id sid tid token lemma pos c534fn13d6m 1 1 modeling modeling NOUN c534fn13d6m 1 2 behavior behavior NOUN c534fn13d6m 1 3 data datum NOUN c534fn13d6m 1 4 is be AUX c534fn13d6m 1 5 important important ADJ c534fn13d6m 1 6 for for ADP c534fn13d6m 1 7 online online ADJ c534fn13d6m 1 8 platforms platform NOUN c534fn13d6m 1 9 and and CCONJ c534fn13d6m 1 10 their their PRON c534fn13d6m 1 11 users user NOUN c534fn13d6m 1 12 . . PUNCT c534fn13d6m 2 1 machine machine NOUN c534fn13d6m 2 2 learning learn VERB c534fn13d6m 2 3 on on ADP c534fn13d6m 2 4 the the DET c534fn13d6m 2 5 behavior behavior NOUN c534fn13d6m 2 6 data datum NOUN c534fn13d6m 2 7 aims aim VERB c534fn13d6m 2 8 at at ADP c534fn13d6m 2 9 finding find VERB c534fn13d6m 2 10 effective effective ADJ c534fn13d6m 2 11 representations representation NOUN c534fn13d6m 2 12 ( ( PUNCT c534fn13d6m 2 13 for for ADP c534fn13d6m 2 14 calculation calculation NOUN c534fn13d6m 2 15 ) ) PUNCT c534fn13d6m 2 16 to to PART c534fn13d6m 2 17 support support VERB c534fn13d6m 2 18 functions function NOUN c534fn13d6m 2 19 such such ADJ c534fn13d6m 2 20 as as ADP c534fn13d6m 2 21 recommendation recommendation NOUN c534fn13d6m 2 22 , , PUNCT c534fn13d6m 2 23 fraud fraud NOUN c534fn13d6m 2 24 detection detection NOUN c534fn13d6m 2 25 , , PUNCT c534fn13d6m 2 26 planning planning NOUN c534fn13d6m 2 27 , , PUNCT c534fn13d6m 2 28 and and CCONJ c534fn13d6m 2 29 decision decision NOUN c534fn13d6m 2 30 making making NOUN c534fn13d6m 2 31 . . PUNCT c534fn13d6m 3 1 the the DET c534fn13d6m 3 2 challenge challenge NOUN c534fn13d6m 3 3 of of ADP c534fn13d6m 3 4 learning learn VERB c534fn13d6m 3 5 to to PART c534fn13d6m 3 6 model model VERB c534fn13d6m 3 7 behaviors behavior NOUN c534fn13d6m 3 8 lies lie VERB c534fn13d6m 3 9 in in ADP c534fn13d6m 3 10 the the DET c534fn13d6m 3 11 complex complex ADJ c534fn13d6m 3 12 and and CCONJ c534fn13d6m 3 13 evolving evolve VERB c534fn13d6m 3 14 nature nature NOUN c534fn13d6m 3 15 of of ADP c534fn13d6m 3 16 the the DET c534fn13d6m 3 17 behavior behavior NOUN c534fn13d6m 3 18 contexts context NOUN c534fn13d6m 3 19 . . PUNCT c534fn13d6m 4 1 we we PRON c534fn13d6m 4 2 are be AUX c534fn13d6m 4 3 witnessing witness VERB c534fn13d6m 4 4 interactions interaction NOUN c534fn13d6m 4 5 more more ADJ c534fn13d6m 4 6 than than ADP c534fn13d6m 4 7 isolation isolation NOUN c534fn13d6m 4 8 and and CCONJ c534fn13d6m 4 9 dynamics dynamic NOUN c534fn13d6m 4 10 more more ADJ c534fn13d6m 4 11 than than ADP c534fn13d6m 4 12 static static ADJ c534fn13d6m 4 13 state state NOUN c534fn13d6m 4 14 . . PUNCT c534fn13d6m 5 1 existing exist VERB c534fn13d6m 5 2 methods method NOUN c534fn13d6m 5 3 were be AUX c534fn13d6m 5 4 designed design VERB c534fn13d6m 5 5 to to PART c534fn13d6m 5 6 preserve preserve VERB c534fn13d6m 5 7 pair pair NOUN c534fn13d6m 5 8 - - ADJ c534fn13d6m 5 9 wise wise ADJ c534fn13d6m 5 10 similarity similarity NOUN c534fn13d6m 5 11 of of ADP c534fn13d6m 5 12 the the DET c534fn13d6m 5 13 components component NOUN c534fn13d6m 5 14 that that PRON c534fn13d6m 5 15 interact interact VERB c534fn13d6m 5 16 with with ADP c534fn13d6m 5 17 each each DET c534fn13d6m 5 18 other other ADJ c534fn13d6m 5 19 into into ADP c534fn13d6m 5 20 their their PRON c534fn13d6m 5 21 representations representation NOUN c534fn13d6m 5 22 . . PUNCT c534fn13d6m 6 1 for for ADP c534fn13d6m 6 2 example example NOUN c534fn13d6m 6 3 , , PUNCT c534fn13d6m 6 4 they they PRON c534fn13d6m 6 5 assumed assume VERB c534fn13d6m 6 6 that that SCONJ c534fn13d6m 6 7 in in ADP c534fn13d6m 6 8 a a DET c534fn13d6m 6 9 paper paper NOUN c534fn13d6m 6 10 co co NOUN c534fn13d6m 6 11 - - NOUN c534fn13d6m 6 12 authors author NOUN c534fn13d6m 6 13 should should