 CD cord-132843-ilxt4b6g 842 12 ] ] -RRB- cord-132843-ilxt4b6g 842 13 prediction prediction NN cord-132843-ilxt4b6g 842 14 that that IN cord-132843-ilxt4b6g 842 15 models model VBZ cord-132843-ilxt4b6g 842 16 what what WP cord-132843-ilxt4b6g 842 17 would would MD cord-132843-ilxt4b6g 842 18 have have VB cord-132843-ilxt4b6g 842 19 happened happen VBN cord-132843-ilxt4b6g 842 20 if if IN cord-132843-ilxt4b6g 842 21 different different JJ cord-132843-ilxt4b6g 842 22 circumstances circumstance NNS cord-132843-ilxt4b6g 842 23 had have VBD cord-132843-ilxt4b6g 842 24 occurred occur VBN cord-132843-ilxt4b6g 842 25 . . . cord-132843-ilxt4b6g 843 1 Another another DT cord-132843-ilxt4b6g 843 2 related related JJ cord-132843-ilxt4b6g 843 3 direction direction NN cord-132843-ilxt4b6g 843 4 is be VBZ cord-132843-ilxt4b6g 843 5 prescriptive prescriptive JJ cord-132843-ilxt4b6g 843 6 analysis analysis NN cord-132843-ilxt4b6g 843 7 where where WRB cord-132843-ilxt4b6g 843 8 different different JJ cord-132843-ilxt4b6g 843 9 actions action NNS cord-132843-ilxt4b6g 843 10 can can MD cord-132843-ilxt4b6g 843 11 be be VB cord-132843-ilxt4b6g 843 12 merged merge VBN cord-132843-ilxt4b6g 843 13 into into IN cord-132843-ilxt4b6g 843 14 the the DT cord-132843-ilxt4b6g 843 15 prediction prediction NN cord-132843-ilxt4b6g 843 16 system system NN cord-132843-ilxt4b6g 843 17 and and CC cord-132843-ilxt4b6g 843 18 future future JJ cord-132843-ilxt4b6g 843 19 results result NNS cord-132843-ilxt4b6g 843 20 anticipated anticipate VBN cord-132843-ilxt4b6g 843 21 or or CC cord-132843-ilxt4b6g 843 22 optimized optimize VBN cord-132843-ilxt4b6g 843 23 . . . cord-132843-ilxt4b6g 844 1 Related related JJ cord-132843-ilxt4b6g 844 2 works work NNS cord-132843-ilxt4b6g 844 3 have have VBP cord-132843-ilxt4b6g 844 4 been be VBN cord-132843-ilxt4b6g 844 5 developed develop VBN cord-132843-ilxt4b6g 844 6 in in IN cord-132843-ilxt4b6g 844 7 few few JJ cord-132843-ilxt4b6g 844 8 domains domain NNS cord-132843-ilxt4b6g 844 9 such such JJ cord-132843-ilxt4b6g 844 10 as as IN cord-132843-ilxt4b6g 844 11 epidemiology epidemiology NN cord-132843-ilxt4b6g 844 12 . . . cord-132843-ilxt4b6g 845 1 However however RB cord-132843-ilxt4b6g 845 2 , , , cord-132843-ilxt4b6g 845 3 as as IN cord-132843-ilxt4b6g 845 4 yet yet RB cord-132843-ilxt4b6g 845 5 these these DT cord-132843-ilxt4b6g 845 6 lack lack JJ cord-132843-ilxt4b6g 845 7 sufficient sufficient JJ cord-132843-ilxt4b6g 845 8 research research NN cord-132843-ilxt4b6g 845 9 in in IN cord-132843-ilxt4b6g 845 10 many many JJ cord-132843-ilxt4b6g 845 11 other other JJ cord-132843-ilxt4b6g 845 12 domains domain NNS cord-132843-ilxt4b6g 845 13 that that WDT cord-132843-ilxt4b6g 845 14 will will MD cord-132843-ilxt4b6g 845 15 be be VB cord-132843-ilxt4b6g 845 16 needed need VBN cord-132843-ilxt4b6g 845 17 if if IN cord-132843-ilxt4b6g 845 18 we -PRON- PRP cord-132843-ilxt4b6g 845 19 are be VBP cord-132843-ilxt4b6g 845 20 to to TO cord-132843-ilxt4b6g 845 21 develop develop VB cord-132843-ilxt4b6g 845 22 generic generic JJ cord-132843-ilxt4b6g 845 23 frameworks framework NNS cord-132843-ilxt4b6g 845 24 that that WDT cord-132843-ilxt4b6g 845 25 can can MD cord-132843-ilxt4b6g 845 26 benefit benefit VB cord-132843-ilxt4b6g 845 27 different different JJ cord-132843-ilxt4b6g 845 28 domains domain NNS cord-132843-ilxt4b6g 845 29 . . . cord-132843-ilxt4b6g 846 1 Existing exist VBG cord-132843-ilxt4b6g 846 2 event event NN cord-132843-ilxt4b6g 846 3 prediction prediction NN cord-132843-ilxt4b6g 846 4 methods method NNS cord-132843-ilxt4b6g 846 5 mostly mostly RB cord-132843-ilxt4b6g 846 6 focus focus VBP cord-132843-ilxt4b6g 846 7 primarily primarily RB cord-132843-ilxt4b6g 846 8 on on IN cord-132843-ilxt4b6g 846 9 accuracy accuracy NN cord-132843-ilxt4b6g 846 10 . . . cord-132843-ilxt4b6g 847 1 However however RB cord-132843-ilxt4b6g 847 2 , , , cord-132843-ilxt4b6g 847 3 decision decision NN cord-132843-ilxt4b6g 847 4 makers maker NNS cord-132843-ilxt4b6g 847 5 who who WP cord-132843-ilxt4b6g 847 6 utilize utilize VBP cord-132843-ilxt4b6g 847 7 these these DT cord-132843-ilxt4b6g 847 8 predicted predict VBN cord-132843-ilxt4b6g 847 9 event event NN cord-132843-ilxt4b6g 847 10 results result NNS cord-132843-ilxt4b6g 847 11 usually usually RB cord-132843-ilxt4b6g 847 12 need need VBP cord-132843-ilxt4b6g 847 13 much much RB cord-132843-ilxt4b6g 847 14 more more JJR cord-132843-ilxt4b6g 847 15 , , , cord-132843-ilxt4b6g 847 16 including include VBG cord-132843-ilxt4b6g 847 17 key key JJ cord-132843-ilxt4b6g 847 18 factors factor NNS cord-132843-ilxt4b6g 847 19 such such JJ cord-132843-ilxt4b6g 847 20 as as IN cord-132843-ilxt4b6g 847 21 event event NN cord-132843-ilxt4b6g 847 22 resolution resolution NN cord-132843-ilxt4b6g 847 23 ( ( -LRB- cord-132843-ilxt4b6g 847 24 e.g. e.g. RB cord-132843-ilxt4b6g 847 25 , , , cord-132843-ilxt4b6g 847 26 time time NN cord-132843-ilxt4b6g 847 27 resolution resolution NN cord-132843-ilxt4b6g 847 28 , , , cord-132843-ilxt4b6g 847 29 location location NN cord-132843-ilxt4b6g 847 30 resolution resolution NN cord-132843-ilxt4b6g 847 31 , , , cord-132843-ilxt4b6g 847 32 description description NN cord-132843-ilxt4b6g 847 33 details detail NNS cord-132843-ilxt4b6g 847 34 ) ) -RRB- cord-132843-ilxt4b6g 847 35 , , , cord-132843-ilxt4b6g 847 36 confidence confidence NN cord-132843-ilxt4b6g 847 37 ( ( -LRB- cord-132843-ilxt4b6g 847 38 e.g. e.g. RB cord-132843-ilxt4b6g 847 39 , , , cord-132843-ilxt4b6g 847 40 the the DT cord-132843-ilxt4b6g 847 41 probability probability NN cord-132843-ilxt4b6g 847 42 a a DT cord-132843-ilxt4b6g 847 43 predicted predict VBN cord-132843-ilxt4b6g 847 44 event event NN cord-132843-ilxt4b6g 847 45 will will MD cord-132843-ilxt4b6g 847 46 occur occur VB cord-132843-ilxt4b6g 847 47 ) ) -RRB- cord-132843-ilxt4b6g 847 48 , , , cord-132843-ilxt4b6g 847 49 efficiency efficiency NN cord-132843-ilxt4b6g 847 50 ( ( -LRB- cord-132843-ilxt4b6g 847 51 whether whether IN cord-132843-ilxt4b6g 847 52 the the DT cord-132843-ilxt4b6g 847 53 model model NN cord-132843-ilxt4b6g 847 54 can can MD cord-132843-ilxt4b6g 847 55 predict predict VB cord-132843-ilxt4b6g 847 56 per per IN cord-132843-ilxt4b6g 847 57 day day NN cord-132843-ilxt4b6g 847 58 or or CC cord-132843-ilxt4b6g 847 59 per per IN cord-132843-ilxt4b6g 847 60 seccond seccond NN cord-132843-ilxt4b6g 847 61 ) ) -RRB- cord-132843-ilxt4b6g 847 62 , , , cord-132843-ilxt4b6g 847 63 lead lead JJ cord-132843-ilxt4b6g 847 64 time time NN cord-132843-ilxt4b6g 847 65 ( ( -LRB- cord-132843-ilxt4b6g 847 66 how how WRB cord-132843-ilxt4b6g 847 67 many many JJ cord-132843-ilxt4b6g 847 68 days day NNS cord-132843-ilxt4b6g 847 69 the the DT cord-132843-ilxt4b6g 847 70 prediction prediction NN cord-132843-ilxt4b6g 847 71 can can MD cord-132843-ilxt4b6g 847 72 be be VB cord-132843-ilxt4b6g 847 73 made make VBN cord-132843-ilxt4b6g 847 74 prior prior RB cord-132843-ilxt4b6g 847 75 to to IN cord-132843-ilxt4b6g 847 76 the the DT cord-132843-ilxt4b6g 847 77 event event NN cord-132843-ilxt4b6g 847 78 occurring occur VBG cord-132843-ilxt4b6g 847 79 ) ) -RRB- cord-132843-ilxt4b6g 847 80 , , , cord-132843-ilxt4b6g 847 81 and and CC cord-132843-ilxt4b6g 847 82 event event NN cord-132843-ilxt4b6g 847 83 intensity intensity NN cord-132843-ilxt4b6g 847 84 ( ( -LRB- cord-132843-ilxt4b6g 847 85 how how WRB cord-132843-ilxt4b6g 847 86 serious serious JJ cord-132843-ilxt4b6g 847 87 it -PRON- PRP cord-132843-ilxt4b6g 847 88 is be VBZ cord-132843-ilxt4b6g 847 89 ) ) -RRB- cord-132843-ilxt4b6g 847 90 . . . cord-132843-ilxt4b6g 848 1 multi multi JJ cord-132843-ilxt4b6g 848 2 - - JJ cord-132843-ilxt4b6g 848 3 objective objective JJ cord-132843-ilxt4b6g 848 4 optimization optimization NN cord-132843-ilxt4b6g 848 5 ( ( -LRB- cord-132843-ilxt4b6g 848 6 e.g. e.g. RB cord-132843-ilxt4b6g 848 7 , , , cord-132843-ilxt4b6g 848 8 accuracy accuracy NN cord-132843-ilxt4b6g 848 9 , , , cord-132843-ilxt4b6g 848 10 confidence confidence NN cord-132843-ilxt4b6g 848 11 , , , cord-132843-ilxt4b6g 848 12 resolution resolution NN cord-132843-ilxt4b6g 848 13 ) ) -RRB- cord-132843-ilxt4b6g 848 14 . . . cord-132843-ilxt4b6g 849 1 There there EX cord-132843-ilxt4b6g 849 2 are be VBP cord-132843-ilxt4b6g 849 3 typically typically RB cord-132843-ilxt4b6g 849 4 trade trade NN cord-132843-ilxt4b6g 849 5 - - HYPH cord-132843-ilxt4b6g 849 6 offs off NNS cord-132843-ilxt4b6g 849 7 among among IN cord-132843-ilxt4b6g 849 8 all all PDT cord-132843-ilxt4b6g 849 9 the the DT cord-132843-ilxt4b6g 849 10 above above JJ cord-132843-ilxt4b6g 849 11 metrics metric NNS cord-132843-ilxt4b6g 849 12 and and CC cord-132843-ilxt4b6g 849 13 accuracy accuracy NN cord-132843-ilxt4b6g 849 14 , , , cord-132843-ilxt4b6g 849 15 so so RB cord-132843-ilxt4b6g 849 16 merely merely RB cord-132843-ilxt4b6g 849 17 optimizing optimize VBG cord-132843-ilxt4b6g 849 18 accuracy accuracy NN cord-132843-ilxt4b6g 849 19 during during IN cord-132843-ilxt4b6g 849 20 training training NN cord-132843-ilxt4b6g 849 21 will will MD cord-132843-ilxt4b6g 849 22 inevitably inevitably RB cord-132843-ilxt4b6g 849 23 mean mean VB cord-132843-ilxt4b6g 849 24 the the DT cord-132843-ilxt4b6g 849 25 results result NNS cord-132843-ilxt4b6g 849 26 drift drift VBP cord-132843-ilxt4b6g 849 27 away away RB cord-132843-ilxt4b6g 849 28 from from IN cord-132843-ilxt4b6g 849 29 the the DT cord-132843-ilxt4b6g 849 30 overall overall JJ cord-132843-ilxt4b6g 849 31 optimal optimal JJ cord-132843-ilxt4b6g 849 32 event event NN cord-132843-ilxt4b6g 849 33 - - HYPH cord-132843-ilxt4b6g 849 34 prediction prediction NN cord-132843-ilxt4b6g 849 35 - - HYPH cord-132843-ilxt4b6g 849 36 based base VBN cord-132843-ilxt4b6g 849 37 decision decision NN cord-132843-ilxt4b6g 849 38 . . . cord-132843-ilxt4b6g 850 1 A a DT cord-132843-ilxt4b6g 850 2 system system NN cord-132843-ilxt4b6g 850 3 that that WDT cord-132843-ilxt4b6g 850 4 can can MD cord-132843-ilxt4b6g 850 5 flexibly flexibly RB cord-132843-ilxt4b6g 850 6 balance balance VB cord-132843-ilxt4b6g 850 7 the the DT cord-132843-ilxt4b6g 850 8 trade trade NN cord-132843-ilxt4b6g 850 9 - - HYPH cord-132843-ilxt4b6g 850 10 off off NN cord-132843-ilxt4b6g 850 11 between between IN cord-132843-ilxt4b6g 850 12 these these DT cord-132843-ilxt4b6g 850 13 metrics metric NNS cord-132843-ilxt4b6g 850 14 based base VBN cord-132843-ilxt4b6g 850 15 on on IN cord-132843-ilxt4b6g 850 16 decision decision NN cord-132843-ilxt4b6g 850 17 makers maker NNS cord-132843-ilxt4b6g 850 18 ' ' POS cord-132843-ilxt4b6g 850 19 needs need NNS cord-132843-ilxt4b6g 850 20 and and CC cord-132843-ilxt4b6g 850 21 achieve achieve VB cord-132843-ilxt4b6g 850 22 a a DT cord-132843-ilxt4b6g 850 23 multi multi JJ cord-132843-ilxt4b6g 850 24 - - JJ cord-132843-ilxt4b6g 850 25 objective objective JJ cord-132843-ilxt4b6g 850 26 optimization optimization NN cord-132843-ilxt4b6g 850 27 is be VBZ cord-132843-ilxt4b6g 850 28 the the DT cord-132843-ilxt4b6g 850 29 ultimate ultimate JJ cord-132843-ilxt4b6g 850 30 objective objective NN cord-132843-ilxt4b6g 850 31 for for IN cord-132843-ilxt4b6g 850 32 these these DT cord-132843-ilxt4b6g 850 33 models model NNS cord-132843-ilxt4b6g 850 34 . . . cord-132843-ilxt4b6g 851 1 This this DT cord-132843-ilxt4b6g 851 2 survey survey NN cord-132843-ilxt4b6g 851 3 has have VBZ cord-132843-ilxt4b6g 851 4 presented present VBN cord-132843-ilxt4b6g 851 5 a a DT cord-132843-ilxt4b6g 851 6 comprehensive comprehensive JJ cord-132843-ilxt4b6g 851 7 survey survey NN cord-132843-ilxt4b6g 851 8 of of IN cord-132843-ilxt4b6g 851 9 existing exist VBG cord-132843-ilxt4b6g 851 10 methodologies methodology NNS cord-132843-ilxt4b6g 851 11 developed develop VBN cord-132843-ilxt4b6g 851 12 for for IN cord-132843-ilxt4b6g 851 13 event event NN cord-132843-ilxt4b6g 851 14 prediction prediction NN cord-132843-ilxt4b6g 851 15 methods method NNS cord-132843-ilxt4b6g 851 16 in in IN cord-132843-ilxt4b6g 851 17 the the DT cord-132843-ilxt4b6g 851 18 big big JJ cord-132843-ilxt4b6g 851 19 data datum NNS cord-132843-ilxt4b6g 851 20 era era NN cord-132843-ilxt4b6g 851 21 . . . cord-132843-ilxt4b6g 852 1 It -PRON- PRP cord-132843-ilxt4b6g 852 2 provides provide VBZ cord-132843-ilxt4b6g 852 3 an an DT cord-132843-ilxt4b6g 852 4 extensive extensive JJ cord-132843-ilxt4b6g 852 5 overview overview NN cord-132843-ilxt4b6g 852 6 of of IN cord-132843-ilxt4b6g 852 7 the the DT cord-132843-ilxt4b6g 852 8 event event NN cord-132843-ilxt4b6g 852 9 prediction prediction NN cord-132843-ilxt4b6g 852 10 challenges challenge NNS cord-132843-ilxt4b6g 852 11 , , , cord-132843-ilxt4b6g 852 12 techniques technique NNS cord-132843-ilxt4b6g 852 13 , , , cord-132843-ilxt4b6g 852 14 applications application NNS cord-132843-ilxt4b6g 852 15 , , , cord-132843-ilxt4b6g 852 16 evaluation evaluation NN cord-132843-ilxt4b6g 852 17 procedures procedure NNS cord-132843-ilxt4b6g 852 18 , , , cord-132843-ilxt4b6g 852 19 and and CC cord-132843-ilxt4b6g 852 20 future future JJ cord-132843-ilxt4b6g 852 21 outlook outlook NN cord-132843-ilxt4b6g 852 22 , , , cord-132843-ilxt4b6g 852 23 summarizing summarize VBG cord-132843-ilxt4b6g 852 24 the the DT cord-132843-ilxt4b6g 852 25 research research NN cord-132843-ilxt4b6g 852 26 presented present VBN cord-132843-ilxt4b6g 852 27 in in IN cord-132843-ilxt4b6g 852 28 over over IN cord-132843-ilxt4b6g 852 29 200 200 CD cord-132843-ilxt4b6g 852 30 publications publication NNS cord-132843-ilxt4b6g 852 31 , , , cord-132843-ilxt4b6g 852 32 most most JJS cord-132843-ilxt4b6g 852 33 of of IN cord-132843-ilxt4b6g 852 34 which which WDT cord-132843-ilxt4b6g 852 35 were be VBD cord-132843-ilxt4b6g 852 36 published publish VBN cord-132843-ilxt4b6g 852 37 in in IN cord-132843-ilxt4b6g 852 38 the the DT cord-132843-ilxt4b6g 852 39 last last JJ cord-132843-ilxt4b6g 852 40 five five CD cord-132843-ilxt4b6g 852 41 years year NNS cord-132843-ilxt4b6g 852 42 . . . cord-132843-ilxt4b6g 853 1 Event event NN cord-132843-ilxt4b6g 853 2 prediction prediction NN cord-132843-ilxt4b6g 853 3 challenges challenge NNS cord-132843-ilxt4b6g 853 4 , , , cord-132843-ilxt4b6g 853 5 opportunities opportunity NNS cord-132843-ilxt4b6g 853 6 , , , cord-132843-ilxt4b6g 853 7 and and CC cord-132843-ilxt4b6g 853 8 formulations formulation NNS cord-132843-ilxt4b6g 853 9 have have VBP cord-132843-ilxt4b6g 853 10 been be VBN cord-132843-ilxt4b6g 853 11 discussed discuss VBN cord-132843-ilxt4b6g 853 12 in in IN cord-132843-ilxt4b6g 853 13 terms term NNS cord-132843-ilxt4b6g 853 14 of of IN cord-132843-ilxt4b6g 853 15 the the DT cord-132843-ilxt4b6g 853 16 event event NN cord-132843-ilxt4b6g 853 17 element element NN cord-132843-ilxt4b6g 853 18 to to TO cord-132843-ilxt4b6g 853 19 be be VB cord-132843-ilxt4b6g 853 20 predicted predict VBN cord-132843-ilxt4b6g 853 21 , , , cord-132843-ilxt4b6g 853 22 including include VBG cord-132843-ilxt4b6g 853 23 the the DT cord-132843-ilxt4b6g 853 24 event event NN cord-132843-ilxt4b6g 853 25 location location NN cord-132843-ilxt4b6g 853 26 , , , cord-132843-ilxt4b6g 853 27 time time NN cord-132843-ilxt4b6g 853 28 , , , cord-132843-ilxt4b6g 853 29 and and CC cord-132843-ilxt4b6g 853 30 semantics semantic NNS cord-132843-ilxt4b6g 853 31 , , , cord-132843-ilxt4b6g 853 32 after after IN cord-132843-ilxt4b6g 853 33 which which WDT cord-132843-ilxt4b6g 853 34 we -PRON- PRP cord-132843-ilxt4b6g 853 35 went go VBD cord-132843-ilxt4b6g 853 36 on on RP cord-132843-ilxt4b6g 853 37 to to TO cord-132843-ilxt4b6g 853 38 propose propose VB cord-132843-ilxt4b6g 853 39 a a DT cord-132843-ilxt4b6g 853 40 systematic systematic JJ cord-132843-ilxt4b6g 853 41 taxonomy taxonomy NN cord-132843-ilxt4b6g 853 42 of of IN cord-132843-ilxt4b6g 853 43 the the DT cord-132843-ilxt4b6g 853 44 existing exist VBG cord-132843-ilxt4b6g 853 45 event event NN cord-132843-ilxt4b6g 853 46 prediction prediction NN cord-132843-ilxt4b6g 853 47 techniques technique NNS cord-132843-ilxt4b6g 853 48 according accord VBG cord-132843-ilxt4b6g 853 49 to to IN cord-132843-ilxt4b6g 853 50 the the DT cord-132843-ilxt4b6g 853 51 formulated formulate VBN cord-132843-ilxt4b6g 853 52 problems problem NNS cord-132843-ilxt4b6g 853 53 and and CC cord-132843-ilxt4b6g 853 54 types type NNS cord-132843-ilxt4b6g 853 55 of of IN cord-132843-ilxt4b6g 853 56 methodologies methodology NNS cord-132843-ilxt4b6g 853 57 designed design VBN cord-132843-ilxt4b6g 853 58 for for IN cord-132843-ilxt4b6g 853 59 the the DT cord-132843-ilxt4b6g 853 60 corresponding correspond VBG cord-132843-ilxt4b6g 853 61 problems problem NNS cord-132843-ilxt4b6g 853 62 . . . cord-132843-ilxt4b6g 854 1 We -PRON- PRP cord-132843-ilxt4b6g 854 2 have have VBP cord-132843-ilxt4b6g 854 3 also also RB cord-132843-ilxt4b6g 854 4 analyzed analyze VBN cord-132843-ilxt4b6g 854 5 the the DT cord-132843-ilxt4b6g 854 6 relationships relationship NNS cord-132843-ilxt4b6g 854 7 , , , cord-132843-ilxt4b6g 854 8 differences difference NNS cord-132843-ilxt4b6g 854 9 , , , cord-132843-ilxt4b6g 854 10 advantages advantage NNS cord-132843-ilxt4b6g 854 11 , , , cord-132843-ilxt4b6g 854 12 and and CC cord-132843-ilxt4b6g 854 13 disadvantages disadvantage NNS cord-132843-ilxt4b6g 854 14 of of IN cord-132843-ilxt4b6g 854 15 these these DT cord-132843-ilxt4b6g 854 16 techniques technique NNS cord-132843-ilxt4b6g 854 17 from from IN cord-132843-ilxt4b6g 854 18 various various JJ cord-132843-ilxt4b6g 854 19 domains domain NNS cord-132843-ilxt4b6g 854 20 , , , cord-132843-ilxt4b6g 854 21 including include VBG cord-132843-ilxt4b6g 854 22 machine machine NN cord-132843-ilxt4b6g 854 23 learning learning NN cord-132843-ilxt4b6g 854 24 , , , cord-132843-ilxt4b6g 854 25 data datum NNS cord-132843-ilxt4b6g 854 26 mining mining NN cord-132843-ilxt4b6g 854 27 , , , cord-132843-ilxt4b6g 854 28 pattern pattern NN cord-132843-ilxt4b6g 854 29 recognition recognition NN cord-132843-ilxt4b6g 854 30 , , , cord-132843-ilxt4b6g 854 31 natural natural JJ cord-132843-ilxt4b6g 854 32 language language NN cord-132843-ilxt4b6g 854 33 processing processing NN cord-132843-ilxt4b6g 854 34 , , , cord-132843-ilxt4b6g 854 35 information information NN cord-132843-ilxt4b6g 854 36 retrieval retrieval NN cord-132843-ilxt4b6g 854 37 , , , cord-132843-ilxt4b6g 854 38 statistics statistic NNS cord-132843-ilxt4b6g 854 39 , , , cord-132843-ilxt4b6g 854 40 and and CC cord-132843-ilxt4b6g 854 41 other other JJ cord-132843-ilxt4b6g 854 42 computational computational JJ cord-132843-ilxt4b6g 854 43 models model NNS cord-132843-ilxt4b6g 854 44 . . . cord-132843-ilxt4b6g 855 1 In in IN cord-132843-ilxt4b6g 855 2 addition addition NN cord-132843-ilxt4b6g 855 3 , , , cord-132843-ilxt4b6g 855 4 a a DT cord-132843-ilxt4b6g 855 5 comprehensive comprehensive JJ cord-132843-ilxt4b6g 855 6 and and CC cord-132843-ilxt4b6g 855 7 hierarchical hierarchical JJ cord-132843-ilxt4b6g 855 8 categorization categorization NN cord-132843-ilxt4b6g 855 9 of of IN cord-132843-ilxt4b6g 855 10 popular popular JJ cord-132843-ilxt4b6g 855 11 event event NN cord-132843-ilxt4b6g 855 12 prediction prediction NN cord-132843-ilxt4b6g 855 13 applications application NNS cord-132843-ilxt4b6g 855 14 has have VBZ cord-132843-ilxt4b6g 855 15 been be VBN cord-132843-ilxt4b6g 855 16 provided provide VBN cord-132843-ilxt4b6g 855 17 that that IN cord-132843-ilxt4b6g 855 18 covers cover VBZ cord-132843-ilxt4b6g 855 19 domains domain NNS cord-132843-ilxt4b6g 855 20 ranging range VBG cord-132843-ilxt4b6g 855 21 from from IN cord-132843-ilxt4b6g 855 22 natural natural JJ cord-132843-ilxt4b6g 855 23 science science NN cord-132843-ilxt4b6g 855 24 to to IN cord-132843-ilxt4b6g 855 25 the the DT cord-132843-ilxt4b6g 855 26 social social NNP cord-132843-ilxt4b6g 855 27 sciences sciences NNPS cord-132843-ilxt4b6g 855 28 . . . cord-132843-ilxt4b6g 856 1 Based base VBN cord-132843-ilxt4b6g 856 2 upon upon IN cord-132843-ilxt4b6g 856 3 the the DT cord-132843-ilxt4b6g 856 4 numerous numerous JJ cord-132843-ilxt4b6g 856 5 historical historical JJ cord-132843-ilxt4b6g 856 6 and and CC cord-132843-ilxt4b6g 856 7 state state NN cord-132843-ilxt4b6g 856 8 - - HYPH cord-132843-ilxt4b6g 856 9 of of IN cord-132843-ilxt4b6g 856 10 - - HYPH cord-132843-ilxt4b6g 856 11 the the DT cord-132843-ilxt4b6g 856 12 - - HYPH cord-132843-ilxt4b6g 856 13 art art NN cord-132843-ilxt4b6g 856 14 works work NNS cord-132843-ilxt4b6g 856 15 discussed discuss VBN cord-132843-ilxt4b6g 856 16 in in IN cord-132843-ilxt4b6g 856 17 this this DT cord-132843-ilxt4b6g 856 18 survey survey NN cord-132843-ilxt4b6g 856 19 , , , cord-132843-ilxt4b6g 856 20 the the DT cord-132843-ilxt4b6g 856 21 paper paper NN cord-132843-ilxt4b6g 856 22 concludes conclude VBZ cord-132843-ilxt4b6g 856 23 by by IN cord-132843-ilxt4b6g 856 24 discussing discuss VBG cord-132843-ilxt4b6g 856 25 open open JJ cord-132843-ilxt4b6g 856 26 problems problem NNS cord-132843-ilxt4b6g 856 27 and and CC cord-132843-ilxt4b6g 856 28 future future JJ cord-132843-ilxt4b6g 856 29 trends trend NNS cord-132843-ilxt4b6g 856 30 in in IN cord-132843-ilxt4b6g 856 31 this this DT cord-132843-ilxt4b6g 856 32 fast fast RB cord-132843-ilxt4b6g 856 33 - - HYPH cord-132843-ilxt4b6g 856 34 growing grow VBG cord-132843-ilxt4b6g 856 35 domain domain NN cord-132843-ilxt4b6g 856 36 . . . cord-132843-ilxt4b6g 857 1 Forecasting forecasting NN cord-132843-ilxt4b6g 857 2 of of IN cord-132843-ilxt4b6g 857 3 solar solar JJ cord-132843-ilxt4b6g 857 4 power power NN cord-132843-ilxt4b6g 857 5 ramp ramp NN cord-132843-ilxt4b6g 857 6 events event NNS cord-132843-ilxt4b6g 857 7 : : : cord-132843-ilxt4b6g 858 1 A a DT cord-132843-ilxt4b6g 858 2 post post JJ cord-132843-ilxt4b6g 858 3 - - JJ cord-132843-ilxt4b6g 858 4 processing processing JJ cord-132843-ilxt4b6g 858 5 approach approach NN cord-132843-ilxt4b6g 859 1 Causal causal JJ cord-132843-ilxt4b6g 859 2 prediction prediction NN cord-132843-ilxt4b6g 859 3 of of IN cord-132843-ilxt4b6g 859 4 top top JJ cord-132843-ilxt4b6g 859 5 - - HYPH cord-132843-ilxt4b6g 859 6 k k NN cord-132843-ilxt4b6g 859 7 event event NN cord-132843-ilxt4b6g 859 8 types type NNS cord-132843-ilxt4b6g 859 9 over over IN cord-132843-ilxt4b6g 859 10 real real JJ cord-132843-ilxt4b6g 859 11 - - HYPH cord-132843-ilxt4b6g 859 12 time time NN cord-132843-ilxt4b6g 859 13 event event NN cord-132843-ilxt4b6g 859 14 streams stream VBZ cord-132843-ilxt4b6g 859 15 Epideep Epideep NNP cord-132843-ilxt4b6g 859 16 : : : cord-132843-ilxt4b6g 859 17 Exploiting exploit VBG cord-132843-ilxt4b6g 859 18 embeddings embedding NNS cord-132843-ilxt4b6g 859 19 for for IN cord-132843-ilxt4b6g 859 20 epidemic epidemic NN cord-132843-ilxt4b6g 859 21 forecasting forecasting NN cord-132843-ilxt4b6g 859 22 Prediction Prediction NNP cord-132843-ilxt4b6g 859 23 of of IN cord-132843-ilxt4b6g 859 24 solar solar JJ cord-132843-ilxt4b6g 859 25 eruptions eruption NNS cord-132843-ilxt4b6g 859 26 using use VBG cord-132843-ilxt4b6g 859 27 filament filament NN cord-132843-ilxt4b6g 859 28 metadata metadata NN cord-132843-ilxt4b6g 859 29 Area area NN cord-132843-ilxt4b6g 859 30 - - HYPH cord-132843-ilxt4b6g 859 31 specific specific JJ cord-132843-ilxt4b6g 859 32 crime crime NN cord-132843-ilxt4b6g 859 33 prediction prediction NN cord-132843-ilxt4b6g 859 34 models model NNS cord-132843-ilxt4b6g 859 35 Methodological methodological JJ cord-132843-ilxt4b6g 859 36 approach approach NN cord-132843-ilxt4b6g 859 37 of of IN cord-132843-ilxt4b6g 859 38 construction construction NN cord-132843-ilxt4b6g 859 39 business business NN cord-132843-ilxt4b6g 859 40 failure failure NN cord-132843-ilxt4b6g 859 41 prediction prediction NN cord-132843-ilxt4b6g 859 42 studies study NNS cord-132843-ilxt4b6g 859 43 : : : cord-132843-ilxt4b6g 859 44 a a DT cord-132843-ilxt4b6g 859 45 review review NN cord-132843-ilxt4b6g 859 46 Event event NN cord-132843-ilxt4b6g 859 47 forecasting forecasting NN cord-132843-ilxt4b6g 859 48 with with IN cord-132843-ilxt4b6g 859 49 pattern pattern NN cord-132843-ilxt4b6g 859 50 Markov Markov NNP cord-132843-ilxt4b6g 859 51 chains chain NNS cord-132843-ilxt4b6g 859 52 Wayeb Wayeb NNP cord-132843-ilxt4b6g 859 53 : : : cord-132843-ilxt4b6g 860 1 A a DT cord-132843-ilxt4b6g 860 2 tool tool NN cord-132843-ilxt4b6g 860 3 for for IN cord-132843-ilxt4b6g 860 4 complex complex JJ cord-132843-ilxt4b6g 860 5 event event NN cord-132843-ilxt4b6g 860 6 forecasting forecast VBG cord-132843-ilxt4b6g 860 7 Probabilistic probabilistic JJ cord-132843-ilxt4b6g 860 8 complex complex JJ cord-132843-ilxt4b6g 860 9 event event NN cord-132843-ilxt4b6g 860 10 recognition recognition NN cord-132843-ilxt4b6g 860 11 : : : cord-132843-ilxt4b6g 860 12 A a DT cord-132843-ilxt4b6g 860 13 survey survey NN cord-132843-ilxt4b6g 860 14 On on IN cord-132843-ilxt4b6g 860 15 - - HYPH cord-132843-ilxt4b6g 860 16 line line NN cord-132843-ilxt4b6g 860 17 new new JJ cord-132843-ilxt4b6g 860 18 event event NN cord-132843-ilxt4b6g 860 19 detection detection NN cord-132843-ilxt4b6g 860 20 and and CC cord-132843-ilxt4b6g 860 21 tracking track VBG cord-132843-ilxt4b6g 860 22 A a DT cord-132843-ilxt4b6g 860 23 Bayesian bayesian JJ cord-132843-ilxt4b6g 860 24 approach approach NN cord-132843-ilxt4b6g 861 1 to to IN cord-132843-ilxt4b6g 861 2 event event NN cord-132843-ilxt4b6g 861 3 prediction prediction NN cord-132843-ilxt4b6g 861 4 Forecasting forecast VBG cord-132843-ilxt4b6g 861 5 with with IN cord-132843-ilxt4b6g 861 6 Twitter Twitter NNP cord-132843-ilxt4b6g 861 7 data data NN cord-132843-ilxt4b6g 861 8 Forecasting Forecasting NNP cord-132843-ilxt4b6g 861 9 Ebola Ebola NNP cord-132843-ilxt4b6g 861 10 with with IN cord-132843-ilxt4b6g 861 11 a a DT cord-132843-ilxt4b6g 861 12 regression regression NN cord-132843-ilxt4b6g 861 13 transmission transmission NN cord-132843-ilxt4b6g 861 14 model model NN cord-132843-ilxt4b6g 861 15 Earthquake Earthquake NNP cord-132843-ilxt4b6g 861 16 magnitude magnitude NN cord-132843-ilxt4b6g 861 17 prediction prediction NN cord-132843-ilxt4b6g 861 18 in in IN cord-132843-ilxt4b6g 861 19 Hindukush Hindukush NNP cord-132843-ilxt4b6g 861 20 region region NN cord-132843-ilxt4b6g 861 21 using use VBG cord-132843-ilxt4b6g 861 22 machine machine NN cord-132843-ilxt4b6g 861 23 learning learning NN cord-132843-ilxt4b6g 861 24 techniques technique NNS cord-132843-ilxt4b6g 861 25 A a DT cord-132843-ilxt4b6g 861 26 survey survey NN cord-132843-ilxt4b6g 861 27 of of IN cord-132843-ilxt4b6g 861 28 techniques technique NNS cord-132843-ilxt4b6g 861 29 for for IN cord-132843-ilxt4b6g 861 30 event event NN cord-132843-ilxt4b6g 861 31 detection detection NN cord-132843-ilxt4b6g 861 32 in in IN cord-132843-ilxt4b6g 861 33 Twitter Twitter NNP cord-132843-ilxt4b6g 861 34 Modern modern JJ cord-132843-ilxt4b6g 861 35 information information NN cord-132843-ilxt4b6g 861 36 retrieval retrieval NN cord-132843-ilxt4b6g 862 1 Predicting predict VBG cord-132843-ilxt4b6g 862 2 structured structured JJ cord-132843-ilxt4b6g 862 3 data datum NNS cord-132843-ilxt4b6g 862 4 Customer customer NN cord-132843-ilxt4b6g 862 5 event event NN cord-132843-ilxt4b6g 862 6 history history NN cord-132843-ilxt4b6g 862 7 for for IN cord-132843-ilxt4b6g 862 8 churn churn NN cord-132843-ilxt4b6g 862 9 prediction prediction NN cord-132843-ilxt4b6g 862 10 : : : cord-132843-ilxt4b6g 862 11 How how WRB cord-132843-ilxt4b6g 862 12 long long RB cord-132843-ilxt4b6g 862 13 is be VBZ cord-132843-ilxt4b6g 862 14 long long RB cord-132843-ilxt4b6g 862 15 enough enough RB cord-132843-ilxt4b6g 862 16 ? ? . cord-132843-ilxt4b6g 863 1 A a DT cord-132843-ilxt4b6g 863 2 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 863 3 deep deep JJ cord-132843-ilxt4b6g 863 4 learning learning NN cord-132843-ilxt4b6g 863 5 approach approach NN cord-132843-ilxt4b6g 863 6 for for IN cord-132843-ilxt4b6g 863 7 citywide citywide JJ cord-132843-ilxt4b6g 863 8 short short JJ cord-132843-ilxt4b6g 863 9 - - HYPH cord-132843-ilxt4b6g 863 10 term term NN cord-132843-ilxt4b6g 863 11 crash crash NN cord-132843-ilxt4b6g 863 12 risk risk NN cord-132843-ilxt4b6g 863 13 prediction prediction NN cord-132843-ilxt4b6g 863 14 with with IN cord-132843-ilxt4b6g 863 15 multi multi JJ cord-132843-ilxt4b6g 863 16 - - JJ cord-132843-ilxt4b6g 863 17 source source JJ cord-132843-ilxt4b6g 863 18 data datum NNS cord-132843-ilxt4b6g 864 1 A a DT cord-132843-ilxt4b6g 864 2 comparison comparison NN cord-132843-ilxt4b6g 864 3 of of IN cord-132843-ilxt4b6g 864 4 flare flare NN cord-132843-ilxt4b6g 864 5 forecasting forecasting NN cord-132843-ilxt4b6g 864 6 methods method NNS cord-132843-ilxt4b6g 864 7 . . . cord-132843-ilxt4b6g 865 1 I. I. NNP cord-132843-ilxt4b6g 865 2 Results result NNS cord-132843-ilxt4b6g 865 3 from from IN cord-132843-ilxt4b6g 865 4 the the DT cord-132843-ilxt4b6g 865 5 âĂIJall âăijall ADD cord-132843-ilxt4b6g 865 6 - - HYPH cord-132843-ilxt4b6g 865 7 clearâĂİ clearâĂİ NNP cord-132843-ilxt4b6g 865 8 workshop workshop NN cord-132843-ilxt4b6g 865 9 Scalable scalable JJ cord-132843-ilxt4b6g 865 10 causal causal JJ cord-132843-ilxt4b6g 865 11 learning learning NN cord-132843-ilxt4b6g 865 12 for for IN cord-132843-ilxt4b6g 865 13 predicting predict VBG cord-132843-ilxt4b6g 865 14 adverse adverse JJ cord-132843-ilxt4b6g 865 15 events event NNS cord-132843-ilxt4b6g 865 16 in in IN cord-132843-ilxt4b6g 865 17 smart smart JJ cord-132843-ilxt4b6g 865 18 buildings building NNS cord-132843-ilxt4b6g 866 1 Identifying identify VBG cord-132843-ilxt4b6g 866 2 content content NN cord-132843-ilxt4b6g 866 3 for for IN cord-132843-ilxt4b6g 866 4 planned planned JJ cord-132843-ilxt4b6g 866 5 events event NNS cord-132843-ilxt4b6g 866 6 across across IN cord-132843-ilxt4b6g 866 7 social social JJ cord-132843-ilxt4b6g 866 8 media medium NNS cord-132843-ilxt4b6g 866 9 sites site NNS cord-132843-ilxt4b6g 866 10 Comparison comparison NN cord-132843-ilxt4b6g 866 11 of of IN cord-132843-ilxt4b6g 866 12 machine machine NN cord-132843-ilxt4b6g 866 13 learning learn VBG cord-132843-ilxt4b6g 866 14 algorithms algorithm NNS cord-132843-ilxt4b6g 866 15 for for IN cord-132843-ilxt4b6g 866 16 clinical clinical JJ cord-132843-ilxt4b6g 866 17 event event NN cord-132843-ilxt4b6g 866 18 prediction prediction NN cord-132843-ilxt4b6g 866 19 Data Data NNP cord-132843-ilxt4b6g 866 20 - - HYPH cord-132843-ilxt4b6g 866 21 driven drive VBN cord-132843-ilxt4b6g 866 22 prediction prediction NN cord-132843-ilxt4b6g 866 23 and and CC cord-132843-ilxt4b6g 866 24 prevention prevention NN cord-132843-ilxt4b6g 866 25 of of IN cord-132843-ilxt4b6g 866 26 extreme extreme JJ cord-132843-ilxt4b6g 866 27 events event NNS cord-132843-ilxt4b6g 866 28 in in IN cord-132843-ilxt4b6g 866 29 a a DT cord-132843-ilxt4b6g 866 30 spatially spatially RB cord-132843-ilxt4b6g 866 31 extended extended JJ cord-132843-ilxt4b6g 866 32 excitable excitable JJ cord-132843-ilxt4b6g 866 33 system system NN cord-132843-ilxt4b6g 866 34 Uncertainty Uncertainty NNP cord-132843-ilxt4b6g 866 35 on on IN cord-132843-ilxt4b6g 866 36 Asynchronous Asynchronous NNP cord-132843-ilxt4b6g 866 37 Time Time NNP cord-132843-ilxt4b6g 866 38 Event Event NNP cord-132843-ilxt4b6g 866 39 Prediction Prediction NNP cord-132843-ilxt4b6g 866 40 Pattern Pattern NNP cord-132843-ilxt4b6g 866 41 recognition recognition NN cord-132843-ilxt4b6g 866 42 and and CC cord-132843-ilxt4b6g 866 43 machine machine NN cord-132843-ilxt4b6g 866 44 learning learn VBG cord-132843-ilxt4b6g 866 45 EpiFast EpiFast NNP cord-132843-ilxt4b6g 866 46 : : : cord-132843-ilxt4b6g 867 1 A a DT cord-132843-ilxt4b6g 867 2 fast fast JJ cord-132843-ilxt4b6g 867 3 algorithm algorithm NN cord-132843-ilxt4b6g 867 4 for for IN cord-132843-ilxt4b6g 867 5 large large JJ cord-132843-ilxt4b6g 867 6 scale scale NN cord-132843-ilxt4b6g 867 7 realistic realistic JJ cord-132843-ilxt4b6g 867 8 epidemic epidemic NN cord-132843-ilxt4b6g 867 9 simulations simulation NNS cord-132843-ilxt4b6g 867 10 on on IN cord-132843-ilxt4b6g 867 11 distributed distribute VBN cord-132843-ilxt4b6g 867 12 memory memory NN cord-132843-ilxt4b6g 867 13 systems system NNS cord-132843-ilxt4b6g 867 14 Predicting predict VBG cord-132843-ilxt4b6g 867 15 local local JJ cord-132843-ilxt4b6g 867 16 violence violence NN cord-132843-ilxt4b6g 867 17 : : : cord-132843-ilxt4b6g 867 18 Evidence evidence NN cord-132843-ilxt4b6g 867 19 from from IN cord-132843-ilxt4b6g 867 20 a a DT cord-132843-ilxt4b6g 867 21 panel panel NN cord-132843-ilxt4b6g 867 22 survey survey NN cord-132843-ilxt4b6g 867 23 in in IN cord-132843-ilxt4b6g 867 24 Liberia Liberia NNP cord-132843-ilxt4b6g 867 25 Forecasting Forecasting NNP cord-132843-ilxt4b6g 867 26 civil civil JJ cord-132843-ilxt4b6g 867 27 wars war NNS cord-132843-ilxt4b6g 867 28 : : : cord-132843-ilxt4b6g 867 29 theory theory NN cord-132843-ilxt4b6g 867 30 and and CC cord-132843-ilxt4b6g 867 31 structure structure NN cord-132843-ilxt4b6g 867 32 in in IN cord-132843-ilxt4b6g 867 33 an an DT cord-132843-ilxt4b6g 867 34 age age NN cord-132843-ilxt4b6g 867 35 of of IN cord-132843-ilxt4b6g 867 36 " " `` cord-132843-ilxt4b6g 867 37 big big JJ cord-132843-ilxt4b6g 867 38 data datum NNS cord-132843-ilxt4b6g 867 39 " " '' cord-132843-ilxt4b6g 867 40 and and CC cord-132843-ilxt4b6g 867 41 machine machine NN cord-132843-ilxt4b6g 867 42 learning learn VBG cord-132843-ilxt4b6g 867 43 Real real JJ cord-132843-ilxt4b6g 867 44 time time NN cord-132843-ilxt4b6g 867 45 , , , cord-132843-ilxt4b6g 867 46 time time NN cord-132843-ilxt4b6g 867 47 series series NN cord-132843-ilxt4b6g 867 48 forecasting forecasting NN cord-132843-ilxt4b6g 867 49 of of IN cord-132843-ilxt4b6g 867 50 inter inter JJ cord-132843-ilxt4b6g 867 51 - - JJ cord-132843-ilxt4b6g 867 52 and and CC cord-132843-ilxt4b6g 867 53 intra intra JJ cord-132843-ilxt4b6g 867 54 - - JJ cord-132843-ilxt4b6g 867 55 state state JJ cord-132843-ilxt4b6g 867 56 political political JJ cord-132843-ilxt4b6g 867 57 conflict conflict NN cord-132843-ilxt4b6g 867 58 Forecasting forecasting NN cord-132843-ilxt4b6g 867 59 social social JJ cord-132843-ilxt4b6g 867 60 unrest unrest NN cord-132843-ilxt4b6g 867 61 using use VBG cord-132843-ilxt4b6g 867 62 activity activity NN cord-132843-ilxt4b6g 867 63 cascades cascade NNS cord-132843-ilxt4b6g 867 64 Estimating estimate VBG cord-132843-ilxt4b6g 867 65 binary binary JJ cord-132843-ilxt4b6g 867 66 spatial spatial JJ cord-132843-ilxt4b6g 867 67 autoregressive autoregressive JJ cord-132843-ilxt4b6g 867 68 models model NNS cord-132843-ilxt4b6g 867 69 for for IN cord-132843-ilxt4b6g 867 70 rare rare JJ cord-132843-ilxt4b6g 867 71 events event NNS cord-132843-ilxt4b6g 868 1 Sensor sensor NN cord-132843-ilxt4b6g 868 2 event event NN cord-132843-ilxt4b6g 868 3 prediction prediction NN cord-132843-ilxt4b6g 868 4 using use VBG cord-132843-ilxt4b6g 868 5 recurrent recurrent JJ cord-132843-ilxt4b6g 868 6 neural neural JJ cord-132843-ilxt4b6g 868 7 network network NN cord-132843-ilxt4b6g 868 8 in in IN cord-132843-ilxt4b6g 868 9 smart smart JJ cord-132843-ilxt4b6g 868 10 homes home NNS cord-132843-ilxt4b6g 868 11 for for IN cord-132843-ilxt4b6g 868 12 older old JJR cord-132843-ilxt4b6g 868 13 adults adult NNS cord-132843-ilxt4b6g 868 14 Prediction Prediction NNP cord-132843-ilxt4b6g 868 15 of of IN cord-132843-ilxt4b6g 868 16 next next JJ cord-132843-ilxt4b6g 868 17 sensor sensor NN cord-132843-ilxt4b6g 868 18 event event NN cord-132843-ilxt4b6g 868 19 and and CC cord-132843-ilxt4b6g 868 20 its -PRON- PRP$ cord-132843-ilxt4b6g 868 21 time time NN cord-132843-ilxt4b6g 868 22 of of IN cord-132843-ilxt4b6g 868 23 occurrence occurrence NN cord-132843-ilxt4b6g 868 24 using use VBG cord-132843-ilxt4b6g 868 25 transfer transfer NN cord-132843-ilxt4b6g 868 26 learning learn VBG cord-132843-ilxt4b6g 868 27 across across IN cord-132843-ilxt4b6g 868 28 homes home NNS cord-132843-ilxt4b6g 868 29 Temporal temporal JJ cord-132843-ilxt4b6g 868 30 convolutional convolutional NN cord-132843-ilxt4b6g 868 31 networks network NNS cord-132843-ilxt4b6g 868 32 allow allow VBP cord-132843-ilxt4b6g 868 33 early early JJ cord-132843-ilxt4b6g 868 34 prediction prediction NN cord-132843-ilxt4b6g 868 35 of of IN cord-132843-ilxt4b6g 868 36 events event NNS cord-132843-ilxt4b6g 868 37 in in IN cord-132843-ilxt4b6g 868 38 critical critical JJ cord-132843-ilxt4b6g 868 39 care care NN cord-132843-ilxt4b6g 868 40 Making make VBG cord-132843-ilxt4b6g 868 41 words word NNS cord-132843-ilxt4b6g 868 42 work work VB cord-132843-ilxt4b6g 868 43 : : : cord-132843-ilxt4b6g 868 44 Using use VBG cord-132843-ilxt4b6g 868 45 financial financial JJ cord-132843-ilxt4b6g 868 46 text text NN cord-132843-ilxt4b6g 868 47 as as IN cord-132843-ilxt4b6g 868 48 a a DT cord-132843-ilxt4b6g 868 49 predictor predictor NN cord-132843-ilxt4b6g 868 50 of of IN cord-132843-ilxt4b6g 868 51 financial financial JJ cord-132843-ilxt4b6g 868 52 events event NNS cord-132843-ilxt4b6g 868 53 Social Social NNP cord-132843-ilxt4b6g 868 54 media medium NNS cord-132843-ilxt4b6g 868 55 fact fact NN cord-132843-ilxt4b6g 868 56 sheet sheet NN cord-132843-ilxt4b6g 868 57 Event event NN cord-132843-ilxt4b6g 868 58 summarization summarization NN cord-132843-ilxt4b6g 868 59 using use VBG cord-132843-ilxt4b6g 868 60 tweets tweet NNS cord-132843-ilxt4b6g 868 61 Extracting extract VBG cord-132843-ilxt4b6g 868 62 causation causation NN cord-132843-ilxt4b6g 868 63 knowledge knowledge NN cord-132843-ilxt4b6g 868 64 from from IN cord-132843-ilxt4b6g 868 65 natural natural JJ cord-132843-ilxt4b6g 868 66 language language NN cord-132843-ilxt4b6g 868 67 texts text NNS cord-132843-ilxt4b6g 869 1 A a DT cord-132843-ilxt4b6g 869 2 text text NN cord-132843-ilxt4b6g 869 3 - - HYPH cord-132843-ilxt4b6g 869 4 based base VBN cord-132843-ilxt4b6g 869 5 decision decision NN cord-132843-ilxt4b6g 869 6 support support NN cord-132843-ilxt4b6g 869 7 system system NN cord-132843-ilxt4b6g 869 8 for for IN cord-132843-ilxt4b6g 869 9 financial financial JJ cord-132843-ilxt4b6g 869 10 sequence sequence NN cord-132843-ilxt4b6g 869 11 prediction prediction NN cord-132843-ilxt4b6g 869 12 Non non JJ cord-132843-ilxt4b6g 869 13 - - JJ cord-132843-ilxt4b6g 869 14 parametric parametric JJ cord-132843-ilxt4b6g 869 15 scan scan JJ cord-132843-ilxt4b6g 869 16 statistics statistic NNS cord-132843-ilxt4b6g 869 17 for for IN cord-132843-ilxt4b6g 869 18 event event NN cord-132843-ilxt4b6g 869 19 detection detection NN cord-132843-ilxt4b6g 869 20 and and CC cord-132843-ilxt4b6g 869 21 forecasting forecasting NN cord-132843-ilxt4b6g 869 22 in in IN cord-132843-ilxt4b6g 869 23 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 869 24 social social JJ cord-132843-ilxt4b6g 869 25 media medium NNS cord-132843-ilxt4b6g 869 26 graphs graphs NN cord-132843-ilxt4b6g 870 1 A a DT cord-132843-ilxt4b6g 870 2 generic generic JJ cord-132843-ilxt4b6g 870 3 framework framework NN cord-132843-ilxt4b6g 870 4 for for IN cord-132843-ilxt4b6g 870 5 interesting interesting JJ cord-132843-ilxt4b6g 870 6 subspace subspace NN cord-132843-ilxt4b6g 870 7 cluster cluster NN cord-132843-ilxt4b6g 870 8 detection detection NN cord-132843-ilxt4b6g 870 9 in in IN cord-132843-ilxt4b6g 870 10 multi multi JJ cord-132843-ilxt4b6g 870 11 - - JJ cord-132843-ilxt4b6g 870 12 attributed attribute VBN cord-132843-ilxt4b6g 870 13 networks network NNS cord-132843-ilxt4b6g 870 14 PCNN PCNN NNP cord-132843-ilxt4b6g 870 15 : : : cord-132843-ilxt4b6g 871 1 Deep deep JJ cord-132843-ilxt4b6g 871 2 convolutional convolutional NN cord-132843-ilxt4b6g 871 3 networks network NNS cord-132843-ilxt4b6g 871 4 for for IN cord-132843-ilxt4b6g 871 5 short short JJ cord-132843-ilxt4b6g 871 6 - - HYPH cord-132843-ilxt4b6g 871 7 term term NN cord-132843-ilxt4b6g 871 8 traffic traffic NN cord-132843-ilxt4b6g 871 9 congestion congestion NN cord-132843-ilxt4b6g 871 10 prediction prediction NN cord-132843-ilxt4b6g 871 11 Bayesian Bayesian NNP cord-132843-ilxt4b6g 871 12 networks network NNS cord-132843-ilxt4b6g 871 13 based base VBD cord-132843-ilxt4b6g 871 14 rare rare JJ cord-132843-ilxt4b6g 871 15 event event NN cord-132843-ilxt4b6g 871 16 prediction prediction NN cord-132843-ilxt4b6g 871 17 with with IN cord-132843-ilxt4b6g 871 18 sensor sensor NN cord-132843-ilxt4b6g 871 19 data datum NNS cord-132843-ilxt4b6g 871 20 A a DT cord-132843-ilxt4b6g 871 21 tree tree NN cord-132843-ilxt4b6g 871 22 - - HYPH cord-132843-ilxt4b6g 871 23 based base VBN cord-132843-ilxt4b6g 871 24 approach approach NN cord-132843-ilxt4b6g 871 25 for for IN cord-132843-ilxt4b6g 871 26 event event NN cord-132843-ilxt4b6g 871 27 prediction prediction NN cord-132843-ilxt4b6g 871 28 using use VBG cord-132843-ilxt4b6g 871 29 episode episode NN cord-132843-ilxt4b6g 871 30 rules rule VBZ cord-132843-ilxt4b6g 871 31 over over IN cord-132843-ilxt4b6g 871 32 event event NN cord-132843-ilxt4b6g 871 33 streams stream NNS cord-132843-ilxt4b6g 872 1 Stargan Stargan NNP cord-132843-ilxt4b6g 872 2 : : : cord-132843-ilxt4b6g 873 1 Unified unify VBN cord-132843-ilxt4b6g 873 2 generative generative JJ cord-132843-ilxt4b6g 873 3 adversarial adversarial JJ cord-132843-ilxt4b6g 873 4 networks network NNS cord-132843-ilxt4b6g 873 5 for for IN cord-132843-ilxt4b6g 873 6 multi multi JJ cord-132843-ilxt4b6g 873 7 - - JJ cord-132843-ilxt4b6g 873 8 domain domain JJ cord-132843-ilxt4b6g 873 9 image image NN cord-132843-ilxt4b6g 873 10 - - HYPH cord-132843-ilxt4b6g 873 11 to to IN cord-132843-ilxt4b6g 873 12 - - HYPH cord-132843-ilxt4b6g 873 13 image image NN cord-132843-ilxt4b6g 873 14 translation translation NN cord-132843-ilxt4b6g 873 15 Ensemble ensemble NN cord-132843-ilxt4b6g 873 16 flood flood NN cord-132843-ilxt4b6g 873 17 forecasting forecasting NN cord-132843-ilxt4b6g 873 18 : : : cord-132843-ilxt4b6g 874 1 A a DT cord-132843-ilxt4b6g 874 2 review review NN cord-132843-ilxt4b6g 874 3 Regulating regulating NN cord-132843-ilxt4b6g 874 4 by by IN cord-132843-ilxt4b6g 874 5 robot robot NN cord-132843-ilxt4b6g 874 6 : : : cord-132843-ilxt4b6g 874 7 Administrative administrative JJ cord-132843-ilxt4b6g 874 8 decision decision NN cord-132843-ilxt4b6g 874 9 making make VBG cord-132843-ilxt4b6g 874 10 in in IN cord-132843-ilxt4b6g 874 11 the the DT cord-132843-ilxt4b6g 874 12 machine machine NN cord-132843-ilxt4b6g 874 13 - - HYPH cord-132843-ilxt4b6g 874 14 learning learn VBG cord-132843-ilxt4b6g 874 15 era era NN cord-132843-ilxt4b6g 874 16 Using use VBG cord-132843-ilxt4b6g 874 17 publicly publicly RB cord-132843-ilxt4b6g 874 18 visible visible JJ cord-132843-ilxt4b6g 874 19 social social JJ cord-132843-ilxt4b6g 874 20 media medium NNS cord-132843-ilxt4b6g 874 21 to to TO cord-132843-ilxt4b6g 874 22 build build VB cord-132843-ilxt4b6g 874 23 detailed detailed JJ cord-132843-ilxt4b6g 874 24 forecasts forecast NNS cord-132843-ilxt4b6g 874 25 of of IN cord-132843-ilxt4b6g 874 26 civil civil JJ cord-132843-ilxt4b6g 874 27 unrest unrest NN cord-132843-ilxt4b6g 874 28 Infrequent infrequent JJ cord-132843-ilxt4b6g 874 29 adverse adverse JJ cord-132843-ilxt4b6g 874 30 event event NN cord-132843-ilxt4b6g 874 31 prediction prediction NN cord-132843-ilxt4b6g 874 32 in in IN cord-132843-ilxt4b6g 874 33 low low JJ cord-132843-ilxt4b6g 874 34 carbon carbon NN cord-132843-ilxt4b6g 874 35 energy energy NN cord-132843-ilxt4b6g 874 36 production production NN cord-132843-ilxt4b6g 874 37 using use VBG cord-132843-ilxt4b6g 874 38 machine machine NN cord-132843-ilxt4b6g 874 39 learning learn VBG cord-132843-ilxt4b6g 874 40 An an DT cord-132843-ilxt4b6g 874 41 architecture architecture NN cord-132843-ilxt4b6g 874 42 for for IN cord-132843-ilxt4b6g 874 43 emergency emergency NN cord-132843-ilxt4b6g 874 44 event event NN cord-132843-ilxt4b6g 874 45 prediction prediction NN cord-132843-ilxt4b6g 874 46 using use VBG cord-132843-ilxt4b6g 874 47 LSTM LSTM NNP cord-132843-ilxt4b6g 874 48 recurrent recurrent JJ cord-132843-ilxt4b6g 874 49 neural neural JJ cord-132843-ilxt4b6g 874 50 networks network NNS cord-132843-ilxt4b6g 874 51 Disease Disease NNP cord-132843-ilxt4b6g 874 52 transmission transmission NN cord-132843-ilxt4b6g 874 53 in in IN cord-132843-ilxt4b6g 874 54 territorial territorial JJ cord-132843-ilxt4b6g 874 55 populations population NNS cord-132843-ilxt4b6g 874 56 : : : cord-132843-ilxt4b6g 874 57 The the DT cord-132843-ilxt4b6g 874 58 small small JJ cord-132843-ilxt4b6g 874 59 - - HYPH cord-132843-ilxt4b6g 874 60 world world NN cord-132843-ilxt4b6g 874 61 network network NN cord-132843-ilxt4b6g 874 62 of of IN cord-132843-ilxt4b6g 874 63 Serengeti Serengeti NNP cord-132843-ilxt4b6g 874 64 lions lion NNS cord-132843-ilxt4b6g 874 65 Bayes Bayes NNP cord-132843-ilxt4b6g 874 66 predictive predictive JJ cord-132843-ilxt4b6g 874 67 analysis analysis NN cord-132843-ilxt4b6g 874 68 of of IN cord-132843-ilxt4b6g 874 69 a a DT cord-132843-ilxt4b6g 874 70 fundamental fundamental JJ cord-132843-ilxt4b6g 874 71 software software NN cord-132843-ilxt4b6g 874 72 reliability reliability NN cord-132843-ilxt4b6g 874 73 model model NN cord-132843-ilxt4b6g 874 74 Hidden hide VBN cord-132843-ilxt4b6g 874 75 Markov Markov NNP cord-132843-ilxt4b6g 874 76 models model NNS cord-132843-ilxt4b6g 874 77 as as IN cord-132843-ilxt4b6g 874 78 a a DT cord-132843-ilxt4b6g 874 79 support support NN cord-132843-ilxt4b6g 874 80 for for IN cord-132843-ilxt4b6g 874 81 diagnosis diagnosis NN cord-132843-ilxt4b6g 874 82 : : : cord-132843-ilxt4b6g 874 83 Formalization formalization NN cord-132843-ilxt4b6g 874 84 of of IN cord-132843-ilxt4b6g 874 85 the the DT cord-132843-ilxt4b6g 874 86 problem problem NN cord-132843-ilxt4b6g 874 87 and and CC cord-132843-ilxt4b6g 874 88 synthesis synthesis NN cord-132843-ilxt4b6g 874 89 of of IN cord-132843-ilxt4b6g 874 90 the the DT cord-132843-ilxt4b6g 874 91 solution solution NN cord-132843-ilxt4b6g 874 92 Text Text NNP cord-132843-ilxt4b6g 874 93 analytics analytic NNS cord-132843-ilxt4b6g 874 94 APIs api NNS cord-132843-ilxt4b6g 874 95 , , , cord-132843-ilxt4b6g 874 96 part part NN cord-132843-ilxt4b6g 874 97 2 2 CD cord-132843-ilxt4b6g 874 98 : : : cord-132843-ilxt4b6g 875 1 The the DT cord-132843-ilxt4b6g 875 2 smaller small JJR cord-132843-ilxt4b6g 875 3 players player NNS cord-132843-ilxt4b6g 876 1 A a DT cord-132843-ilxt4b6g 876 2 volcanic volcanic JJ cord-132843-ilxt4b6g 876 3 event event NN cord-132843-ilxt4b6g 876 4 forecasting forecasting NN cord-132843-ilxt4b6g 876 5 model model NN cord-132843-ilxt4b6g 876 6 for for IN cord-132843-ilxt4b6g 876 7 multiple multiple JJ cord-132843-ilxt4b6g 876 8 tephra tephra NN cord-132843-ilxt4b6g 876 9 records record NNS cord-132843-ilxt4b6g 876 10 , , , cord-132843-ilxt4b6g 876 11 demonstrated demonstrate VBD cord-132843-ilxt4b6g 876 12 on on IN cord-132843-ilxt4b6g 876 13 Mt Mt NNP cord-132843-ilxt4b6g 876 14 News News NNP cord-132843-ilxt4b6g 876 15 events event NNS cord-132843-ilxt4b6g 876 16 prediction prediction NN cord-132843-ilxt4b6g 876 17 using use VBG cord-132843-ilxt4b6g 876 18 Markov Markov NNP cord-132843-ilxt4b6g 876 19 logic logic NN cord-132843-ilxt4b6g 876 20 networks network NNS cord-132843-ilxt4b6g 877 1 A a DT cord-132843-ilxt4b6g 877 2 new new JJ cord-132843-ilxt4b6g 877 3 hybrid hybrid JJ cord-132843-ilxt4b6g 877 4 classification classification NN cord-132843-ilxt4b6g 877 5 algorithm algorithm NN cord-132843-ilxt4b6g 877 6 for for IN cord-132843-ilxt4b6g 877 7 customer customer NN cord-132843-ilxt4b6g 877 8 churn churn NN cord-132843-ilxt4b6g 877 9 prediction prediction NN cord-132843-ilxt4b6g 877 10 based base VBN cord-132843-ilxt4b6g 877 11 on on IN cord-132843-ilxt4b6g 877 12 logistic logistic JJ cord-132843-ilxt4b6g 877 13 regression regression NN cord-132843-ilxt4b6g 877 14 and and CC cord-132843-ilxt4b6g 877 15 decision decision NN cord-132843-ilxt4b6g 877 16 trees tree NNS cord-132843-ilxt4b6g 877 17 Leveraging leverage VBG cord-132843-ilxt4b6g 877 18 fine fine RB cord-132843-ilxt4b6g 877 19 - - HYPH cord-132843-ilxt4b6g 877 20 grained grained JJ cord-132843-ilxt4b6g 877 21 transaction transaction NN cord-132843-ilxt4b6g 877 22 data datum NNS cord-132843-ilxt4b6g 877 23 for for IN cord-132843-ilxt4b6g 877 24 customer customer NN cord-132843-ilxt4b6g 877 25 life life NN cord-132843-ilxt4b6g 877 26 event event NN cord-132843-ilxt4b6g 877 27 predictions prediction NNS cord-132843-ilxt4b6g 877 28 Predicting predict VBG cord-132843-ilxt4b6g 877 29 soccer soccer NN cord-132843-ilxt4b6g 877 30 highlights highlight NNS cord-132843-ilxt4b6g 877 31 from from IN cord-132843-ilxt4b6g 878 1 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 878 2 match match NN cord-132843-ilxt4b6g 878 3 event event NN cord-132843-ilxt4b6g 878 4 streams stream VBZ cord-132843-ilxt4b6g 878 5 Event Event NNP cord-132843-ilxt4b6g 878 6 Prediction Prediction NNP cord-132843-ilxt4b6g 878 7 for for IN cord-132843-ilxt4b6g 878 8 Individual Individual NNP cord-132843-ilxt4b6g 878 9 Unit Unit NNP cord-132843-ilxt4b6g 878 10 Based Based NNP cord-132843-ilxt4b6g 878 11 on on IN cord-132843-ilxt4b6g 878 12 Recurrent Recurrent NNP cord-132843-ilxt4b6g 878 13 Event Event NNP cord-132843-ilxt4b6g 878 14 Data Data NNP cord-132843-ilxt4b6g 878 15 Collected collect VBN cord-132843-ilxt4b6g 878 16 in in RB cord-132843-ilxt4b6g 879 1 Teleservice Teleservice NNP cord-132843-ilxt4b6g 879 2 Systems Systems NNPS cord-132843-ilxt4b6g 879 3 iSurvive iSurvive NNP cord-132843-ilxt4b6g 879 4 : : : cord-132843-ilxt4b6g 879 5 An an DT cord-132843-ilxt4b6g 879 6 interpretable interpretable JJ cord-132843-ilxt4b6g 879 7 , , , cord-132843-ilxt4b6g 879 8 event event NN cord-132843-ilxt4b6g 879 9 - - HYPH cord-132843-ilxt4b6g 879 10 time time NN cord-132843-ilxt4b6g 879 11 prediction prediction NN cord-132843-ilxt4b6g 879 12 model model NN cord-132843-ilxt4b6g 879 13 for for IN cord-132843-ilxt4b6g 879 14 mHealth mHealth NNP cord-132843-ilxt4b6g 880 1 An an DT cord-132843-ilxt4b6g 880 2 overview overview NN cord-132843-ilxt4b6g 880 3 of of IN cord-132843-ilxt4b6g 880 4 event event NN cord-132843-ilxt4b6g 880 5 extraction extraction NN cord-132843-ilxt4b6g 880 6 from from IN cord-132843-ilxt4b6g 880 7 Twitter Twitter NNP cord-132843-ilxt4b6g 880 8 Traffic Traffic NNP cord-132843-ilxt4b6g 880 9 congestion congestion NN cord-132843-ilxt4b6g 880 10 prediction prediction NN cord-132843-ilxt4b6g 880 11 by by IN cord-132843-ilxt4b6g 880 12 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 880 13 propagation propagation NN cord-132843-ilxt4b6g 880 14 patterns pattern NNS cord-132843-ilxt4b6g 880 15 Deep deep JJ cord-132843-ilxt4b6g 880 16 learning learn VBG cord-132843-ilxt4b6g 880 17 for for IN cord-132843-ilxt4b6g 880 18 event event NN cord-132843-ilxt4b6g 880 19 - - HYPH cord-132843-ilxt4b6g 880 20 driven drive VBN cord-132843-ilxt4b6g 880 21 stock stock NN cord-132843-ilxt4b6g 880 22 prediction prediction NN cord-132843-ilxt4b6g 880 23 Online online JJ cord-132843-ilxt4b6g 880 24 failure failure NN cord-132843-ilxt4b6g 880 25 prediction prediction NN cord-132843-ilxt4b6g 880 26 for for IN cord-132843-ilxt4b6g 880 27 railway railway NN cord-132843-ilxt4b6g 880 28 transportation transportation NN cord-132843-ilxt4b6g 880 29 systems system NNS cord-132843-ilxt4b6g 880 30 based base VBN cord-132843-ilxt4b6g 880 31 on on IN cord-132843-ilxt4b6g 880 32 fuzzy fuzzy JJ cord-132843-ilxt4b6g 880 33 rules rule NNS cord-132843-ilxt4b6g 880 34 and and CC cord-132843-ilxt4b6g 880 35 data data NN cord-132843-ilxt4b6g 880 36 analysis analysis NN cord-132843-ilxt4b6g 880 37 Forecasting forecasting NN cord-132843-ilxt4b6g 880 38 location location NN cord-132843-ilxt4b6g 880 39 - - HYPH cord-132843-ilxt4b6g 880 40 based base VBN cord-132843-ilxt4b6g 880 41 events event NNS cord-132843-ilxt4b6g 880 42 with with IN cord-132843-ilxt4b6g 880 43 spatio spatio JJ cord-132843-ilxt4b6g 880 44 - - HYPH cord-132843-ilxt4b6g 880 45 temporal temporal JJ cord-132843-ilxt4b6g 880 46 storytelling storytelling NN cord-132843-ilxt4b6g 880 47 Tornado tornado NN cord-132843-ilxt4b6g 880 48 forecasting forecasting NN cord-132843-ilxt4b6g 880 49 : : : cord-132843-ilxt4b6g 881 1 A a DT cord-132843-ilxt4b6g 881 2 review review NN cord-132843-ilxt4b6g 882 1 Recurrent recurrent JJ cord-132843-ilxt4b6g 882 2 marked mark VBN cord-132843-ilxt4b6g 882 3 temporal temporal JJ cord-132843-ilxt4b6g 882 4 point point NN cord-132843-ilxt4b6g 882 5 processes process NNS cord-132843-ilxt4b6g 882 6 : : : cord-132843-ilxt4b6g 883 1 Embedding embed VBG cord-132843-ilxt4b6g 883 2 event event NN cord-132843-ilxt4b6g 883 3 history history NN cord-132843-ilxt4b6g 883 4 to to TO cord-132843-ilxt4b6g 883 5 vector vector VB cord-132843-ilxt4b6g 884 1 On on IN cord-132843-ilxt4b6g 884 2 clinical clinical JJ cord-132843-ilxt4b6g 884 3 event event NN cord-132843-ilxt4b6g 884 4 prediction prediction NN cord-132843-ilxt4b6g 884 5 in in IN cord-132843-ilxt4b6g 884 6 patient patient JJ cord-132843-ilxt4b6g 884 7 treatment treatment NN cord-132843-ilxt4b6g 884 8 trajectory trajectory NN cord-132843-ilxt4b6g 884 9 using use VBG cord-132843-ilxt4b6g 884 10 longitudinal longitudinal JJ cord-132843-ilxt4b6g 884 11 electronic electronic JJ cord-132843-ilxt4b6g 884 12 health health NN cord-132843-ilxt4b6g 884 13 records record NNS cord-132843-ilxt4b6g 884 14 Systematic systematic JJ cord-132843-ilxt4b6g 884 15 review review NN cord-132843-ilxt4b6g 884 16 of of IN cord-132843-ilxt4b6g 884 17 customer customer NN cord-132843-ilxt4b6g 884 18 churn churn VBP cord-132843-ilxt4b6g 884 19 prediction prediction NN cord-132843-ilxt4b6g 884 20 in in IN cord-132843-ilxt4b6g 884 21 the the DT cord-132843-ilxt4b6g 884 22 telecom telecom NN cord-132843-ilxt4b6g 884 23 sector sector NN cord-132843-ilxt4b6g 884 24 Reactive Reactive NNP cord-132843-ilxt4b6g 884 25 point point NN cord-132843-ilxt4b6g 884 26 processes process NNS cord-132843-ilxt4b6g 884 27 : : : cord-132843-ilxt4b6g 885 1 A a DT cord-132843-ilxt4b6g 885 2 new new JJ cord-132843-ilxt4b6g 885 3 approach approach NN cord-132843-ilxt4b6g 885 4 to to IN cord-132843-ilxt4b6g 885 5 predicting predict VBG cord-132843-ilxt4b6g 885 6 power power NN cord-132843-ilxt4b6g 885 7 failures failure NNS cord-132843-ilxt4b6g 885 8 in in IN cord-132843-ilxt4b6g 885 9 underground underground JJ cord-132843-ilxt4b6g 885 10 electrical electrical JJ cord-132843-ilxt4b6g 885 11 systems system NNS cord-132843-ilxt4b6g 885 12 Forecasting forecasting NN cord-132843-ilxt4b6g 885 13 heroin heroin NN cord-132843-ilxt4b6g 885 14 overdose overdose NN cord-132843-ilxt4b6g 885 15 occurrences occurrence NNS cord-132843-ilxt4b6g 885 16 from from IN cord-132843-ilxt4b6g 885 17 crime crime NN cord-132843-ilxt4b6g 885 18 incidents incident NNS cord-132843-ilxt4b6g 885 19 MAG4 MAG4 NNP cord-132843-ilxt4b6g 885 20 versus versus IN cord-132843-ilxt4b6g 885 21 alternative alternative JJ cord-132843-ilxt4b6g 885 22 techniques technique NNS cord-132843-ilxt4b6g 885 23 for for IN cord-132843-ilxt4b6g 885 24 forecasting forecast VBG cord-132843-ilxt4b6g 885 25 active active JJ cord-132843-ilxt4b6g 885 26 region region NN cord-132843-ilxt4b6g 885 27 flare flare NN cord-132843-ilxt4b6g 885 28 productivity productivity NN cord-132843-ilxt4b6g 885 29 Christiane Christiane NNP cord-132843-ilxt4b6g 885 30 Fellbaum Fellbaum NNP cord-132843-ilxt4b6g 885 31 . . . cord-132843-ilxt4b6g 886 1 2012 2012 CD cord-132843-ilxt4b6g 886 2 . . . cord-132843-ilxt4b6g 887 1 WordNet WordNet NNP cord-132843-ilxt4b6g 887 2 . . . cord-132843-ilxt4b6g 888 1 The the DT cord-132843-ilxt4b6g 888 2 encyclopedia encyclopedia NN cord-132843-ilxt4b6g 888 3 of of IN cord-132843-ilxt4b6g 888 4 applied apply VBN cord-132843-ilxt4b6g 888 5 linguistics linguistics NNP cord-132843-ilxt4b6g 888 6 A A NNP cord-132843-ilxt4b6g 888 7 survey survey NN cord-132843-ilxt4b6g 888 8 on on IN cord-132843-ilxt4b6g 888 9 wind wind NN cord-132843-ilxt4b6g 888 10 power power NN cord-132843-ilxt4b6g 888 11 ramp ramp NN cord-132843-ilxt4b6g 888 12 forecasting forecasting NN cord-132843-ilxt4b6g 888 13 Managing manage VBG cord-132843-ilxt4b6g 888 14 the the DT cord-132843-ilxt4b6g 888 15 risks risk NNS cord-132843-ilxt4b6g 888 16 of of IN cord-132843-ilxt4b6g 888 17 extreme extreme JJ cord-132843-ilxt4b6g 888 18 events event NNS cord-132843-ilxt4b6g 888 19 and and CC cord-132843-ilxt4b6g 888 20 disasters disaster NNS cord-132843-ilxt4b6g 888 21 to to TO cord-132843-ilxt4b6g 888 22 advance advance VB cord-132843-ilxt4b6g 888 23 climate climate NN cord-132843-ilxt4b6g 888 24 change change NN cord-132843-ilxt4b6g 888 25 adaptation adaptation NN cord-132843-ilxt4b6g 888 26 : : : cord-132843-ilxt4b6g 888 27 special special JJ cord-132843-ilxt4b6g 888 28 report report NN cord-132843-ilxt4b6g 888 29 of of IN cord-132843-ilxt4b6g 888 30 the the DT cord-132843-ilxt4b6g 888 31 intergovernmental intergovernmental JJ cord-132843-ilxt4b6g 888 32 panel panel NN cord-132843-ilxt4b6g 888 33 on on IN cord-132843-ilxt4b6g 888 34 climate climate NN cord-132843-ilxt4b6g 888 35 change change NN cord-132843-ilxt4b6g 888 36 Issues issue NNS cord-132843-ilxt4b6g 888 37 in in IN cord-132843-ilxt4b6g 888 38 complex complex JJ cord-132843-ilxt4b6g 888 39 event event NN cord-132843-ilxt4b6g 888 40 processing processing NN cord-132843-ilxt4b6g 888 41 : : : cord-132843-ilxt4b6g 888 42 Status status NN cord-132843-ilxt4b6g 888 43 and and CC cord-132843-ilxt4b6g 888 44 prospects prospect NNS cord-132843-ilxt4b6g 888 45 in in IN cord-132843-ilxt4b6g 888 46 the the DT cord-132843-ilxt4b6g 888 47 big big JJ cord-132843-ilxt4b6g 888 48 data datum NNS cord-132843-ilxt4b6g 888 49 era era NN cord-132843-ilxt4b6g 888 50 Failure failure NN cord-132843-ilxt4b6g 888 51 prediction prediction NN cord-132843-ilxt4b6g 888 52 based base VBN cord-132843-ilxt4b6g 888 53 on on IN cord-132843-ilxt4b6g 888 54 log log NN cord-132843-ilxt4b6g 888 55 files file NNS cord-132843-ilxt4b6g 888 56 using use VBG cord-132843-ilxt4b6g 888 57 random random JJ cord-132843-ilxt4b6g 888 58 indexing indexing NN cord-132843-ilxt4b6g 888 59 and and CC cord-132843-ilxt4b6g 888 60 support support NN cord-132843-ilxt4b6g 888 61 vector vector NN cord-132843-ilxt4b6g 888 62 machines machine NNS cord-132843-ilxt4b6g 888 63 Titan Titan NNP cord-132843-ilxt4b6g 888 64 : : : cord-132843-ilxt4b6g 888 65 A a DT cord-132843-ilxt4b6g 888 66 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 888 67 feature feature NN cord-132843-ilxt4b6g 888 68 learning learn VBG cord-132843-ilxt4b6g 888 69 framework framework NN cord-132843-ilxt4b6g 888 70 for for IN cord-132843-ilxt4b6g 888 71 traffic traffic NN cord-132843-ilxt4b6g 888 72 incident incident NN cord-132843-ilxt4b6g 888 73 duration duration NN cord-132843-ilxt4b6g 888 74 prediction prediction NN cord-132843-ilxt4b6g 888 75 Survey Survey NNP cord-132843-ilxt4b6g 888 76 on on IN cord-132843-ilxt4b6g 888 77 complex complex JJ cord-132843-ilxt4b6g 888 78 event event NN cord-132843-ilxt4b6g 888 79 processing processing NN cord-132843-ilxt4b6g 888 80 and and CC cord-132843-ilxt4b6g 888 81 predictive predictive JJ cord-132843-ilxt4b6g 888 82 analytics analytic NNS cord-132843-ilxt4b6g 888 83 Google Google NNP cord-132843-ilxt4b6g 888 84 Flu Flu NNP cord-132843-ilxt4b6g 888 85 Trends Trends NNPS cord-132843-ilxt4b6g 888 86 ' ' POS cord-132843-ilxt4b6g 888 87 failure failure NN cord-132843-ilxt4b6g 888 88 shows show VBZ cord-132843-ilxt4b6g 888 89 good good JJ cord-132843-ilxt4b6g 888 90 data datum NNS cord-132843-ilxt4b6g 888 91 > > XX cord-132843-ilxt4b6g 888 92 big big JJ cord-132843-ilxt4b6g 888 93 data datum NNS cord-132843-ilxt4b6g 889 1 A a DT cord-132843-ilxt4b6g 889 2 review review NN cord-132843-ilxt4b6g 889 3 on on IN cord-132843-ilxt4b6g 889 4 the the DT cord-132843-ilxt4b6g 889 5 recent recent JJ cord-132843-ilxt4b6g 889 6 history history NN cord-132843-ilxt4b6g 889 7 of of IN cord-132843-ilxt4b6g 889 8 wind wind NN cord-132843-ilxt4b6g 889 9 power power NN cord-132843-ilxt4b6g 889 10 ramp ramp NN cord-132843-ilxt4b6g 889 11 forecasting forecast VBG cord-132843-ilxt4b6g 889 12 Incomplete incomplete JJ cord-132843-ilxt4b6g 889 13 label label NN cord-132843-ilxt4b6g 889 14 multi multi JJ cord-132843-ilxt4b6g 889 15 - - JJ cord-132843-ilxt4b6g 889 16 task task JJ cord-132843-ilxt4b6g 889 17 ordinal ordinal JJ cord-132843-ilxt4b6g 889 18 regression regression NN cord-132843-ilxt4b6g 889 19 for for IN cord-132843-ilxt4b6g 889 20 spatial spatial JJ cord-132843-ilxt4b6g 889 21 event event NN cord-132843-ilxt4b6g 889 22 scale scale NN cord-132843-ilxt4b6g 889 23 forecasting forecast VBG cord-132843-ilxt4b6g 889 24 Incomplete incomplete JJ cord-132843-ilxt4b6g 889 25 label label NN cord-132843-ilxt4b6g 889 26 multi multi JJ cord-132843-ilxt4b6g 889 27 - - JJ cord-132843-ilxt4b6g 889 28 task task NN cord-132843-ilxt4b6g 889 29 deep deep JJ cord-132843-ilxt4b6g 889 30 learning learning NN cord-132843-ilxt4b6g 889 31 for for IN cord-132843-ilxt4b6g 889 32 spatio spatio JJ cord-132843-ilxt4b6g 889 33 - - HYPH cord-132843-ilxt4b6g 889 34 temporal temporal JJ cord-132843-ilxt4b6g 889 35 event event NN cord-132843-ilxt4b6g 889 36 subtype subtype NN cord-132843-ilxt4b6g 889 37 forecasting forecast VBG cord-132843-ilxt4b6g 889 38 Extreme extreme JJ cord-132843-ilxt4b6g 889 39 events event NNS cord-132843-ilxt4b6g 889 40 : : : cord-132843-ilxt4b6g 889 41 Dynamics dynamic NNS cord-132843-ilxt4b6g 889 42 , , , cord-132843-ilxt4b6g 889 43 statistics statistic NNS cord-132843-ilxt4b6g 889 44 and and CC cord-132843-ilxt4b6g 889 45 prediction prediction NN cord-132843-ilxt4b6g 889 46 A a DT cord-132843-ilxt4b6g 889 47 taxonomy taxonomy NN cord-132843-ilxt4b6g 889 48 of of IN cord-132843-ilxt4b6g 889 49 event event NN cord-132843-ilxt4b6g 889 50 prediction prediction NN cord-132843-ilxt4b6g 889 51 methods method NNS cord-132843-ilxt4b6g 890 1 Deep deep JJ cord-132843-ilxt4b6g 890 2 learning learning NN cord-132843-ilxt4b6g 890 3 What what WP cord-132843-ilxt4b6g 890 4 happens happen VBZ cord-132843-ilxt4b6g 890 5 next next RB cord-132843-ilxt4b6g 890 6 ? ? . cord-132843-ilxt4b6g 891 1 event event NN cord-132843-ilxt4b6g 891 2 prediction prediction NN cord-132843-ilxt4b6g 891 3 using use VBG cord-132843-ilxt4b6g 891 4 a a DT cord-132843-ilxt4b6g 891 5 compositional compositional JJ cord-132843-ilxt4b6g 891 6 neural neural JJ cord-132843-ilxt4b6g 891 7 network network NN cord-132843-ilxt4b6g 891 8 model model NN cord-132843-ilxt4b6g 891 9 Fortuneteller Fortuneteller NNP cord-132843-ilxt4b6g 891 10 : : : cord-132843-ilxt4b6g 892 1 Predicting predict VBG cord-132843-ilxt4b6g 892 2 microarchitectural microarchitectural JJ cord-132843-ilxt4b6g 892 3 attacks attack NNS cord-132843-ilxt4b6g 892 4 via via IN cord-132843-ilxt4b6g 892 5 unsupervised unsupervised JJ cord-132843-ilxt4b6g 892 6 deep deep JJ cord-132843-ilxt4b6g 892 7 learning learning NN cord-132843-ilxt4b6g 892 8 Automated automated JJ cord-132843-ilxt4b6g 892 9 news news NN cord-132843-ilxt4b6g 892 10 reading reading NN cord-132843-ilxt4b6g 892 11 : : : cord-132843-ilxt4b6g 892 12 Stock stock NN cord-132843-ilxt4b6g 892 13 price price NN cord-132843-ilxt4b6g 892 14 prediction prediction NN cord-132843-ilxt4b6g 892 15 based base VBN cord-132843-ilxt4b6g 892 16 on on IN cord-132843-ilxt4b6g 892 17 financial financial JJ cord-132843-ilxt4b6g 892 18 news news NN cord-132843-ilxt4b6g 892 19 using use VBG cord-132843-ilxt4b6g 892 20 context context NN cord-132843-ilxt4b6g 892 21 - - HYPH cord-132843-ilxt4b6g 892 22 specific specific JJ cord-132843-ilxt4b6g 892 23 features feature NNS cord-132843-ilxt4b6g 892 24 Data data NN cord-132843-ilxt4b6g 892 25 mining mining NN cord-132843-ilxt4b6g 892 26 : : : cord-132843-ilxt4b6g 892 27 concepts concept NNS cord-132843-ilxt4b6g 892 28 and and CC cord-132843-ilxt4b6g 892 29 techniques technique NNS cord-132843-ilxt4b6g 892 30 Simulating simulate VBG cord-132843-ilxt4b6g 892 31 spatio spatio JJ cord-132843-ilxt4b6g 892 32 - - HYPH cord-132843-ilxt4b6g 892 33 temporal temporal JJ cord-132843-ilxt4b6g 892 34 patterns pattern NNS cord-132843-ilxt4b6g 892 35 of of IN cord-132843-ilxt4b6g 892 36 terrorism terrorism NN cord-132843-ilxt4b6g 892 37 incidents incident NNS cord-132843-ilxt4b6g 892 38 on on IN cord-132843-ilxt4b6g 892 39 the the DT cord-132843-ilxt4b6g 892 40 Indochina Indochina NNP cord-132843-ilxt4b6g 892 41 Peninsula Peninsula NNP cord-132843-ilxt4b6g 892 42 with with IN cord-132843-ilxt4b6g 892 43 GIS GIS NNP cord-132843-ilxt4b6g 892 44 and and CC cord-132843-ilxt4b6g 892 45 the the DT cord-132843-ilxt4b6g 892 46 random random JJ cord-132843-ilxt4b6g 892 47 forest forest NN cord-132843-ilxt4b6g 892 48 method method NN cord-132843-ilxt4b6g 892 49 Toward toward IN cord-132843-ilxt4b6g 892 50 future future JJ cord-132843-ilxt4b6g 892 51 scenario scenario NN cord-132843-ilxt4b6g 892 52 generation generation NN cord-132843-ilxt4b6g 892 53 : : : cord-132843-ilxt4b6g 893 1 Extracting extract VBG cord-132843-ilxt4b6g 893 2 event event NN cord-132843-ilxt4b6g 893 3 causality causality NN cord-132843-ilxt4b6g 893 4 exploiting exploit VBG cord-132843-ilxt4b6g 893 5 semantic semantic JJ cord-132843-ilxt4b6g 893 6 relation relation NN cord-132843-ilxt4b6g 893 7 , , , cord-132843-ilxt4b6g 893 8 context context NN cord-132843-ilxt4b6g 893 9 , , , cord-132843-ilxt4b6g 893 10 and and CC cord-132843-ilxt4b6g 893 11 association association NN cord-132843-ilxt4b6g 893 12 features feature VBZ cord-132843-ilxt4b6g 893 13 Bayesian bayesian JJ cord-132843-ilxt4b6g 893 14 model model NN cord-132843-ilxt4b6g 893 15 fusion fusion NN cord-132843-ilxt4b6g 893 16 for for IN cord-132843-ilxt4b6g 893 17 forecasting forecast VBG cord-132843-ilxt4b6g 893 18 civil civil JJ cord-132843-ilxt4b6g 893 19 unrest unrest NN cord-132843-ilxt4b6g 894 1 Integrating integrate VBG cord-132843-ilxt4b6g 894 2 hierarchical hierarchical JJ cord-132843-ilxt4b6g 894 3 attentions attention NNS cord-132843-ilxt4b6g 894 4 for for IN cord-132843-ilxt4b6g 894 5 future future JJ cord-132843-ilxt4b6g 894 6 subevent subevent NN cord-132843-ilxt4b6g 894 7 prediction prediction NN cord-132843-ilxt4b6g 895 1 What what WP cord-132843-ilxt4b6g 895 2 happens happen VBZ cord-132843-ilxt4b6g 895 3 next next RB cord-132843-ilxt4b6g 895 4 ? ? . cord-132843-ilxt4b6g 896 1 future future JJ cord-132843-ilxt4b6g 896 2 subevent subevent NNP cord-132843-ilxt4b6g 896 3 prediction prediction NN cord-132843-ilxt4b6g 896 4 using use VBG cord-132843-ilxt4b6g 896 5 contextual contextual JJ cord-132843-ilxt4b6g 896 6 hierarchical hierarchical JJ cord-132843-ilxt4b6g 896 7 LSTM LSTM NNP cord-132843-ilxt4b6g 896 8 Social Social NNP cord-132843-ilxt4b6g 896 9 media medium NNS cord-132843-ilxt4b6g 896 10 based base VBN cord-132843-ilxt4b6g 896 11 simulation simulation NN cord-132843-ilxt4b6g 896 12 models model NNS cord-132843-ilxt4b6g 896 13 for for IN cord-132843-ilxt4b6g 896 14 understanding understand VBG cord-132843-ilxt4b6g 896 15 disease disease NN cord-132843-ilxt4b6g 896 16 dynamics dynamic NNS cord-132843-ilxt4b6g 897 1 Mist mist NN cord-132843-ilxt4b6g 897 2 : : : cord-132843-ilxt4b6g 897 3 A a DT cord-132843-ilxt4b6g 897 4 multiview multiview NN cord-132843-ilxt4b6g 897 5 and and CC cord-132843-ilxt4b6g 897 6 multimodal multimodal NN cord-132843-ilxt4b6g 897 7 spatial spatial JJ cord-132843-ilxt4b6g 897 8 - - HYPH cord-132843-ilxt4b6g 897 9 temporal temporal JJ cord-132843-ilxt4b6g 897 10 learning learning NN cord-132843-ilxt4b6g 897 11 framework framework NN cord-132843-ilxt4b6g 897 12 for for IN cord-132843-ilxt4b6g 898 1 citywide citywide JJ cord-132843-ilxt4b6g 898 2 abnormal abnormal JJ cord-132843-ilxt4b6g 898 3 event event NN cord-132843-ilxt4b6g 898 4 forecasting forecast VBG cord-132843-ilxt4b6g 898 5 Improved improve VBN cord-132843-ilxt4b6g 898 6 disk disk NN cord-132843-ilxt4b6g 898 7 - - HYPH cord-132843-ilxt4b6g 898 8 drive drive NN cord-132843-ilxt4b6g 898 9 failure failure NN cord-132843-ilxt4b6g 898 10 warnings warning NNS cord-132843-ilxt4b6g 898 11 Estimating Estimating NNP cord-132843-ilxt4b6g 898 12 time time NN cord-132843-ilxt4b6g 898 13 to to IN cord-132843-ilxt4b6g 898 14 event event NN cord-132843-ilxt4b6g 898 15 of of IN cord-132843-ilxt4b6g 898 16 future future JJ cord-132843-ilxt4b6g 898 17 events event NNS cord-132843-ilxt4b6g 898 18 based base VBN cord-132843-ilxt4b6g 898 19 on on IN cord-132843-ilxt4b6g 898 20 linguistic linguistic JJ cord-132843-ilxt4b6g 898 21 cues cue NNS cord-132843-ilxt4b6g 898 22 on on IN cord-132843-ilxt4b6g 898 23 Twitter Twitter NNP cord-132843-ilxt4b6g 898 24 Using use VBG cord-132843-ilxt4b6g 898 25 machine machine NN cord-132843-ilxt4b6g 898 26 learning learn VBG cord-132843-ilxt4b6g 898 27 methods method NNS cord-132843-ilxt4b6g 898 28 to to TO cord-132843-ilxt4b6g 898 29 forecast forecast VB cord-132843-ilxt4b6g 898 30 if if IN cord-132843-ilxt4b6g 898 31 solar solar JJ cord-132843-ilxt4b6g 898 32 flares flare NNS cord-132843-ilxt4b6g 898 33 will will MD cord-132843-ilxt4b6g 898 34 be be VB cord-132843-ilxt4b6g 898 35 associated associate VBN cord-132843-ilxt4b6g 898 36 with with IN cord-132843-ilxt4b6g 898 37 CMEs CMEs NNP cord-132843-ilxt4b6g 898 38 and and CC cord-132843-ilxt4b6g 898 39 SEPs sep NNS cord-132843-ilxt4b6g 898 40 Skip skip VB cord-132843-ilxt4b6g 898 41 n n NN cord-132843-ilxt4b6g 898 42 - - HYPH cord-132843-ilxt4b6g 898 43 grams gram NNS cord-132843-ilxt4b6g 898 44 and and CC cord-132843-ilxt4b6g 898 45 ranking ranking NN cord-132843-ilxt4b6g 898 46 functions function NNS cord-132843-ilxt4b6g 898 47 for for IN cord-132843-ilxt4b6g 898 48 predicting predict VBG cord-132843-ilxt4b6g 898 49 script script NN cord-132843-ilxt4b6g 898 50 events event NNS cord-132843-ilxt4b6g 898 51 Deepurbanevent Deepurbanevent NNP cord-132843-ilxt4b6g 898 52 : : : cord-132843-ilxt4b6g 899 1 A a DT cord-132843-ilxt4b6g 899 2 system system NN cord-132843-ilxt4b6g 899 3 for for IN cord-132843-ilxt4b6g 899 4 predicting predict VBG cord-132843-ilxt4b6g 899 5 citywide citywide JJ cord-132843-ilxt4b6g 899 6 crowd crowd NN cord-132843-ilxt4b6g 899 7 dynamics dynamic NNS cord-132843-ilxt4b6g 899 8 at at IN cord-132843-ilxt4b6g 899 9 big big JJ cord-132843-ilxt4b6g 899 10 events event NNS cord-132843-ilxt4b6g 900 1 A a DT cord-132843-ilxt4b6g 900 2 survey survey NN cord-132843-ilxt4b6g 900 3 on on IN cord-132843-ilxt4b6g 900 4 spatial spatial JJ cord-132843-ilxt4b6g 900 5 prediction prediction NN cord-132843-ilxt4b6g 900 6 methods method NNS cord-132843-ilxt4b6g 900 7 Epidemiological epidemiological JJ cord-132843-ilxt4b6g 900 8 modeling modeling NN cord-132843-ilxt4b6g 900 9 of of IN cord-132843-ilxt4b6g 900 10 news news NN cord-132843-ilxt4b6g 900 11 and and CC cord-132843-ilxt4b6g 900 12 rumors rumor NNS cord-132843-ilxt4b6g 900 13 on on IN cord-132843-ilxt4b6g 900 14 Twitter Twitter NNP cord-132843-ilxt4b6g 901 1 That that DT cord-132843-ilxt4b6g 901 2 's be VBZ cord-132843-ilxt4b6g 901 3 what what WP cord-132843-ilxt4b6g 901 4 friends friend NNS cord-132843-ilxt4b6g 901 5 are be VBP cord-132843-ilxt4b6g 901 6 for for IN cord-132843-ilxt4b6g 901 7 : : : cord-132843-ilxt4b6g 902 1 Inferring infer VBG cord-132843-ilxt4b6g 902 2 location location NN cord-132843-ilxt4b6g 902 3 in in IN cord-132843-ilxt4b6g 902 4 online online JJ cord-132843-ilxt4b6g 902 5 social social JJ cord-132843-ilxt4b6g 902 6 media medium NNS cord-132843-ilxt4b6g 902 7 platforms platform NNS cord-132843-ilxt4b6g 902 8 based base VBN cord-132843-ilxt4b6g 902 9 on on IN cord-132843-ilxt4b6g 902 10 social social JJ cord-132843-ilxt4b6g 902 11 relationships relationship NNS cord-132843-ilxt4b6g 903 1 Carbon carbon NN cord-132843-ilxt4b6g 903 2 : : : cord-132843-ilxt4b6g 904 1 Forecasting forecast VBG cord-132843-ilxt4b6g 904 2 civil civil JJ cord-132843-ilxt4b6g 904 3 unrest unrest NN cord-132843-ilxt4b6g 904 4 events event NNS cord-132843-ilxt4b6g 904 5 by by IN cord-132843-ilxt4b6g 904 6 monitoring monitor VBG cord-132843-ilxt4b6g 904 7 news news NN cord-132843-ilxt4b6g 904 8 and and CC cord-132843-ilxt4b6g 904 9 social social JJ cord-132843-ilxt4b6g 904 10 media medium NNS cord-132843-ilxt4b6g 904 11 Time Time NNP cord-132843-ilxt4b6g 904 12 - - HYPH cord-132843-ilxt4b6g 904 13 series series NN cord-132843-ilxt4b6g 904 14 event event NN cord-132843-ilxt4b6g 904 15 - - HYPH cord-132843-ilxt4b6g 904 16 based base VBN cord-132843-ilxt4b6g 904 17 prediction prediction NN cord-132843-ilxt4b6g 904 18 : : : cord-132843-ilxt4b6g 904 19 An an DT cord-132843-ilxt4b6g 904 20 unsupervised unsupervised JJ cord-132843-ilxt4b6g 904 21 learning learning NN cord-132843-ilxt4b6g 904 22 framework framework NN cord-132843-ilxt4b6g 904 23 based base VBN cord-132843-ilxt4b6g 904 24 on on IN cord-132843-ilxt4b6g 904 25 genetic genetic JJ cord-132843-ilxt4b6g 904 26 programming programming NN cord-132843-ilxt4b6g 904 27 Forecasting forecasting NN cord-132843-ilxt4b6g 904 28 gathering gathering NN cord-132843-ilxt4b6g 904 29 events event NNS cord-132843-ilxt4b6g 904 30 through through IN cord-132843-ilxt4b6g 904 31 trajectory trajectory NN cord-132843-ilxt4b6g 904 32 destination destination NN cord-132843-ilxt4b6g 904 33 prediction prediction NN cord-132843-ilxt4b6g 904 34 : : : cord-132843-ilxt4b6g 904 35 A a DT cord-132843-ilxt4b6g 904 36 dynamic dynamic JJ cord-132843-ilxt4b6g 904 37 hybrid hybrid NN cord-132843-ilxt4b6g 904 38 model model NN cord-132843-ilxt4b6g 904 39 Extracting extract VBG cord-132843-ilxt4b6g 904 40 causal causal JJ cord-132843-ilxt4b6g 904 41 knowledge knowledge NN cord-132843-ilxt4b6g 904 42 from from IN cord-132843-ilxt4b6g 904 43 a a DT cord-132843-ilxt4b6g 904 44 medical medical JJ cord-132843-ilxt4b6g 904 45 database database NN cord-132843-ilxt4b6g 904 46 using use VBG cord-132843-ilxt4b6g 904 47 graphical graphical JJ cord-132843-ilxt4b6g 904 48 patterns pattern NNS cord-132843-ilxt4b6g 904 49 Supervenience Supervenience NNP cord-132843-ilxt4b6g 904 50 and and CC cord-132843-ilxt4b6g 904 51 mind mind NN cord-132843-ilxt4b6g 904 52 : : : cord-132843-ilxt4b6g 905 1 Selected select VBN cord-132843-ilxt4b6g 905 2 philosophical philosophical JJ cord-132843-ilxt4b6g 905 3 essays essay NNS cord-132843-ilxt4b6g 905 4 Diversityaware Diversityaware NNP cord-132843-ilxt4b6g 905 5 event event NN cord-132843-ilxt4b6g 905 6 prediction prediction NN cord-132843-ilxt4b6g 905 7 based base VBN cord-132843-ilxt4b6g 905 8 on on IN cord-132843-ilxt4b6g 905 9 a a DT cord-132843-ilxt4b6g 905 10 conditional conditional JJ cord-132843-ilxt4b6g 905 11 variational variational JJ cord-132843-ilxt4b6g 905 12 autoencoder autoencoder NN cord-132843-ilxt4b6g 905 13 with with IN cord-132843-ilxt4b6g 905 14 reconstruction reconstruction NN cord-132843-ilxt4b6g 905 15 Prediction Prediction NNP cord-132843-ilxt4b6g 905 16 for for IN cord-132843-ilxt4b6g 905 17 big big JJ cord-132843-ilxt4b6g 905 18 data datum NNS cord-132843-ilxt4b6g 905 19 through through IN cord-132843-ilxt4b6g 905 20 Kriging kriging NN cord-132843-ilxt4b6g 905 21 : : : cord-132843-ilxt4b6g 905 22 small small JJ cord-132843-ilxt4b6g 905 23 sequential sequential JJ cord-132843-ilxt4b6g 905 24 and and CC cord-132843-ilxt4b6g 905 25 one one CD cord-132843-ilxt4b6g 905 26 - - HYPH cord-132843-ilxt4b6g 905 27 shot shot NN cord-132843-ilxt4b6g 905 28 designs design NNS cord-132843-ilxt4b6g 906 1 Improving improve VBG cord-132843-ilxt4b6g 906 2 event event NN cord-132843-ilxt4b6g 906 3 causality causality NN cord-132843-ilxt4b6g 906 4 recognition recognition NN cord-132843-ilxt4b6g 906 5 with with IN cord-132843-ilxt4b6g 906 6 multiple multiple JJ cord-132843-ilxt4b6g 906 7 background background NN cord-132843-ilxt4b6g 906 8 knowledge knowledge NN cord-132843-ilxt4b6g 906 9 sources source NNS cord-132843-ilxt4b6g 906 10 using use VBG cord-132843-ilxt4b6g 906 11 multi multi JJ cord-132843-ilxt4b6g 906 12 - - JJ cord-132843-ilxt4b6g 906 13 column column JJ cord-132843-ilxt4b6g 906 14 convolutional convolutional NN cord-132843-ilxt4b6g 906 15 neural neural JJ cord-132843-ilxt4b6g 906 16 networks network NNS cord-132843-ilxt4b6g 907 1 A a DT cord-132843-ilxt4b6g 907 2 spatial spatial JJ cord-132843-ilxt4b6g 907 3 scan scan NN cord-132843-ilxt4b6g 907 4 statistic statistic NN cord-132843-ilxt4b6g 908 1 Leveraging leverage VBG cord-132843-ilxt4b6g 908 2 unscheduled unscheduled JJ cord-132843-ilxt4b6g 908 3 event event NN cord-132843-ilxt4b6g 908 4 prediction prediction NN cord-132843-ilxt4b6g 908 5 through through IN cord-132843-ilxt4b6g 908 6 mining mining NN cord-132843-ilxt4b6g 908 7 scheduled schedule VBN cord-132843-ilxt4b6g 908 8 event event NN cord-132843-ilxt4b6g 908 9 tweets tweet VBZ cord-132843-ilxt4b6g 908 10 Spatio Spatio NNP cord-132843-ilxt4b6g 908 11 - - HYPH cord-132843-ilxt4b6g 908 12 temporal temporal JJ cord-132843-ilxt4b6g 908 13 violent violent JJ cord-132843-ilxt4b6g 908 14 event event NN cord-132843-ilxt4b6g 908 15 prediction prediction NN cord-132843-ilxt4b6g 908 16 using use VBG cord-132843-ilxt4b6g 908 17 Gaussian gaussian JJ cord-132843-ilxt4b6g 908 18 process process NN cord-132843-ilxt4b6g 908 19 regression regression NN cord-132843-ilxt4b6g 908 20 Time time NN cord-132843-ilxt4b6g 908 21 - - HYPH cord-132843-ilxt4b6g 908 22 to to IN cord-132843-ilxt4b6g 908 23 - - HYPH cord-132843-ilxt4b6g 908 24 event event NN cord-132843-ilxt4b6g 908 25 prediction prediction NN cord-132843-ilxt4b6g 908 26 with with IN cord-132843-ilxt4b6g 908 27 neural neural JJ cord-132843-ilxt4b6g 908 28 networks network NNS cord-132843-ilxt4b6g 908 29 and and CC cord-132843-ilxt4b6g 908 30 Cox Cox NNP cord-132843-ilxt4b6g 908 31 regression regression NN cord-132843-ilxt4b6g 908 32 Data Data NNP cord-132843-ilxt4b6g 908 33 mining mining NN cord-132843-ilxt4b6g 908 34 and and CC cord-132843-ilxt4b6g 908 35 predictive predictive JJ cord-132843-ilxt4b6g 908 36 analytics analytic NNS cord-132843-ilxt4b6g 908 37 Stream Stream NNP cord-132843-ilxt4b6g 908 38 prediction prediction NN cord-132843-ilxt4b6g 908 39 using use VBG cord-132843-ilxt4b6g 908 40 a a DT cord-132843-ilxt4b6g 908 41 generative generative JJ cord-132843-ilxt4b6g 908 42 model model NN cord-132843-ilxt4b6g 908 43 based base VBN cord-132843-ilxt4b6g 908 44 on on IN cord-132843-ilxt4b6g 908 45 frequent frequent JJ cord-132843-ilxt4b6g 908 46 episodes episode NNS cord-132843-ilxt4b6g 908 47 in in IN cord-132843-ilxt4b6g 908 48 event event NN cord-132843-ilxt4b6g 909 1 sequences sequence NNS cord-132843-ilxt4b6g 910 1 A a DT cord-132843-ilxt4b6g 910 2 hybrid hybrid JJ cord-132843-ilxt4b6g 910 3 model model NN cord-132843-ilxt4b6g 910 4 for for IN cord-132843-ilxt4b6g 910 5 business business NN cord-132843-ilxt4b6g 910 6 process process NN cord-132843-ilxt4b6g 910 7 event event NN cord-132843-ilxt4b6g 910 8 prediction prediction NN cord-132843-ilxt4b6g 910 9 Event Event NNP cord-132843-ilxt4b6g 910 10 Prediction Prediction NNP cord-132843-ilxt4b6g 911 1 Based base VBN cord-132843-ilxt4b6g 911 2 on on IN cord-132843-ilxt4b6g 911 3 Causality Causality NNP cord-132843-ilxt4b6g 911 4 Reasoning reason VBG cord-132843-ilxt4b6g 911 5 Interpretable interpretable JJ cord-132843-ilxt4b6g 911 6 classifiers classifier NNS cord-132843-ilxt4b6g 911 7 using use VBG cord-132843-ilxt4b6g 911 8 rules rule NNS cord-132843-ilxt4b6g 911 9 and and CC cord-132843-ilxt4b6g 911 10 Bayesian bayesian JJ cord-132843-ilxt4b6g 911 11 analysis analysis NN cord-132843-ilxt4b6g 911 12 : : : cord-132843-ilxt4b6g 911 13 Building build VBG cord-132843-ilxt4b6g 911 14 a a DT cord-132843-ilxt4b6g 911 15 better well JJR cord-132843-ilxt4b6g 911 16 stroke stroke NN cord-132843-ilxt4b6g 911 17 prediction prediction NN cord-132843-ilxt4b6g 911 18 model model NN cord-132843-ilxt4b6g 911 19 Sequential sequential JJ cord-132843-ilxt4b6g 911 20 event event NN cord-132843-ilxt4b6g 911 21 prediction prediction NN cord-132843-ilxt4b6g 912 1 The the DT cord-132843-ilxt4b6g 912 2 wisdom wisdom NN cord-132843-ilxt4b6g 912 3 of of IN cord-132843-ilxt4b6g 912 4 crowds crowd NNS cord-132843-ilxt4b6g 912 5 in in IN cord-132843-ilxt4b6g 912 6 action action NN cord-132843-ilxt4b6g 912 7 : : : cord-132843-ilxt4b6g 912 8 Forecasting forecasting NN cord-132843-ilxt4b6g 912 9 epidemic epidemic NN cord-132843-ilxt4b6g 912 10 diseases disease NNS cord-132843-ilxt4b6g 912 11 with with IN cord-132843-ilxt4b6g 912 12 a a DT cord-132843-ilxt4b6g 912 13 web web NN cord-132843-ilxt4b6g 912 14 - - HYPH cord-132843-ilxt4b6g 912 15 based base VBN cord-132843-ilxt4b6g 912 16 prediction prediction NN cord-132843-ilxt4b6g 912 17 market market NN cord-132843-ilxt4b6g 912 18 system system NN cord-132843-ilxt4b6g 912 19 Feature feature NN cord-132843-ilxt4b6g 912 20 selection selection NN cord-132843-ilxt4b6g 912 21 : : : cord-132843-ilxt4b6g 912 22 A a DT cord-132843-ilxt4b6g 912 23 data data NN cord-132843-ilxt4b6g 912 24 perspective perspective NN cord-132843-ilxt4b6g 912 25 Multi multi JJ cord-132843-ilxt4b6g 912 26 - - JJ cord-132843-ilxt4b6g 912 27 attribute attribute JJ cord-132843-ilxt4b6g 912 28 event event NN cord-132843-ilxt4b6g 912 29 modeling modeling NN cord-132843-ilxt4b6g 912 30 and and CC cord-132843-ilxt4b6g 912 31 prediction prediction NN cord-132843-ilxt4b6g 912 32 over over IN cord-132843-ilxt4b6g 912 33 event event NN cord-132843-ilxt4b6g 912 34 streams stream NNS cord-132843-ilxt4b6g 912 35 from from IN cord-132843-ilxt4b6g 912 36 sensors sensor NNS cord-132843-ilxt4b6g 912 37 Time time NN cord-132843-ilxt4b6g 912 38 - - HYPH cord-132843-ilxt4b6g 912 39 dependent dependent JJ cord-132843-ilxt4b6g 912 40 representation representation NN cord-132843-ilxt4b6g 912 41 for for IN cord-132843-ilxt4b6g 912 42 neural neural JJ cord-132843-ilxt4b6g 912 43 event event NN cord-132843-ilxt4b6g 912 44 sequence sequence NN cord-132843-ilxt4b6g 912 45 prediction prediction NN cord-132843-ilxt4b6g 913 1 Next next RB cord-132843-ilxt4b6g 913 2 hit hit VBN cord-132843-ilxt4b6g 913 3 predictor predictor NN cord-132843-ilxt4b6g 913 4 - - HYPH cord-132843-ilxt4b6g 913 5 self self NN cord-132843-ilxt4b6g 913 6 - - HYPH cord-132843-ilxt4b6g 913 7 exciting exciting JJ cord-132843-ilxt4b6g 913 8 risk risk NN cord-132843-ilxt4b6g 913 9 modeling modeling NN cord-132843-ilxt4b6g 913 10 for for IN cord-132843-ilxt4b6g 913 11 predicting predict VBG cord-132843-ilxt4b6g 913 12 next next JJ cord-132843-ilxt4b6g 913 13 locations location NNS cord-132843-ilxt4b6g 913 14 of of IN cord-132843-ilxt4b6g 913 15 serial serial JJ cord-132843-ilxt4b6g 913 16 crimes crime NNS cord-132843-ilxt4b6g 913 17 Constructing construct VBG cord-132843-ilxt4b6g 913 18 narrative narrative NN cord-132843-ilxt4b6g 913 19 event event NN cord-132843-ilxt4b6g 913 20 evolutionary evolutionary JJ cord-132843-ilxt4b6g 913 21 graph graph NN cord-132843-ilxt4b6g 913 22 for for IN cord-132843-ilxt4b6g 913 23 script script NN cord-132843-ilxt4b6g 913 24 event event NN cord-132843-ilxt4b6g 913 25 prediction prediction NN cord-132843-ilxt4b6g 913 26 Failure Failure NNP cord-132843-ilxt4b6g 913 27 event event NN cord-132843-ilxt4b6g 913 28 prediction prediction NN cord-132843-ilxt4b6g 913 29 using use VBG cord-132843-ilxt4b6g 913 30 the the DT cord-132843-ilxt4b6g 913 31 Cox Cox NNP cord-132843-ilxt4b6g 913 32 proportional proportional JJ cord-132843-ilxt4b6g 913 33 hazard hazard NN cord-132843-ilxt4b6g 913 34 model model NN cord-132843-ilxt4b6g 913 35 driven drive VBN cord-132843-ilxt4b6g 913 36 by by IN cord-132843-ilxt4b6g 913 37 frequent frequent JJ cord-132843-ilxt4b6g 913 38 failure failure NN cord-132843-ilxt4b6g 914 1 signatures signature NNS cord-132843-ilxt4b6g 914 2 A a DT cord-132843-ilxt4b6g 914 3 novel novel JJ cord-132843-ilxt4b6g 914 4 serial serial JJ cord-132843-ilxt4b6g 914 5 crime crime NN cord-132843-ilxt4b6g 914 6 prediction prediction NN cord-132843-ilxt4b6g 914 7 model model NN cord-132843-ilxt4b6g 914 8 based base VBN cord-132843-ilxt4b6g 914 9 on on IN cord-132843-ilxt4b6g 914 10 Bayesian Bayesian NNP cord-132843-ilxt4b6g 914 11 learning learning NN cord-132843-ilxt4b6g 914 12 theory theory NN cord-132843-ilxt4b6g 915 1 Mm Mm NNP cord-132843-ilxt4b6g 916 1 -pred -pred JJ cord-132843-ilxt4b6g 916 2 : : : cord-132843-ilxt4b6g 917 1 A a DT cord-132843-ilxt4b6g 917 2 deep deep JJ cord-132843-ilxt4b6g 917 3 predictive predictive JJ cord-132843-ilxt4b6g 917 4 model model NN cord-132843-ilxt4b6g 917 5 for for IN cord-132843-ilxt4b6g 917 6 multi multi JJ cord-132843-ilxt4b6g 917 7 - - JJ cord-132843-ilxt4b6g 917 8 attribute attribute JJ cord-132843-ilxt4b6g 917 9 event event NN cord-132843-ilxt4b6g 917 10 sequence sequence NN cord-132843-ilxt4b6g 917 11 Grid grid NN cord-132843-ilxt4b6g 917 12 - - HYPH cord-132843-ilxt4b6g 917 13 based base VBN cord-132843-ilxt4b6g 917 14 crime crime NN cord-132843-ilxt4b6g 917 15 prediction prediction NN cord-132843-ilxt4b6g 917 16 using use VBG cord-132843-ilxt4b6g 917 17 geographical geographical JJ cord-132843-ilxt4b6g 917 18 features feature VBZ cord-132843-ilxt4b6g 917 19 A a DT cord-132843-ilxt4b6g 917 20 new new JJ cord-132843-ilxt4b6g 917 21 point point NN cord-132843-ilxt4b6g 917 22 process process NN cord-132843-ilxt4b6g 917 23 transition transition NN cord-132843-ilxt4b6g 917 24 density density NN cord-132843-ilxt4b6g 917 25 model model NN cord-132843-ilxt4b6g 917 26 for for IN cord-132843-ilxt4b6g 917 27 space space NN cord-132843-ilxt4b6g 917 28 - - HYPH cord-132843-ilxt4b6g 917 29 time time NN cord-132843-ilxt4b6g 917 30 event event NN cord-132843-ilxt4b6g 917 31 prediction prediction NN cord-132843-ilxt4b6g 917 32 ConceptNetâĂŤa ConceptNetâĂŤa NNP cord-132843-ilxt4b6g 917 33 practical practical JJ cord-132843-ilxt4b6g 917 34 commonsense commonsense NN cord-132843-ilxt4b6g 917 35 reasoning reason VBG cord-132843-ilxt4b6g 917 36 tool tool NN cord-132843-ilxt4b6g 917 37 - - HYPH cord-132843-ilxt4b6g 917 38 kit kit NN cord-132843-ilxt4b6g 917 39 Knowing knowing NN cord-132843-ilxt4b6g 917 40 when when WRB cord-132843-ilxt4b6g 917 41 to to TO cord-132843-ilxt4b6g 917 42 look look VB cord-132843-ilxt4b6g 917 43 : : : cord-132843-ilxt4b6g 917 44 Adaptive adaptive JJ cord-132843-ilxt4b6g 917 45 attention attention NN cord-132843-ilxt4b6g 917 46 via via IN cord-132843-ilxt4b6g 917 47 a a DT cord-132843-ilxt4b6g 917 48 visual visual JJ cord-132843-ilxt4b6g 917 49 sentinel sentinel NN cord-132843-ilxt4b6g 917 50 for for IN cord-132843-ilxt4b6g 917 51 image image NN cord-132843-ilxt4b6g 918 1 captioning caption VBG cord-132843-ilxt4b6g 918 2 SAM SAM NNP cord-132843-ilxt4b6g 918 3 - - HYPH cord-132843-ilxt4b6g 918 4 Net Net NNP cord-132843-ilxt4b6g 918 5 : : : cord-132843-ilxt4b6g 919 1 Integrating integrate VBG cord-132843-ilxt4b6g 919 2 event event NN cord-132843-ilxt4b6g 919 3 - - HYPH cord-132843-ilxt4b6g 919 4 level level NN cord-132843-ilxt4b6g 919 5 and and CC cord-132843-ilxt4b6g 919 6 chain chain NN cord-132843-ilxt4b6g 919 7 - - HYPH cord-132843-ilxt4b6g 919 8 level level NN cord-132843-ilxt4b6g 919 9 attentions attention NNS cord-132843-ilxt4b6g 919 10 to to TO cord-132843-ilxt4b6g 919 11 predict predict VB cord-132843-ilxt4b6g 919 12 what what WP cord-132843-ilxt4b6g 919 13 happens happen VBZ cord-132843-ilxt4b6g 919 14 next next JJ cord-132843-ilxt4b6g 919 15 Major major JJ cord-132843-ilxt4b6g 919 16 earthquake earthquake NN cord-132843-ilxt4b6g 919 17 event event NN cord-132843-ilxt4b6g 919 18 prediction prediction NN cord-132843-ilxt4b6g 919 19 using use VBG cord-132843-ilxt4b6g 919 20 various various JJ cord-132843-ilxt4b6g 919 21 machine machine NN cord-132843-ilxt4b6g 919 22 learning learning NN cord-132843-ilxt4b6g 919 23 algorithms algorithm NNS cord-132843-ilxt4b6g 919 24 Data Data NNP cord-132843-ilxt4b6g 919 25 handling handling NN cord-132843-ilxt4b6g 919 26 and and CC cord-132843-ilxt4b6g 919 27 assimilation assimilation NN cord-132843-ilxt4b6g 919 28 for for IN cord-132843-ilxt4b6g 919 29 solar solar JJ cord-132843-ilxt4b6g 919 30 event event NN cord-132843-ilxt4b6g 919 31 prediction prediction NN cord-132843-ilxt4b6g 919 32 Fast fast JJ cord-132843-ilxt4b6g 919 33 mining mining NN cord-132843-ilxt4b6g 919 34 and and CC cord-132843-ilxt4b6g 919 35 forecasting forecasting NN cord-132843-ilxt4b6g 919 36 of of IN cord-132843-ilxt4b6g 919 37 complex complex JJ cord-132843-ilxt4b6g 919 38 time time NN cord-132843-ilxt4b6g 919 39 - - HYPH cord-132843-ilxt4b6g 919 40 stamped stamp VBN cord-132843-ilxt4b6g 919 41 events event NNS cord-132843-ilxt4b6g 920 1 A a DT cord-132843-ilxt4b6g 920 2 survey survey NN cord-132843-ilxt4b6g 920 3 of of IN cord-132843-ilxt4b6g 920 4 machine machine NN cord-132843-ilxt4b6g 920 5 learning learning NN cord-132843-ilxt4b6g 920 6 approaches approach NNS cord-132843-ilxt4b6g 920 7 and and CC cord-132843-ilxt4b6g 920 8 techniques technique NNS cord-132843-ilxt4b6g 920 9 for for IN cord-132843-ilxt4b6g 920 10 student student NN cord-132843-ilxt4b6g 920 11 dropout dropout NN cord-132843-ilxt4b6g 920 12 prediction prediction NN cord-132843-ilxt4b6g 921 1 A a DT cord-132843-ilxt4b6g 921 2 multi multi JJ cord-132843-ilxt4b6g 921 3 - - JJ cord-132843-ilxt4b6g 921 4 stage stage JJ cord-132843-ilxt4b6g 921 5 deep deep JJ cord-132843-ilxt4b6g 921 6 learning learning NN cord-132843-ilxt4b6g 921 7 approach approach NN cord-132843-ilxt4b6g 921 8 for for IN cord-132843-ilxt4b6g 921 9 business business NN cord-132843-ilxt4b6g 921 10 process process NN cord-132843-ilxt4b6g 921 11 event event NN cord-132843-ilxt4b6g 921 12 prediction prediction NN cord-132843-ilxt4b6g 921 13 Counterfactual counterfactual JJ cord-132843-ilxt4b6g 921 14 theories theory NNS cord-132843-ilxt4b6g 921 15 of of IN cord-132843-ilxt4b6g 921 16 causation causation NN cord-132843-ilxt4b6g 921 17 Event Event NNP cord-132843-ilxt4b6g 921 18 recognition recognition NN cord-132843-ilxt4b6g 921 19 and and CC cord-132843-ilxt4b6g 921 20 forecasting forecasting NN cord-132843-ilxt4b6g 921 21 technology technology NN cord-132843-ilxt4b6g 921 22 Forecasting forecasting NN cord-132843-ilxt4b6g 921 23 occurrences occurrence NNS cord-132843-ilxt4b6g 921 24 of of IN cord-132843-ilxt4b6g 921 25 activities activity NNS cord-132843-ilxt4b6g 921 26 Tensor Tensor NNP cord-132843-ilxt4b6g 921 27 - - HYPH cord-132843-ilxt4b6g 921 28 based base VBN cord-132843-ilxt4b6g 921 29 method method NN cord-132843-ilxt4b6g 921 30 for for IN cord-132843-ilxt4b6g 921 31 temporal temporal JJ cord-132843-ilxt4b6g 921 32 geopolitical geopolitical JJ cord-132843-ilxt4b6g 921 33 event event NN cord-132843-ilxt4b6g 921 34 forecasting forecast VBG cord-132843-ilxt4b6g 921 35 Flood Flood NNP cord-132843-ilxt4b6g 921 36 prediction prediction NN cord-132843-ilxt4b6g 921 37 using use VBG cord-132843-ilxt4b6g 921 38 machine machine NN cord-132843-ilxt4b6g 921 39 learning learning NN cord-132843-ilxt4b6g 921 40 models model NNS cord-132843-ilxt4b6g 921 41 : : : cord-132843-ilxt4b6g 922 1 Literature literature NN cord-132843-ilxt4b6g 922 2 review review NN cord-132843-ilxt4b6g 922 3 Urban urban JJ cord-132843-ilxt4b6g 922 4 events event NNS cord-132843-ilxt4b6g 922 5 prediction prediction NN cord-132843-ilxt4b6g 922 6 via via IN cord-132843-ilxt4b6g 922 7 convolutional convolutional JJ cord-132843-ilxt4b6g 922 8 neural neural JJ cord-132843-ilxt4b6g 922 9 networks network NNS cord-132843-ilxt4b6g 922 10 and and CC cord-132843-ilxt4b6g 922 11 Instagram Instagram NNP cord-132843-ilxt4b6g 922 12 data datum NNS cord-132843-ilxt4b6g 922 13 EMBERS embers NN cord-132843-ilxt4b6g 922 14 at at IN cord-132843-ilxt4b6g 922 15 4 4 CD cord-132843-ilxt4b6g 922 16 years year NNS cord-132843-ilxt4b6g 922 17 : : : cord-132843-ilxt4b6g 923 1 Experiences experience NNS cord-132843-ilxt4b6g 923 2 operating operate VBG cord-132843-ilxt4b6g 923 3 an an DT cord-132843-ilxt4b6g 923 4 open open JJ cord-132843-ilxt4b6g 923 5 source source NN cord-132843-ilxt4b6g 923 6 indicators indicator NNS cord-132843-ilxt4b6g 923 7 forecasting forecast VBG cord-132843-ilxt4b6g 923 8 system system NN cord-132843-ilxt4b6g 923 9 Capturing capture VBG cord-132843-ilxt4b6g 923 10 planned planned JJ cord-132843-ilxt4b6g 923 11 protests protest NNS cord-132843-ilxt4b6g 923 12 from from IN cord-132843-ilxt4b6g 923 13 open open JJ cord-132843-ilxt4b6g 923 14 source source NN cord-132843-ilxt4b6g 923 15 indicators indicator NNS cord-132843-ilxt4b6g 924 1 A a DT cord-132843-ilxt4b6g 924 2 Prototype Prototype NNP cord-132843-ilxt4b6g 924 3 Method Method NNP cord-132843-ilxt4b6g 924 4 for for IN cord-132843-ilxt4b6g 924 5 Future Future NNP cord-132843-ilxt4b6g 924 6 Event Event NNP cord-132843-ilxt4b6g 924 7 Prediction Prediction NNP cord-132843-ilxt4b6g 924 8 Based Based NNP cord-132843-ilxt4b6g 924 9 on on IN cord-132843-ilxt4b6g 924 10 Future Future NNP cord-132843-ilxt4b6g 924 11 Reference Reference NNP cord-132843-ilxt4b6g 924 12 Sentence Sentence NNP cord-132843-ilxt4b6g 924 13 Extraction Extraction NNP cord-132843-ilxt4b6g 924 14 Future Future NNP cord-132843-ilxt4b6g 924 15 event event NN cord-132843-ilxt4b6g 924 16 prediction prediction NN cord-132843-ilxt4b6g 924 17 : : : cord-132843-ilxt4b6g 925 1 If if IN cord-132843-ilxt4b6g 925 2 and and CC cord-132843-ilxt4b6g 925 3 when when WRB cord-132843-ilxt4b6g 925 4 Sequence sequence NN cord-132843-ilxt4b6g 925 5 to to TO cord-132843-ilxt4b6g 925 6 sequence sequence NN cord-132843-ilxt4b6g 925 7 learning learn VBG cord-132843-ilxt4b6g 925 8 for for IN cord-132843-ilxt4b6g 925 9 event event NN cord-132843-ilxt4b6g 925 10 prediction prediction NN cord-132843-ilxt4b6g 925 11 STAPLE staple NN cord-132843-ilxt4b6g 925 12 : : : cord-132843-ilxt4b6g 925 13 Spatio Spatio NNP cord-132843-ilxt4b6g 925 14 - - HYPH cord-132843-ilxt4b6g 925 15 temporal temporal JJ cord-132843-ilxt4b6g 925 16 precursor precursor NN cord-132843-ilxt4b6g 925 17 learning learn VBG cord-132843-ilxt4b6g 925 18 for for IN cord-132843-ilxt4b6g 925 19 event event NN cord-132843-ilxt4b6g 925 20 forecasting forecast VBG cord-132843-ilxt4b6g 925 21 Spatio Spatio NNP cord-132843-ilxt4b6g 925 22 - - HYPH cord-132843-ilxt4b6g 925 23 temporal temporal JJ cord-132843-ilxt4b6g 925 24 event event NN cord-132843-ilxt4b6g 925 25 forecasting forecasting NN cord-132843-ilxt4b6g 925 26 and and CC cord-132843-ilxt4b6g 925 27 precursor precursor NN cord-132843-ilxt4b6g 925 28 identification identification NN cord-132843-ilxt4b6g 925 29 Real real JJ cord-132843-ilxt4b6g 925 30 - - HYPH cord-132843-ilxt4b6g 925 31 time time NN cord-132843-ilxt4b6g 925 32 forecasting forecasting NN cord-132843-ilxt4b6g 925 33 of of IN cord-132843-ilxt4b6g 925 34 an an DT cord-132843-ilxt4b6g 925 35 epidemic epidemic NN cord-132843-ilxt4b6g 925 36 using use VBG cord-132843-ilxt4b6g 925 37 a a DT cord-132843-ilxt4b6g 925 38 discrete discrete JJ cord-132843-ilxt4b6g 925 39 time time NN cord-132843-ilxt4b6g 925 40 stochastic stochastic JJ cord-132843-ilxt4b6g 925 41 model model NN cord-132843-ilxt4b6g 925 42 : : : cord-132843-ilxt4b6g 925 43 a a DT cord-132843-ilxt4b6g 925 44 case case NN cord-132843-ilxt4b6g 925 45 study study NN cord-132843-ilxt4b6g 925 46 of of IN cord-132843-ilxt4b6g 925 47 pandemic pandemic NNP cord-132843-ilxt4b6g 925 48 influenza influenza NN cord-132843-ilxt4b6g 925 49 ( ( -LRB- cord-132843-ilxt4b6g 925 50 H1N1 H1N1 NNP cord-132843-ilxt4b6g 925 51 - - HYPH cord-132843-ilxt4b6g 925 52 2009 2009 CD cord-132843-ilxt4b6g 925 53 ) ) -RRB- cord-132843-ilxt4b6g 926 1 Deep deep JJ cord-132843-ilxt4b6g 926 2 mixture mixture NN cord-132843-ilxt4b6g 926 3 point point NN cord-132843-ilxt4b6g 926 4 processes process NNS cord-132843-ilxt4b6g 926 5 : : : cord-132843-ilxt4b6g 927 1 Spatio Spatio NNP cord-132843-ilxt4b6g 927 2 - - HYPH cord-132843-ilxt4b6g 927 3 temporal temporal JJ cord-132843-ilxt4b6g 927 4 event event NN cord-132843-ilxt4b6g 927 5 prediction prediction NN cord-132843-ilxt4b6g 927 6 with with IN cord-132843-ilxt4b6g 927 7 rich rich JJ cord-132843-ilxt4b6g 927 8 contextual contextual JJ cord-132843-ilxt4b6g 927 9 information information NN cord-132843-ilxt4b6g 927 10 Mobile Mobile NNP cord-132843-ilxt4b6g 927 11 network network NN cord-132843-ilxt4b6g 927 12 failure failure NN cord-132843-ilxt4b6g 927 13 event event NN cord-132843-ilxt4b6g 927 14 detection detection NN cord-132843-ilxt4b6g 927 15 and and CC cord-132843-ilxt4b6g 927 16 forecasting forecasting NN cord-132843-ilxt4b6g 927 17 with with IN cord-132843-ilxt4b6g 927 18 multiple multiple JJ cord-132843-ilxt4b6g 927 19 user user NN cord-132843-ilxt4b6g 927 20 activity activity NN cord-132843-ilxt4b6g 927 21 data datum NNS cord-132843-ilxt4b6g 927 22 sets set VBZ cord-132843-ilxt4b6g 927 23 Prediction Prediction NNP cord-132843-ilxt4b6g 927 24 of of IN cord-132843-ilxt4b6g 927 25 irrigation irrigation NN cord-132843-ilxt4b6g 927 26 event event NN cord-132843-ilxt4b6g 927 27 occurrence occurrence NN cord-132843-ilxt4b6g 927 28 at at IN cord-132843-ilxt4b6g 927 29 farm farm NN cord-132843-ilxt4b6g 927 30 level level NN cord-132843-ilxt4b6g 927 31 using use VBG cord-132843-ilxt4b6g 927 32 optimal optimal JJ cord-132843-ilxt4b6g 927 33 decision decision NN cord-132843-ilxt4b6g 927 34 trees tree NNS cord-132843-ilxt4b6g 927 35 Forecasting forecast VBG cord-132843-ilxt4b6g 927 36 the the DT cord-132843-ilxt4b6g 927 37 novel novel JJ cord-132843-ilxt4b6g 927 38 coronavirus coronavirus NN cord-132843-ilxt4b6g 927 39 COVID-19 COVID-19 , cord-132843-ilxt4b6g 927 40 Using use VBG cord-132843-ilxt4b6g 927 41 social social JJ cord-132843-ilxt4b6g 927 42 media medium NNS cord-132843-ilxt4b6g 927 43 to to TO cord-132843-ilxt4b6g 927 44 predict predict VB cord-132843-ilxt4b6g 927 45 the the DT cord-132843-ilxt4b6g 927 46 future future NN cord-132843-ilxt4b6g 927 47 : : : cord-132843-ilxt4b6g 928 1 A a DT cord-132843-ilxt4b6g 928 2 systematic systematic JJ cord-132843-ilxt4b6g 928 3 literature literature NN cord-132843-ilxt4b6g 928 4 review review NN cord-132843-ilxt4b6g 928 5 Towards towards IN cord-132843-ilxt4b6g 928 6 a a DT cord-132843-ilxt4b6g 928 7 deep deep JJ cord-132843-ilxt4b6g 928 8 learning learning NN cord-132843-ilxt4b6g 928 9 approach approach NN cord-132843-ilxt4b6g 928 10 for for IN cord-132843-ilxt4b6g 928 11 urban urban JJ cord-132843-ilxt4b6g 928 12 crime crime NN cord-132843-ilxt4b6g 928 13 forecasting forecast VBG cord-132843-ilxt4b6g 928 14 A a DT cord-132843-ilxt4b6g 928 15 new new JJ cord-132843-ilxt4b6g 928 16 temporal temporal JJ cord-132843-ilxt4b6g 928 17 pattern pattern NN cord-132843-ilxt4b6g 928 18 identification identification NN cord-132843-ilxt4b6g 928 19 method method NN cord-132843-ilxt4b6g 928 20 for for IN cord-132843-ilxt4b6g 928 21 characterization characterization NN cord-132843-ilxt4b6g 928 22 and and CC cord-132843-ilxt4b6g 928 23 prediction prediction NN cord-132843-ilxt4b6g 928 24 of of IN cord-132843-ilxt4b6g 928 25 complex complex JJ cord-132843-ilxt4b6g 928 26 time time NN cord-132843-ilxt4b6g 928 27 series series NN cord-132843-ilxt4b6g 928 28 events event NNS cord-132843-ilxt4b6g 928 29 Assessing assess VBG cord-132843-ilxt4b6g 928 30 China China NNP cord-132843-ilxt4b6g 928 31 's 's POS cord-132843-ilxt4b6g 928 32 cybersecurity cybersecurity NN cord-132843-ilxt4b6g 928 33 law law NN cord-132843-ilxt4b6g 928 34 Pairwise pairwise NN cord-132843-ilxt4b6g 928 35 - - HYPH cord-132843-ilxt4b6g 928 36 ranking rank VBG cord-132843-ilxt4b6g 928 37 based base VBN cord-132843-ilxt4b6g 928 38 collaborative collaborative JJ cord-132843-ilxt4b6g 928 39 recurrent recurrent JJ cord-132843-ilxt4b6g 928 40 neural neural JJ cord-132843-ilxt4b6g 928 41 networks network NNS cord-132843-ilxt4b6g 928 42 for for IN cord-132843-ilxt4b6g 928 43 clinical clinical JJ cord-132843-ilxt4b6g 928 44 event event NN cord-132843-ilxt4b6g 928 45 prediction prediction NN cord-132843-ilxt4b6g 928 46 Learning learn VBG cord-132843-ilxt4b6g 928 47 causality causality NN cord-132843-ilxt4b6g 928 48 for for IN cord-132843-ilxt4b6g 928 49 news news NN cord-132843-ilxt4b6g 928 50 events event NNS cord-132843-ilxt4b6g 928 51 prediction prediction NN cord-132843-ilxt4b6g 928 52 Learning learn VBG cord-132843-ilxt4b6g 928 53 to to TO cord-132843-ilxt4b6g 928 54 predict predict VB cord-132843-ilxt4b6g 928 55 from from IN cord-132843-ilxt4b6g 928 56 textual textual JJ cord-132843-ilxt4b6g 928 57 data datum NNS cord-132843-ilxt4b6g 928 58 Mining Mining NNP cord-132843-ilxt4b6g 928 59 the the DT cord-132843-ilxt4b6g 928 60 web web NN cord-132843-ilxt4b6g 928 61 to to TO cord-132843-ilxt4b6g 928 62 predict predict VB cord-132843-ilxt4b6g 928 63 future future JJ cord-132843-ilxt4b6g 928 64 events event NNS cord-132843-ilxt4b6g 928 65 Beating beat VBG cord-132843-ilxt4b6g 928 66 the the DT cord-132843-ilxt4b6g 928 67 news news NN cord-132843-ilxt4b6g 928 68 ' ' '' cord-132843-ilxt4b6g 928 69 with with IN cord-132843-ilxt4b6g 928 70 EMBERS embers NN cord-132843-ilxt4b6g 928 71 : : : cord-132843-ilxt4b6g 929 1 forecasting forecast VBG cord-132843-ilxt4b6g 929 2 civil civil JJ cord-132843-ilxt4b6g 929 3 unrest unrest NN cord-132843-ilxt4b6g 929 4 using use VBG cord-132843-ilxt4b6g 929 5 open open JJ cord-132843-ilxt4b6g 929 6 source source NN cord-132843-ilxt4b6g 929 7 indicators indicator NNS cord-132843-ilxt4b6g 930 1 An an DT cord-132843-ilxt4b6g 930 2 investigation investigation NN cord-132843-ilxt4b6g 930 3 of of IN cord-132843-ilxt4b6g 930 4 interpretable interpretable JJ cord-132843-ilxt4b6g 930 5 deep deep JJ cord-132843-ilxt4b6g 930 6 learning learning NN cord-132843-ilxt4b6g 930 7 for for IN cord-132843-ilxt4b6g 930 8 adverse adverse JJ cord-132843-ilxt4b6g 930 9 drug drug NN cord-132843-ilxt4b6g 930 10 event event NN cord-132843-ilxt4b6g 930 11 prediction prediction NN cord-132843-ilxt4b6g 930 12 Forecasting forecast VBG cord-132843-ilxt4b6g 930 13 natural natural JJ cord-132843-ilxt4b6g 930 14 events event NNS cord-132843-ilxt4b6g 930 15 using use VBG cord-132843-ilxt4b6g 930 16 axonal axonal JJ cord-132843-ilxt4b6g 930 17 delay delay VB cord-132843-ilxt4b6g 930 18 A a DT cord-132843-ilxt4b6g 930 19 deep deep JJ cord-132843-ilxt4b6g 930 20 learning learning NN cord-132843-ilxt4b6g 930 21 approach approach NN cord-132843-ilxt4b6g 930 22 to to IN cord-132843-ilxt4b6g 930 23 the the DT cord-132843-ilxt4b6g 930 24 citywide citywide JJ cord-132843-ilxt4b6g 930 25 traffic traffic NN cord-132843-ilxt4b6g 930 26 accident accident NN cord-132843-ilxt4b6g 930 27 risk risk NN cord-132843-ilxt4b6g 930 28 prediction prediction NN cord-132843-ilxt4b6g 930 29 Neural neural JJ cord-132843-ilxt4b6g 930 30 networks network NNS cord-132843-ilxt4b6g 930 31 to to TO cord-132843-ilxt4b6g 930 32 predict predict VB cord-132843-ilxt4b6g 930 33 earthquakes earthquake NNS cord-132843-ilxt4b6g 930 34 in in IN cord-132843-ilxt4b6g 930 35 Chile Chile NNP cord-132843-ilxt4b6g 930 36 Spatial Spatial NNP cord-132843-ilxt4b6g 930 37 crime crime NN cord-132843-ilxt4b6g 930 38 distribution distribution NN cord-132843-ilxt4b6g 930 39 and and CC cord-132843-ilxt4b6g 930 40 prediction prediction NN cord-132843-ilxt4b6g 930 41 for for IN cord-132843-ilxt4b6g 930 42 sporting sporting NN cord-132843-ilxt4b6g 930 43 events event NNS cord-132843-ilxt4b6g 930 44 using use VBG cord-132843-ilxt4b6g 930 45 social social JJ cord-132843-ilxt4b6g 930 46 media medium NNS cord-132843-ilxt4b6g 930 47 A a DT cord-132843-ilxt4b6g 930 48 crowdsourcing crowdsourcing NN cord-132843-ilxt4b6g 930 49 triage triage NN cord-132843-ilxt4b6g 930 50 algorithm algorithm NN cord-132843-ilxt4b6g 930 51 for for IN cord-132843-ilxt4b6g 930 52 geopolitical geopolitical JJ cord-132843-ilxt4b6g 930 53 event event NN cord-132843-ilxt4b6g 930 54 forecasting forecast VBG cord-132843-ilxt4b6g 930 55 Machine machine NN cord-132843-ilxt4b6g 930 56 learning learning NN cord-132843-ilxt4b6g 930 57 predicts predict VBZ cord-132843-ilxt4b6g 930 58 laboratory laboratory NN cord-132843-ilxt4b6g 930 59 earthquakes earthquake NNS cord-132843-ilxt4b6g 931 1 A a DT cord-132843-ilxt4b6g 931 2 process process NN cord-132843-ilxt4b6g 931 3 for for IN cord-132843-ilxt4b6g 931 4 predicting predict VBG cord-132843-ilxt4b6g 931 5 manhole manhole NN cord-132843-ilxt4b6g 931 6 events event NNS cord-132843-ilxt4b6g 931 7 in in IN cord-132843-ilxt4b6g 931 8 Manhattan Manhattan NNP cord-132843-ilxt4b6g 931 9 Theft Theft NNP cord-132843-ilxt4b6g 931 10 prediction prediction NN cord-132843-ilxt4b6g 931 11 with with IN cord-132843-ilxt4b6g 932 1 individual individual JJ cord-132843-ilxt4b6g 932 2 risk risk NN cord-132843-ilxt4b6g 932 3 factor factor NN cord-132843-ilxt4b6g 932 4 of of IN cord-132843-ilxt4b6g 932 5 visitors visitor NNS cord-132843-ilxt4b6g 932 6 Earthquake Earthquake NNP cord-132843-ilxt4b6g 932 7 shakes shake VBZ cord-132843-ilxt4b6g 932 8 Twitter Twitter NNP cord-132843-ilxt4b6g 932 9 users user NNS cord-132843-ilxt4b6g 932 10 : : : cord-132843-ilxt4b6g 932 11 Real real JJ cord-132843-ilxt4b6g 932 12 - - HYPH cord-132843-ilxt4b6g 932 13 time time NN cord-132843-ilxt4b6g 932 14 event event NN cord-132843-ilxt4b6g 932 15 detection detection NN cord-132843-ilxt4b6g 932 16 by by IN cord-132843-ilxt4b6g 932 17 social social JJ cord-132843-ilxt4b6g 932 18 sensors sensor NNS cord-132843-ilxt4b6g 933 1 A a DT cord-132843-ilxt4b6g 933 2 survey survey NN cord-132843-ilxt4b6g 933 3 of of IN cord-132843-ilxt4b6g 933 4 online online JJ cord-132843-ilxt4b6g 933 5 failure failure NN cord-132843-ilxt4b6g 933 6 prediction prediction NN cord-132843-ilxt4b6g 933 7 methods method NNS cord-132843-ilxt4b6g 933 8 Using use VBG cord-132843-ilxt4b6g 933 9 hidden hide VBN cord-132843-ilxt4b6g 933 10 semi semi JJ cord-132843-ilxt4b6g 933 11 - - JJ cord-132843-ilxt4b6g 933 12 Markov Markov NNP cord-132843-ilxt4b6g 933 13 models model NNS cord-132843-ilxt4b6g 933 14 for for IN cord-132843-ilxt4b6g 933 15 effective effective JJ cord-132843-ilxt4b6g 933 16 online online JJ cord-132843-ilxt4b6g 933 17 failure failure NN cord-132843-ilxt4b6g 933 18 prediction prediction NN cord-132843-ilxt4b6g 933 19 Unexpected unexpected JJ cord-132843-ilxt4b6g 933 20 event event NN cord-132843-ilxt4b6g 933 21 prediction prediction NN cord-132843-ilxt4b6g 933 22 in in IN cord-132843-ilxt4b6g 933 23 wire wire JJ cord-132843-ilxt4b6g 933 24 electrical electrical JJ cord-132843-ilxt4b6g 933 25 discharge discharge NN cord-132843-ilxt4b6g 933 26 machining machining NN cord-132843-ilxt4b6g 933 27 using use VBG cord-132843-ilxt4b6g 933 28 deep deep JJ cord-132843-ilxt4b6g 933 29 learning learning NN cord-132843-ilxt4b6g 933 30 techniques technique NNS cord-132843-ilxt4b6g 933 31 Adverse adverse JJ cord-132843-ilxt4b6g 933 32 drug drug NN cord-132843-ilxt4b6g 933 33 event event NN cord-132843-ilxt4b6g 933 34 prediction prediction NN cord-132843-ilxt4b6g 933 35 combining combine VBG cord-132843-ilxt4b6g 933 36 shallow shallow JJ cord-132843-ilxt4b6g 933 37 analysis analysis NN cord-132843-ilxt4b6g 933 38 and and CC cord-132843-ilxt4b6g 933 39 machine machine NN cord-132843-ilxt4b6g 933 40 learning learn VBG cord-132843-ilxt4b6g 933 41 Forecasting forecast VBG cord-132843-ilxt4b6g 933 42 seasonal seasonal JJ cord-132843-ilxt4b6g 933 43 outbreaks outbreak NNS cord-132843-ilxt4b6g 933 44 of of IN cord-132843-ilxt4b6g 933 45 influenza influenza NN cord-132843-ilxt4b6g 933 46 An an DT cord-132843-ilxt4b6g 933 47 efficient efficient JJ cord-132843-ilxt4b6g 933 48 approach approach NN cord-132843-ilxt4b6g 933 49 to to IN cord-132843-ilxt4b6g 933 50 event event NN cord-132843-ilxt4b6g 933 51 detection detection NN cord-132843-ilxt4b6g 933 52 and and CC cord-132843-ilxt4b6g 933 53 forecasting forecasting NN cord-132843-ilxt4b6g 933 54 in in IN cord-132843-ilxt4b6g 933 55 dynamic dynamic JJ cord-132843-ilxt4b6g 933 56 multivariate multivariate JJ cord-132843-ilxt4b6g 933 57 social social JJ cord-132843-ilxt4b6g 933 58 media medium NNS cord-132843-ilxt4b6g 933 59 networks network NNS cord-132843-ilxt4b6g 934 1 Tiresias Tiresias NNP cord-132843-ilxt4b6g 934 2 : : : cord-132843-ilxt4b6g 934 3 Predicting predict VBG cord-132843-ilxt4b6g 934 4 security security NN cord-132843-ilxt4b6g 934 5 events event NNS cord-132843-ilxt4b6g 934 6 through through IN cord-132843-ilxt4b6g 934 7 deep deep JJ cord-132843-ilxt4b6g 934 8 learning learning NN cord-132843-ilxt4b6g 934 9 Autoencoder autoencoder NN cord-132843-ilxt4b6g 934 10 - - HYPH cord-132843-ilxt4b6g 934 11 based base VBN cord-132843-ilxt4b6g 934 12 One one CD cord-132843-ilxt4b6g 934 13 - - HYPH cord-132843-ilxt4b6g 934 14 class class NN cord-132843-ilxt4b6g 934 15 Classification classification NN cord-132843-ilxt4b6g 934 16 Technique technique NN cord-132843-ilxt4b6g 934 17 for for IN cord-132843-ilxt4b6g 934 18 Event Event NNP cord-132843-ilxt4b6g 934 19 Prediction Prediction NNP cord-132843-ilxt4b6g 934 20 Predicting predict VBG cord-132843-ilxt4b6g 934 21 an an DT cord-132843-ilxt4b6g 934 22 effect effect NN cord-132843-ilxt4b6g 934 23 event event NN cord-132843-ilxt4b6g 934 24 from from IN cord-132843-ilxt4b6g 934 25 a a DT cord-132843-ilxt4b6g 934 26 new new JJ cord-132843-ilxt4b6g 934 27 cause cause NN cord-132843-ilxt4b6g 934 28 event event NN cord-132843-ilxt4b6g 934 29 using use VBG cord-132843-ilxt4b6g 934 30 a a DT cord-132843-ilxt4b6g 934 31 semantic semantic JJ cord-132843-ilxt4b6g 934 32 web web NN cord-132843-ilxt4b6g 934 33 based base VBN cord-132843-ilxt4b6g 934 34 abstraction abstraction NN cord-132843-ilxt4b6g 934 35 tree tree NN cord-132843-ilxt4b6g 934 36 of of IN cord-132843-ilxt4b6g 934 37 past past JJ cord-132843-ilxt4b6g 934 38 cause cause NN cord-132843-ilxt4b6g 934 39 - - HYPH cord-132843-ilxt4b6g 934 40 effect effect NN cord-132843-ilxt4b6g 934 41 event event NN cord-132843-ilxt4b6g 934 42 pairs pair NNS cord-132843-ilxt4b6g 934 43 Modeling model VBG cord-132843-ilxt4b6g 934 44 events event NNS cord-132843-ilxt4b6g 934 45 with with IN cord-132843-ilxt4b6g 934 46 cascades cascade NNS cord-132843-ilxt4b6g 934 47 of of IN cord-132843-ilxt4b6g 934 48 Poisson Poisson NNP cord-132843-ilxt4b6g 934 49 processes process VBZ cord-132843-ilxt4b6g 934 50 Neural neural JJ cord-132843-ilxt4b6g 934 51 speech speech NN cord-132843-ilxt4b6g 934 52 recognizer recognizer NN cord-132843-ilxt4b6g 934 53 : : : cord-132843-ilxt4b6g 935 1 acoustic acoustic JJ cord-132843-ilxt4b6g 935 2 - - HYPH cord-132843-ilxt4b6g 935 3 to to IN cord-132843-ilxt4b6g 935 4 - - HYPH cord-132843-ilxt4b6g 935 5 word word NN cord-132843-ilxt4b6g 935 6 LSTM LSTM NNP cord-132843-ilxt4b6g 935 7 model model NN cord-132843-ilxt4b6g 935 8 for for IN cord-132843-ilxt4b6g 935 9 large large JJ cord-132843-ilxt4b6g 935 10 vocabulary vocabulary JJ cord-132843-ilxt4b6g 935 11 speech speech NN cord-132843-ilxt4b6g 935 12 recognition recognition NN cord-132843-ilxt4b6g 936 1 Fundamental fundamental JJ cord-132843-ilxt4b6g 936 2 patterns pattern NNS cord-132843-ilxt4b6g 936 3 and and CC cord-132843-ilxt4b6g 936 4 predictions prediction NNS cord-132843-ilxt4b6g 936 5 of of IN cord-132843-ilxt4b6g 936 6 event event NN cord-132843-ilxt4b6g 936 7 size size NN cord-132843-ilxt4b6g 936 8 distributions distribution NNS cord-132843-ilxt4b6g 936 9 in in IN cord-132843-ilxt4b6g 936 10 modern modern JJ cord-132843-ilxt4b6g 936 11 wars war NNS cord-132843-ilxt4b6g 936 12 and and CC cord-132843-ilxt4b6g 936 13 terrorist terrorist JJ cord-132843-ilxt4b6g 936 14 campaigns campaign NNS cord-132843-ilxt4b6g 936 15 High high JJ cord-132843-ilxt4b6g 936 16 - - HYPH cord-132843-ilxt4b6g 936 17 impact impact NN cord-132843-ilxt4b6g 936 18 event event NN cord-132843-ilxt4b6g 936 19 prediction prediction NN cord-132843-ilxt4b6g 936 20 by by IN cord-132843-ilxt4b6g 936 21 temporal temporal JJ cord-132843-ilxt4b6g 936 22 data datum NNS cord-132843-ilxt4b6g 936 23 mining mining NN cord-132843-ilxt4b6g 936 24 through through IN cord-132843-ilxt4b6g 936 25 genetic genetic JJ cord-132843-ilxt4b6g 936 26 algorithms algorithm NNS cord-132843-ilxt4b6g 936 27 Hierarchical Hierarchical NNP cord-132843-ilxt4b6g 936 28 gated gated JJ cord-132843-ilxt4b6g 936 29 recurrent recurrent JJ cord-132843-ilxt4b6g 936 30 unit unit NN cord-132843-ilxt4b6g 936 31 with with IN cord-132843-ilxt4b6g 936 32 semantic semantic JJ cord-132843-ilxt4b6g 936 33 attention attention NN cord-132843-ilxt4b6g 936 34 for for IN cord-132843-ilxt4b6g 936 35 event event NN cord-132843-ilxt4b6g 936 36 prediction prediction NN cord-132843-ilxt4b6g 936 37 Yago Yago NNP cord-132843-ilxt4b6g 936 38 : : : cord-132843-ilxt4b6g 936 39 A a DT cord-132843-ilxt4b6g 936 40 core core NN cord-132843-ilxt4b6g 936 41 of of IN cord-132843-ilxt4b6g 936 42 semantic semantic JJ cord-132843-ilxt4b6g 936 43 knowledge knowledge NN cord-132843-ilxt4b6g 936 44 Machine machine NN cord-132843-ilxt4b6g 936 45 learning learn VBG cord-132843-ilxt4b6g 936 46 for for IN cord-132843-ilxt4b6g 936 47 predictive predictive JJ cord-132843-ilxt4b6g 936 48 maintenance maintenance NN cord-132843-ilxt4b6g 936 49 : : : cord-132843-ilxt4b6g 936 50 A a DT cord-132843-ilxt4b6g 936 51 multiple multiple JJ cord-132843-ilxt4b6g 936 52 classifier classifier NN cord-132843-ilxt4b6g 936 53 approach approach NN cord-132843-ilxt4b6g 936 54 An an DT cord-132843-ilxt4b6g 936 55 empirical empirical JJ cord-132843-ilxt4b6g 936 56 comparison comparison NN cord-132843-ilxt4b6g 936 57 of of IN cord-132843-ilxt4b6g 936 58 classification classification NN cord-132843-ilxt4b6g 936 59 techniques technique NNS cord-132843-ilxt4b6g 936 60 for for IN cord-132843-ilxt4b6g 936 61 next next JJ cord-132843-ilxt4b6g 936 62 event event NN cord-132843-ilxt4b6g 936 63 prediction prediction NN cord-132843-ilxt4b6g 936 64 using use VBG cord-132843-ilxt4b6g 936 65 business business NN cord-132843-ilxt4b6g 936 66 process process NN cord-132843-ilxt4b6g 936 67 event event NN cord-132843-ilxt4b6g 936 68 logs log VBZ cord-132843-ilxt4b6g 936 69 Probabilistic probabilistic JJ cord-132843-ilxt4b6g 936 70 forecasting forecasting NN cord-132843-ilxt4b6g 936 71 of of IN cord-132843-ilxt4b6g 936 72 wind wind NN cord-132843-ilxt4b6g 936 73 power power NN cord-132843-ilxt4b6g 936 74 ramp ramp NN cord-132843-ilxt4b6g 936 75 events event NNS cord-132843-ilxt4b6g 936 76 using use VBG cord-132843-ilxt4b6g 936 77 autoregressive autoregressive JJ cord-132843-ilxt4b6g 936 78 logit logit NN cord-132843-ilxt4b6g 936 79 models model NNS cord-132843-ilxt4b6g 936 80 Dynamic dynamic JJ cord-132843-ilxt4b6g 936 81 forecasting forecasting NN cord-132843-ilxt4b6g 936 82 of of IN cord-132843-ilxt4b6g 936 83 Zika Zika NNP cord-132843-ilxt4b6g 936 84 epidemics epidemic NNS cord-132843-ilxt4b6g 936 85 using use VBG cord-132843-ilxt4b6g 936 86 Google Google NNP cord-132843-ilxt4b6g 936 87 trends trend NNS cord-132843-ilxt4b6g 936 88 Predicting predict VBG cord-132843-ilxt4b6g 936 89 time time NN cord-132843-ilxt4b6g 936 90 - - HYPH cord-132843-ilxt4b6g 936 91 to to IN cord-132843-ilxt4b6g 936 92 - - HYPH cord-132843-ilxt4b6g 936 93 event event NN cord-132843-ilxt4b6g 936 94 from from IN cord-132843-ilxt4b6g 936 95 Twitter Twitter NNP cord-132843-ilxt4b6g 936 96 messages message NNS cord-132843-ilxt4b6g 937 1 A a DT cord-132843-ilxt4b6g 937 2 multimodel multimodel NN cord-132843-ilxt4b6g 937 3 ensemble ensemble NN cord-132843-ilxt4b6g 937 4 to to TO cord-132843-ilxt4b6g 937 5 forecast forecast VB cord-132843-ilxt4b6g 937 6 onsets onset NNS cord-132843-ilxt4b6g 937 7 of of IN cord-132843-ilxt4b6g 937 8 state state NN cord-132843-ilxt4b6g 937 9 - - HYPH cord-132843-ilxt4b6g 937 10 sponsored sponsor VBN cord-132843-ilxt4b6g 937 11 mass mass NN cord-132843-ilxt4b6g 937 12 killing kill VBG cord-132843-ilxt4b6g 937 13 Forecasting forecasting NN cord-132843-ilxt4b6g 937 14 gathering gathering NN cord-132843-ilxt4b6g 937 15 events event NNS cord-132843-ilxt4b6g 937 16 through through IN cord-132843-ilxt4b6g 937 17 continuous continuous JJ cord-132843-ilxt4b6g 937 18 destination destination NN cord-132843-ilxt4b6g 937 19 prediction prediction NN cord-132843-ilxt4b6g 937 20 on on IN cord-132843-ilxt4b6g 937 21 big big JJ cord-132843-ilxt4b6g 937 22 trajectory trajectory NN cord-132843-ilxt4b6g 937 23 data datum NNS cord-132843-ilxt4b6g 937 24 Predicting predict VBG cord-132843-ilxt4b6g 937 25 urban urban JJ cord-132843-ilxt4b6g 937 26 dispersal dispersal NN cord-132843-ilxt4b6g 937 27 events event NNS cord-132843-ilxt4b6g 937 28 : : : cord-132843-ilxt4b6g 937 29 A a DT cord-132843-ilxt4b6g 937 30 two two CD cord-132843-ilxt4b6g 937 31 - - HYPH cord-132843-ilxt4b6g 937 32 stage stage NN cord-132843-ilxt4b6g 937 33 framework framework NN cord-132843-ilxt4b6g 937 34 through through IN cord-132843-ilxt4b6g 937 35 deep deep JJ cord-132843-ilxt4b6g 937 36 survival survival NN cord-132843-ilxt4b6g 937 37 analysis analysis NN cord-132843-ilxt4b6g 937 38 on on IN cord-132843-ilxt4b6g 937 39 mobility mobility NN cord-132843-ilxt4b6g 937 40 data datum NNS cord-132843-ilxt4b6g 937 41 A a DT cord-132843-ilxt4b6g 937 42 measurement measurement NN cord-132843-ilxt4b6g 937 43 - - HYPH cord-132843-ilxt4b6g 937 44 based base VBN cord-132843-ilxt4b6g 937 45 model model NN cord-132843-ilxt4b6g 937 46 for for IN cord-132843-ilxt4b6g 937 47 estimation estimation NN cord-132843-ilxt4b6g 937 48 of of IN cord-132843-ilxt4b6g 937 49 resource resource NN cord-132843-ilxt4b6g 937 50 exhaustion exhaustion NN cord-132843-ilxt4b6g 937 51 in in IN cord-132843-ilxt4b6g 937 52 operational operational JJ cord-132843-ilxt4b6g 937 53 software software NN cord-132843-ilxt4b6g 937 54 systems system NNS cord-132843-ilxt4b6g 937 55 Predicting predict VBG cord-132843-ilxt4b6g 937 56 rare rare JJ cord-132843-ilxt4b6g 937 57 events event NNS cord-132843-ilxt4b6g 937 58 in in IN cord-132843-ilxt4b6g 937 59 temporal temporal JJ cord-132843-ilxt4b6g 937 60 domains domain NNS cord-132843-ilxt4b6g 938 1 The the DT cord-132843-ilxt4b6g 938 2 EU EU NNP cord-132843-ilxt4b6g 938 3 General General NNP cord-132843-ilxt4b6g 938 4 Data Data NNP cord-132843-ilxt4b6g 938 5 Protection Protection NNP cord-132843-ilxt4b6g 938 6 Regulation Regulation NNP cord-132843-ilxt4b6g 938 7 ( ( -LRB- cord-132843-ilxt4b6g 938 8 GDPR GDPR NNP cord-132843-ilxt4b6g 938 9 ) ) -RRB- cord-132843-ilxt4b6g 938 10 . . . cord-132843-ilxt4b6g 939 1 A a DT cord-132843-ilxt4b6g 939 2 Practical Practical NNP cord-132843-ilxt4b6g 939 3 Guide Guide NNP cord-132843-ilxt4b6g 939 4 Graph graph NN cord-132843-ilxt4b6g 939 5 - - HYPH cord-132843-ilxt4b6g 939 6 based base VBN cord-132843-ilxt4b6g 939 7 deep deep JJ cord-132843-ilxt4b6g 939 8 modeling modeling NN cord-132843-ilxt4b6g 939 9 and and CC cord-132843-ilxt4b6g 939 10 real real JJ cord-132843-ilxt4b6g 939 11 time time NN cord-132843-ilxt4b6g 940 1 forecasting forecasting NN cord-132843-ilxt4b6g 940 2 of of IN cord-132843-ilxt4b6g 940 3 sparse sparse JJ cord-132843-ilxt4b6g 940 4 spatio spatio JJ cord-132843-ilxt4b6g 940 5 - - HYPH cord-132843-ilxt4b6g 940 6 temporal temporal JJ cord-132843-ilxt4b6g 940 7 data datum NNS cord-132843-ilxt4b6g 940 8 Deep deep JJ cord-132843-ilxt4b6g 940 9 learning learn VBG cord-132843-ilxt4b6g 940 10 for for IN cord-132843-ilxt4b6g 940 11 real real JJ cord-132843-ilxt4b6g 940 12 - - HYPH cord-132843-ilxt4b6g 940 13 time time NN cord-132843-ilxt4b6g 940 14 crime crime NN cord-132843-ilxt4b6g 940 15 forecasting forecasting NN cord-132843-ilxt4b6g 940 16 and and CC cord-132843-ilxt4b6g 940 17 its -PRON- PRP$ cord-132843-ilxt4b6g 940 18 ternarization ternarization NN cord-132843-ilxt4b6g 940 19 An an DT cord-132843-ilxt4b6g 940 20 IoT IoT NNP cord-132843-ilxt4b6g 940 21 application application NN cord-132843-ilxt4b6g 940 22 for for IN cord-132843-ilxt4b6g 940 23 fault fault NN cord-132843-ilxt4b6g 940 24 diagnosis diagnosis NN cord-132843-ilxt4b6g 940 25 and and CC cord-132843-ilxt4b6g 940 26 prediction prediction NN cord-132843-ilxt4b6g 940 27 A a DT cord-132843-ilxt4b6g 940 28 hierarchical hierarchical JJ cord-132843-ilxt4b6g 940 29 pattern pattern NN cord-132843-ilxt4b6g 940 30 learning learn VBG cord-132843-ilxt4b6g 940 31 framework framework NN cord-132843-ilxt4b6g 940 32 for for IN cord-132843-ilxt4b6g 940 33 forecasting forecast VBG cord-132843-ilxt4b6g 940 34 extreme extreme JJ cord-132843-ilxt4b6g 940 35 weather weather NN cord-132843-ilxt4b6g 940 36 events event NNS cord-132843-ilxt4b6g 940 37 Towards towards IN cord-132843-ilxt4b6g 940 38 long long JJ cord-132843-ilxt4b6g 940 39 - - HYPH cord-132843-ilxt4b6g 940 40 lead lead NN cord-132843-ilxt4b6g 940 41 forecasting forecasting NN cord-132843-ilxt4b6g 940 42 of of IN cord-132843-ilxt4b6g 940 43 extreme extreme JJ cord-132843-ilxt4b6g 940 44 flood flood NN cord-132843-ilxt4b6g 940 45 events event NNS cord-132843-ilxt4b6g 940 46 : : : cord-132843-ilxt4b6g 940 47 a a DT cord-132843-ilxt4b6g 940 48 data data NN cord-132843-ilxt4b6g 940 49 mining mining NN cord-132843-ilxt4b6g 940 50 framework framework NN cord-132843-ilxt4b6g 940 51 for for IN cord-132843-ilxt4b6g 940 52 precipitation precipitation NN cord-132843-ilxt4b6g 940 53 cluster cluster NN cord-132843-ilxt4b6g 940 54 precursors precursor NNS cord-132843-ilxt4b6g 940 55 identification identification NN cord-132843-ilxt4b6g 940 56 Incomplete incomplete JJ cord-132843-ilxt4b6g 940 57 label label NN cord-132843-ilxt4b6g 940 58 uncertainty uncertainty NN cord-132843-ilxt4b6g 940 59 estimation estimation NN cord-132843-ilxt4b6g 940 60 for for IN cord-132843-ilxt4b6g 940 61 petition petition NN cord-132843-ilxt4b6g 940 62 victory victory NN cord-132843-ilxt4b6g 940 63 prediction prediction NN cord-132843-ilxt4b6g 940 64 with with IN cord-132843-ilxt4b6g 940 65 dynamic dynamic JJ cord-132843-ilxt4b6g 940 66 features feature NNS cord-132843-ilxt4b6g 940 67 Using use VBG cord-132843-ilxt4b6g 940 68 Twitter Twitter NNP cord-132843-ilxt4b6g 940 69 for for IN cord-132843-ilxt4b6g 940 70 next next JJ cord-132843-ilxt4b6g 940 71 - - HYPH cord-132843-ilxt4b6g 940 72 place place NN cord-132843-ilxt4b6g 940 73 prediction prediction NN cord-132843-ilxt4b6g 940 74 , , , cord-132843-ilxt4b6g 940 75 with with IN cord-132843-ilxt4b6g 940 76 an an DT cord-132843-ilxt4b6g 940 77 application application NN cord-132843-ilxt4b6g 940 78 to to IN cord-132843-ilxt4b6g 940 79 crime crime NN cord-132843-ilxt4b6g 940 80 prediction prediction NN cord-132843-ilxt4b6g 940 81 CSAN CSAN NNP cord-132843-ilxt4b6g 940 82 : : : cord-132843-ilxt4b6g 940 83 A a DT cord-132843-ilxt4b6g 940 84 neural neural JJ cord-132843-ilxt4b6g 940 85 network network NN cord-132843-ilxt4b6g 940 86 benchmark benchmark NN cord-132843-ilxt4b6g 940 87 model model NN cord-132843-ilxt4b6g 940 88 for for IN cord-132843-ilxt4b6g 940 89 crime crime NN cord-132843-ilxt4b6g 940 90 forecasting forecasting NN cord-132843-ilxt4b6g 940 91 in in IN cord-132843-ilxt4b6g 940 92 spatio spatio JJ cord-132843-ilxt4b6g 940 93 - - HYPH cord-132843-ilxt4b6g 940 94 temporal temporal JJ cord-132843-ilxt4b6g 940 95 scale scale NN cord-132843-ilxt4b6g 940 96 CityGuard CityGuard NNP cord-132843-ilxt4b6g 940 97 : : : cord-132843-ilxt4b6g 940 98 citywide citywide JJ cord-132843-ilxt4b6g 940 99 fire fire NN cord-132843-ilxt4b6g 940 100 risk risk NN cord-132843-ilxt4b6g 940 101 forecasting forecasting NN cord-132843-ilxt4b6g 940 102 using use VBG cord-132843-ilxt4b6g 940 103 a a DT cord-132843-ilxt4b6g 940 104 machine machine NN cord-132843-ilxt4b6g 940 105 learning learning NN cord-132843-ilxt4b6g 940 106 approach approach NN cord-132843-ilxt4b6g 940 107 DDoS DDoS NNP cord-132843-ilxt4b6g 940 108 Event Event NNP cord-132843-ilxt4b6g 940 109 Forecasting Forecasting NNP cord-132843-ilxt4b6g 940 110 using use VBG cord-132843-ilxt4b6g 940 111 Twitter Twitter NNP cord-132843-ilxt4b6g 940 112 Data Data NNP cord-132843-ilxt4b6g 941 1 The the DT cord-132843-ilxt4b6g 941 2 perils peril NNS cord-132843-ilxt4b6g 941 3 of of IN cord-132843-ilxt4b6g 941 4 policy policy NN cord-132843-ilxt4b6g 941 5 by by IN cord-132843-ilxt4b6g 941 6 p p NN cord-132843-ilxt4b6g 941 7 - - HYPH cord-132843-ilxt4b6g 941 8 value value NN cord-132843-ilxt4b6g 941 9 : : : cord-132843-ilxt4b6g 941 10 Predicting predict VBG cord-132843-ilxt4b6g 941 11 civil civil JJ cord-132843-ilxt4b6g 941 12 conflicts conflict NNS cord-132843-ilxt4b6g 941 13 Forest Forest NNP cord-132843-ilxt4b6g 941 14 - - HYPH cord-132843-ilxt4b6g 941 15 based base VBN cord-132843-ilxt4b6g 941 16 point point NN cord-132843-ilxt4b6g 941 17 process process NN cord-132843-ilxt4b6g 941 18 for for IN cord-132843-ilxt4b6g 941 19 event event NN cord-132843-ilxt4b6g 941 20 prediction prediction NN cord-132843-ilxt4b6g 941 21 from from IN cord-132843-ilxt4b6g 941 22 electronic electronic JJ cord-132843-ilxt4b6g 941 23 health health NN cord-132843-ilxt4b6g 941 24 records record NNS cord-132843-ilxt4b6g 941 25 On on IN cord-132843-ilxt4b6g 941 26 predicting predict VBG cord-132843-ilxt4b6g 941 27 crime crime NN cord-132843-ilxt4b6g 941 28 with with IN cord-132843-ilxt4b6g 941 29 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 941 30 spatial spatial JJ cord-132843-ilxt4b6g 941 31 patterns pattern NNS cord-132843-ilxt4b6g 941 32 : : : cord-132843-ilxt4b6g 941 33 methods method NNS cord-132843-ilxt4b6g 941 34 and and CC cord-132843-ilxt4b6g 941 35 evaluation evaluation VB cord-132843-ilxt4b6g 941 36 A a DT cord-132843-ilxt4b6g 941 37 MIML MIML NNP cord-132843-ilxt4b6g 941 38 - - HYPH cord-132843-ilxt4b6g 941 39 LSTM LSTM NNP cord-132843-ilxt4b6g 941 40 neural neural JJ cord-132843-ilxt4b6g 941 41 network network NN cord-132843-ilxt4b6g 941 42 for for IN cord-132843-ilxt4b6g 942 1 integrated integrate VBN cord-132843-ilxt4b6g 942 2 fine fine JJ cord-132843-ilxt4b6g 942 3 - - HYPH cord-132843-ilxt4b6g 942 4 grained grained JJ cord-132843-ilxt4b6g 942 5 event event NN cord-132843-ilxt4b6g 942 6 forecasting forecasting NN cord-132843-ilxt4b6g 942 7 Event event NN cord-132843-ilxt4b6g 942 8 history history NN cord-132843-ilxt4b6g 942 9 analysis analysis NN cord-132843-ilxt4b6g 942 10 Spatio Spatio NNP cord-132843-ilxt4b6g 942 11 - - HYPH cord-132843-ilxt4b6g 942 12 temporal temporal JJ cord-132843-ilxt4b6g 942 13 check check NN cord-132843-ilxt4b6g 942 14 - - HYPH cord-132843-ilxt4b6g 942 15 in in RP cord-132843-ilxt4b6g 942 16 time time NN cord-132843-ilxt4b6g 942 17 prediction prediction NN cord-132843-ilxt4b6g 942 18 with with IN cord-132843-ilxt4b6g 942 19 recurrent recurrent JJ cord-132843-ilxt4b6g 942 20 neural neural JJ cord-132843-ilxt4b6g 942 21 network network NN cord-132843-ilxt4b6g 943 1 based base VBN cord-132843-ilxt4b6g 943 2 survival survival NN cord-132843-ilxt4b6g 943 3 analysis analysis NN cord-132843-ilxt4b6g 944 1 Finding find VBG cord-132843-ilxt4b6g 944 2 progression progression NN cord-132843-ilxt4b6g 944 3 stages stage NNS cord-132843-ilxt4b6g 944 4 in in IN cord-132843-ilxt4b6g 945 1 time time NN cord-132843-ilxt4b6g 945 2 - - HYPH cord-132843-ilxt4b6g 945 3 evolving evolve VBG cord-132843-ilxt4b6g 945 4 event event NN cord-132843-ilxt4b6g 945 5 sequences sequence NNS cord-132843-ilxt4b6g 946 1 Web web NN cord-132843-ilxt4b6g 946 2 - - HYPH cord-132843-ilxt4b6g 946 3 log log NN cord-132843-ilxt4b6g 946 4 mining mining NN cord-132843-ilxt4b6g 946 5 for for IN cord-132843-ilxt4b6g 946 6 quantitative quantitative JJ cord-132843-ilxt4b6g 946 7 temporal temporal JJ cord-132843-ilxt4b6g 946 8 - - HYPH cord-132843-ilxt4b6g 946 9 event event NN cord-132843-ilxt4b6g 946 10 prediction prediction NN cord-132843-ilxt4b6g 946 11 Using use VBG cord-132843-ilxt4b6g 946 12 External External NNP cord-132843-ilxt4b6g 946 13 Knowledge Knowledge NNP cord-132843-ilxt4b6g 946 14 for for IN cord-132843-ilxt4b6g 946 15 Financial Financial NNP cord-132843-ilxt4b6g 946 16 Event Event NNP cord-132843-ilxt4b6g 946 17 Prediction Prediction NNP cord-132843-ilxt4b6g 946 18 Based Based NNP cord-132843-ilxt4b6g 946 19 on on IN cord-132843-ilxt4b6g 946 20 Graph Graph NNP cord-132843-ilxt4b6g 946 21 Neural Neural NNP cord-132843-ilxt4b6g 946 22 Networks Networks NNP cord-132843-ilxt4b6g 946 23 Neural Neural NNP cord-132843-ilxt4b6g 946 24 network network NN cord-132843-ilxt4b6g 946 25 based base VBN cord-132843-ilxt4b6g 946 26 continuous continuous JJ cord-132843-ilxt4b6g 946 27 conditional conditional JJ cord-132843-ilxt4b6g 946 28 random random JJ cord-132843-ilxt4b6g 946 29 field field NN cord-132843-ilxt4b6g 946 30 for for IN cord-132843-ilxt4b6g 946 31 fine fine JJ cord-132843-ilxt4b6g 946 32 - - HYPH cord-132843-ilxt4b6g 946 33 grained grained JJ cord-132843-ilxt4b6g 946 34 crime crime NN cord-132843-ilxt4b6g 946 35 prediction prediction NN cord-132843-ilxt4b6g 947 1 An an DT cord-132843-ilxt4b6g 947 2 integrated integrated JJ cord-132843-ilxt4b6g 947 3 model model NN cord-132843-ilxt4b6g 947 4 for for IN cord-132843-ilxt4b6g 947 5 crime crime NN cord-132843-ilxt4b6g 947 6 prediction prediction NN cord-132843-ilxt4b6g 947 7 using use VBG cord-132843-ilxt4b6g 947 8 temporal temporal JJ cord-132843-ilxt4b6g 947 9 and and CC cord-132843-ilxt4b6g 947 10 spatial spatial JJ cord-132843-ilxt4b6g 947 11 factors factor NNS cord-132843-ilxt4b6g 947 12 Predicting predict VBG cord-132843-ilxt4b6g 947 13 future future JJ cord-132843-ilxt4b6g 947 14 levels level NNS cord-132843-ilxt4b6g 947 15 of of IN cord-132843-ilxt4b6g 947 16 violence violence NN cord-132843-ilxt4b6g 947 17 in in IN cord-132843-ilxt4b6g 947 18 afghanistan afghanistan NNP cord-132843-ilxt4b6g 947 19 districts district NNS cord-132843-ilxt4b6g 947 20 using use VBG cord-132843-ilxt4b6g 947 21 Gdelt Gdelt NNP cord-132843-ilxt4b6g 947 22 Tornado Tornado NNP cord-132843-ilxt4b6g 947 23 forecasting forecasting NN cord-132843-ilxt4b6g 947 24 with with IN cord-132843-ilxt4b6g 947 25 multiple multiple JJ cord-132843-ilxt4b6g 947 26 Markov Markov NNP cord-132843-ilxt4b6g 947 27 boundaries boundary NNS cord-132843-ilxt4b6g 947 28 DRAM DRAM NNP cord-132843-ilxt4b6g 947 29 : : : cord-132843-ilxt4b6g 947 30 A a DT cord-132843-ilxt4b6g 947 31 deep deep JJ cord-132843-ilxt4b6g 947 32 reinforced reinforce VBN cord-132843-ilxt4b6g 947 33 intra intra JJ cord-132843-ilxt4b6g 947 34 - - JJ cord-132843-ilxt4b6g 947 35 attentive attentive JJ cord-132843-ilxt4b6g 947 36 model model NN cord-132843-ilxt4b6g 947 37 for for IN cord-132843-ilxt4b6g 947 38 event event NN cord-132843-ilxt4b6g 947 39 prediction prediction NN cord-132843-ilxt4b6g 947 40 A a DT cord-132843-ilxt4b6g 947 41 survey survey NN cord-132843-ilxt4b6g 947 42 of of IN cord-132843-ilxt4b6g 947 43 prediction prediction NN cord-132843-ilxt4b6g 947 44 using use VBG cord-132843-ilxt4b6g 947 45 social social JJ cord-132843-ilxt4b6g 947 46 media medium NNS cord-132843-ilxt4b6g 947 47 Hetero Hetero NNP cord-132843-ilxt4b6g 947 48 - - HYPH cord-132843-ilxt4b6g 947 49 convLSTM convLSTM NNP cord-132843-ilxt4b6g 947 50 : : : cord-132843-ilxt4b6g 948 1 A a DT cord-132843-ilxt4b6g 948 2 deep deep JJ cord-132843-ilxt4b6g 948 3 learning learning NN cord-132843-ilxt4b6g 948 4 approach approach NN cord-132843-ilxt4b6g 948 5 to to IN cord-132843-ilxt4b6g 948 6 traffic traffic NN cord-132843-ilxt4b6g 948 7 accident accident NN cord-132843-ilxt4b6g 948 8 prediction prediction NN cord-132843-ilxt4b6g 948 9 on on IN cord-132843-ilxt4b6g 948 10 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 948 11 spatio spatio JJ cord-132843-ilxt4b6g 948 12 - - HYPH cord-132843-ilxt4b6g 948 13 temporal temporal JJ cord-132843-ilxt4b6g 948 14 data datum NNS cord-132843-ilxt4b6g 948 15 Blending blend VBG cord-132843-ilxt4b6g 948 16 forest forest NN cord-132843-ilxt4b6g 948 17 fire fire NN cord-132843-ilxt4b6g 948 18 smoke smoke NN cord-132843-ilxt4b6g 948 19 forecasts forecast NNS cord-132843-ilxt4b6g 948 20 with with IN cord-132843-ilxt4b6g 948 21 observed observed JJ cord-132843-ilxt4b6g 948 22 data datum NNS cord-132843-ilxt4b6g 948 23 can can MD cord-132843-ilxt4b6g 948 24 improve improve VB cord-132843-ilxt4b6g 948 25 their -PRON- PRP$ cord-132843-ilxt4b6g 948 26 utility utility NN cord-132843-ilxt4b6g 948 27 for for IN cord-132843-ilxt4b6g 948 28 public public JJ cord-132843-ilxt4b6g 948 29 health health NN cord-132843-ilxt4b6g 948 30 applications application NNS cord-132843-ilxt4b6g 949 1 A a DT cord-132843-ilxt4b6g 949 2 data data NN cord-132843-ilxt4b6g 949 3 - - HYPH cord-132843-ilxt4b6g 949 4 driven drive VBN cord-132843-ilxt4b6g 949 5 approach approach NN cord-132843-ilxt4b6g 949 6 for for IN cord-132843-ilxt4b6g 949 7 event event NN cord-132843-ilxt4b6g 949 8 prediction prediction NN cord-132843-ilxt4b6g 949 9 Social Social NNP cord-132843-ilxt4b6g 949 10 media medium NNS cord-132843-ilxt4b6g 949 11 mining mining NN cord-132843-ilxt4b6g 949 12 : : : cord-132843-ilxt4b6g 950 1 An an DT cord-132843-ilxt4b6g 950 2 introduction introduction NN cord-132843-ilxt4b6g 950 3 Forecasting forecasting NN cord-132843-ilxt4b6g 950 4 seasonal seasonal JJ cord-132843-ilxt4b6g 950 5 influenza influenza NN cord-132843-ilxt4b6g 950 6 fusing fuse VBG cord-132843-ilxt4b6g 950 7 digital digital JJ cord-132843-ilxt4b6g 950 8 indicators indicator NNS cord-132843-ilxt4b6g 950 9 and and CC cord-132843-ilxt4b6g 950 10 a a DT cord-132843-ilxt4b6g 950 11 mechanistic mechanistic JJ cord-132843-ilxt4b6g 950 12 disease disease NN cord-132843-ilxt4b6g 950 13 model model NN cord-132843-ilxt4b6g 950 14 Unsupervised unsupervised JJ cord-132843-ilxt4b6g 950 15 spatial spatial JJ cord-132843-ilxt4b6g 950 16 event event NN cord-132843-ilxt4b6g 950 17 detection detection NN cord-132843-ilxt4b6g 950 18 in in IN cord-132843-ilxt4b6g 950 19 targeted target VBN cord-132843-ilxt4b6g 950 20 domains domain NNS cord-132843-ilxt4b6g 950 21 with with IN cord-132843-ilxt4b6g 950 22 applications application NNS cord-132843-ilxt4b6g 950 23 to to IN cord-132843-ilxt4b6g 950 24 civil civil JJ cord-132843-ilxt4b6g 950 25 unrest unrest NN cord-132843-ilxt4b6g 950 26 modeling model VBG cord-132843-ilxt4b6g 950 27 Spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 950 28 event event NN cord-132843-ilxt4b6g 950 29 forecasting forecasting NN cord-132843-ilxt4b6g 950 30 in in IN cord-132843-ilxt4b6g 950 31 social social JJ cord-132843-ilxt4b6g 950 32 media medium NNS cord-132843-ilxt4b6g 950 33 Multi multi JJ cord-132843-ilxt4b6g 950 34 - - JJ cord-132843-ilxt4b6g 950 35 resolution resolution JJ cord-132843-ilxt4b6g 950 36 spatial spatial JJ cord-132843-ilxt4b6g 950 37 event event NN cord-132843-ilxt4b6g 950 38 forecasting forecasting NN cord-132843-ilxt4b6g 950 39 in in IN cord-132843-ilxt4b6g 950 40 social social JJ cord-132843-ilxt4b6g 950 41 media medium NNS cord-132843-ilxt4b6g 950 42 Online Online NNP cord-132843-ilxt4b6g 950 43 spatial spatial JJ cord-132843-ilxt4b6g 950 44 event event NN cord-132843-ilxt4b6g 950 45 forecasting forecasting NN cord-132843-ilxt4b6g 950 46 in in IN cord-132843-ilxt4b6g 950 47 microblogs microblogs NNP cord-132843-ilxt4b6g 950 48 Simnest Simnest NNP cord-132843-ilxt4b6g 950 49 : : : cord-132843-ilxt4b6g 950 50 Social social JJ cord-132843-ilxt4b6g 950 51 media medium NNS cord-132843-ilxt4b6g 950 52 nested nest VBN cord-132843-ilxt4b6g 950 53 epidemic epidemic NN cord-132843-ilxt4b6g 950 54 simulation simulation NN cord-132843-ilxt4b6g 950 55 via via IN cord-132843-ilxt4b6g 950 56 online online JJ cord-132843-ilxt4b6g 950 57 semi semi RB cord-132843-ilxt4b6g 950 58 - - JJ cord-132843-ilxt4b6g 950 59 supervised supervised JJ cord-132843-ilxt4b6g 950 60 deep deep JJ cord-132843-ilxt4b6g 950 61 learning learn VBG cord-132843-ilxt4b6g 950 62 Spatial spatial JJ cord-132843-ilxt4b6g 950 63 auto auto NN cord-132843-ilxt4b6g 950 64 - - HYPH cord-132843-ilxt4b6g 950 65 regressive regressive JJ cord-132843-ilxt4b6g 950 66 dependency dependency NN cord-132843-ilxt4b6g 950 67 interpretable interpretable JJ cord-132843-ilxt4b6g 950 68 Learning learning NN cord-132843-ilxt4b6g 950 69 Based base VBN cord-132843-ilxt4b6g 950 70 on on IN cord-132843-ilxt4b6g 950 71 Spatial Spatial NNP cord-132843-ilxt4b6g 950 72 Topological Topological NNP cord-132843-ilxt4b6g 950 73 Constraints Constraints NNP cord-132843-ilxt4b6g 950 74 Multi multi JJ cord-132843-ilxt4b6g 950 75 - - NN cord-132843-ilxt4b6g 950 76 task task NN cord-132843-ilxt4b6g 950 77 learning learn VBG cord-132843-ilxt4b6g 950 78 for for IN cord-132843-ilxt4b6g 950 79 spatio spatio JJ cord-132843-ilxt4b6g 950 80 - - HYPH cord-132843-ilxt4b6g 950 81 temporal temporal JJ cord-132843-ilxt4b6g 950 82 event event NN cord-132843-ilxt4b6g 950 83 forecasting forecasting NN cord-132843-ilxt4b6g 950 84 Feature feature NN cord-132843-ilxt4b6g 950 85 constrained constrain VBD cord-132843-ilxt4b6g 950 86 multi multi JJ cord-132843-ilxt4b6g 950 87 - - JJ cord-132843-ilxt4b6g 950 88 task task JJ cord-132843-ilxt4b6g 950 89 learning learning NN cord-132843-ilxt4b6g 950 90 models model NNS cord-132843-ilxt4b6g 950 91 for for IN cord-132843-ilxt4b6g 950 92 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 950 93 event event NN cord-132843-ilxt4b6g 950 94 forecasting forecast VBG cord-132843-ilxt4b6g 950 95 Spatial spatial JJ cord-132843-ilxt4b6g 950 96 event event NN cord-132843-ilxt4b6g 950 97 forecasting forecasting NN cord-132843-ilxt4b6g 950 98 in in IN cord-132843-ilxt4b6g 950 99 social social JJ cord-132843-ilxt4b6g 950 100 media medium NNS cord-132843-ilxt4b6g 950 101 with with IN cord-132843-ilxt4b6g 950 102 geographically geographically RB cord-132843-ilxt4b6g 950 103 hierarchical hierarchical JJ cord-132843-ilxt4b6g 950 104 regularization regularization NN cord-132843-ilxt4b6g 950 105 Distant Distant NNP cord-132843-ilxt4b6g 950 106 - - HYPH cord-132843-ilxt4b6g 950 107 supervision supervision NN cord-132843-ilxt4b6g 950 108 of of IN cord-132843-ilxt4b6g 950 109 heterogeneous heterogeneous JJ cord-132843-ilxt4b6g 950 110 multitask multitask NN cord-132843-ilxt4b6g 950 111 learning learn VBG cord-132843-ilxt4b6g 950 112 for for IN cord-132843-ilxt4b6g 950 113 social social JJ cord-132843-ilxt4b6g 950 114 event event NN cord-132843-ilxt4b6g 950 115 forecasting forecasting NN cord-132843-ilxt4b6g 950 116 with with IN cord-132843-ilxt4b6g 950 117 multilingual multilingual JJ cord-132843-ilxt4b6g 950 118 indicators indicator NNS cord-132843-ilxt4b6g 950 119 Hierarchical Hierarchical NNP cord-132843-ilxt4b6g 950 120 incomplete incomplete JJ cord-132843-ilxt4b6g 950 121 multi multi JJ cord-132843-ilxt4b6g 950 122 - - JJ cord-132843-ilxt4b6g 950 123 source source JJ cord-132843-ilxt4b6g 950 124 feature feature NN cord-132843-ilxt4b6g 950 125 learning learn VBG cord-132843-ilxt4b6g 950 126 for for IN cord-132843-ilxt4b6g 950 127 spatiotemporal spatiotemporal JJ cord-132843-ilxt4b6g 950 128 event event NN cord-132843-ilxt4b6g 950 129 forecasting forecasting NN cord-132843-ilxt4b6g 950 130 Constructing construct VBG cord-132843-ilxt4b6g 950 131 and and CC cord-132843-ilxt4b6g 950 132 embedding embed VBG cord-132843-ilxt4b6g 950 133 abstract abstract JJ cord-132843-ilxt4b6g 950 134 event event NN cord-132843-ilxt4b6g 950 135 causality causality NN cord-132843-ilxt4b6g 950 136 networks network NNS cord-132843-ilxt4b6g 950 137 from from IN cord-132843-ilxt4b6g 950 138 text text NN cord-132843-ilxt4b6g 950 139 snippets snippet NNS cord-132843-ilxt4b6g 951 1 Modeling model VBG cord-132843-ilxt4b6g 951 2 temporal temporal JJ cord-132843-ilxt4b6g 951 3 - - HYPH cord-132843-ilxt4b6g 951 4 spatial spatial JJ cord-132843-ilxt4b6g 951 5 correlations correlation NNS cord-132843-ilxt4b6g 951 6 for for IN cord-132843-ilxt4b6g 951 7 crime crime NN cord-132843-ilxt4b6g 951 8 prediction prediction NNP cord-132843-ilxt4b6g 951 9 Prediction Prediction NNP cord-132843-ilxt4b6g 951 10 model model NN cord-132843-ilxt4b6g 951 11 for for IN cord-132843-ilxt4b6g 951 12 solar solar JJ cord-132843-ilxt4b6g 951 13 energetic energetic JJ cord-132843-ilxt4b6g 951 14 proton proton NN cord-132843-ilxt4b6g 951 15 events event NNS cord-132843-ilxt4b6g 951 16 : : : cord-132843-ilxt4b6g 951 17 Analysis analysis NN cord-132843-ilxt4b6g 951 18 and and CC cord-132843-ilxt4b6g 951 19 verification verification NN cord-132843-ilxt4b6g 951 20 A a DT cord-132843-ilxt4b6g 951 21 pattern pattern NN cord-132843-ilxt4b6g 951 22 based base VBN cord-132843-ilxt4b6g 951 23 predictor predictor NN cord-132843-ilxt4b6g 951 24 for for IN cord-132843-ilxt4b6g 951 25 event event NN cord-132843-ilxt4b6g 951 26 streams stream NNS cord-132843-ilxt4b6g 952 1 A a DT cord-132843-ilxt4b6g 952 2 tensor tensor NN cord-132843-ilxt4b6g 952 3 framework framework NN cord-132843-ilxt4b6g 952 4 for for IN cord-132843-ilxt4b6g 952 5 geosensor geosensor NNP cord-132843-ilxt4b6g 952 6 data datum NNS cord-132843-ilxt4b6g 952 7 forecasting forecasting NN cord-132843-ilxt4b6g 952 8 of of IN cord-132843-ilxt4b6g 952 9 significant significant JJ cord-132843-ilxt4b6g 952 10 societal societal JJ cord-132843-ilxt4b6g 952 11 events event NNS