AUX c534fn13d6m 6 14 be be AUX c534fn13d6m 6 15 similar similar ADJ c534fn13d6m 6 16 , , PUNCT c534fn13d6m 6 17 in in ADP c534fn13d6m 6 18 a a DET c534fn13d6m 6 19 project project NOUN c534fn13d6m 6 20 co co NOUN c534fn13d6m 6 21 - - NOUN c534fn13d6m 6 22 investigators investigator NOUN c534fn13d6m 6 23 should should AUX c534fn13d6m 6 24 be be AUX c534fn13d6m 6 25 similar similar ADJ c534fn13d6m 6 26 , , PUNCT c534fn13d6m 6 27 in in ADP c534fn13d6m 6 28 a a DET c534fn13d6m 6 29 course course NOUN c534fn13d6m 6 30 learning learn VERB c534fn13d6m 6 31 materials material NOUN c534fn13d6m 6 32 should should AUX c534fn13d6m 6 33 be be AUX c534fn13d6m 6 34 similar similar ADJ c534fn13d6m 6 35 , , PUNCT c534fn13d6m 6 36 and and CCONJ c534fn13d6m 6 37 in in ADP c534fn13d6m 6 38 a a DET c534fn13d6m 6 39 prescription prescription NOUN c534fn13d6m 6 40 drugs drug NOUN c534fn13d6m 6 41 should should AUX c534fn13d6m 6 42 be be AUX c534fn13d6m 6 43 similar similar ADJ c534fn13d6m 6 44 . . PUNCT c534fn13d6m 7 1 however however ADV c534fn13d6m 7 2 , , PUNCT c534fn13d6m 7 3 decision decision NOUN c534fn13d6m 7 4 makers maker NOUN c534fn13d6m 7 5 such such ADJ c534fn13d6m 7 6 as as ADP c534fn13d6m 7 7 project project NOUN c534fn13d6m 7 8 leaders leader NOUN c534fn13d6m 7 9 , , PUNCT c534fn13d6m 7 10 course course NOUN c534fn13d6m 7 11 instructors instructor NOUN c534fn13d6m 7 12 , , PUNCT c534fn13d6m 7 13 and and CCONJ c534fn13d6m 7 14 doctors doctor NOUN c534fn13d6m 7 15 are be AUX c534fn13d6m 7 16 often often ADV c534fn13d6m 7 17 looking look VERB c534fn13d6m 7 18 for for ADP c534fn13d6m 7 19 complementary complementary ADJ c534fn13d6m 7 20 ( ( PUNCT c534fn13d6m 7 21 instead instead ADV c534fn13d6m 7 22 of of ADP c534fn13d6m 7 23 the the DET c534fn13d6m 7 24 most most ADV c534fn13d6m 7 25 similar similar ADJ c534fn13d6m 7 26 ) ) PUNCT c534fn13d6m 7 27 resources resource NOUN c534fn13d6m 7 28 and and CCONJ c534fn13d6m 7 29 ideas idea NOUN c534fn13d6m 7 30 to to PART c534fn13d6m 7 31 create create VERB c534fn13d6m 7 32 an an DET c534fn13d6m 7 33 effective effective ADJ c534fn13d6m 7 34 solution solution NOUN c534fn13d6m 7 35 . . PUNCT c534fn13d6m 8 1 how how SCONJ c534fn13d6m 8 2 to to PART c534fn13d6m 8 3 quantify quantify VERB c534fn13d6m 8 4 and and CCONJ c534fn13d6m 8 5 capture capture VERB c534fn13d6m 8 6 the the DET c534fn13d6m 8 7 complementarity complementarity NOUN c534fn13d6m 8 8 remains remain VERB c534fn13d6m 8 9 an an DET c534fn13d6m 8 10 open open ADJ c534fn13d6m 8 11 problem problem NOUN c534fn13d6m 8 12 . . PUNCT c534fn13d6m 9 1 moreover moreover ADV c534fn13d6m 9 2 , , PUNCT c534fn13d6m 9 3 real real ADJ c534fn13d6m 9 4 - - PUNCT c534fn13d6m 9 5 world world NOUN c534fn13d6m 9 6 behaviors behavior NOUN c534fn13d6m 9 7 are be AUX c534fn13d6m 9 8 constantly constantly ADV c534fn13d6m 9 9 changing change VERB c534fn13d6m 9 10 over over ADP c534fn13d6m 9 11 time time NOUN c534fn13d6m 9 12 . . PUNCT c534fn13d6m 10 1 so so ADV c534fn13d6m 10 2 , , PUNCT c534fn13d6m 10 3 the the DET c534fn13d6m 10 4 dynamics dynamic NOUN c534fn13d6m 10 5 that that PRON c534fn13d6m 10 6 drive drive VERB c534fn13d6m 10 7 the the DET c534fn13d6m 10 8 evolutionary evolutionary ADJ c534fn13d6m 10 9 process process NOUN c534fn13d6m 10 10 of of ADP c534fn13d6m 10 11 the the DET c534fn13d6m 10 12 behaviors behavior NOUN c534fn13d6m 10 13 need need VERB c534fn13d6m 10 14 to to PART c534fn13d6m 10 15 be be AUX c534fn13d6m 10 16 properly properly ADV c534fn13d6m 10 17 modeled model VERB c534fn13d6m 10 18 . . PUNCT c534fn13d6m 11 1 in in ADP c534fn13d6m 11 2 this this DET c534fn13d6m 11 3 dissertation dissertation NOUN c534fn13d6m 11 4 i i PRON c534fn13d6m 11 5 describe describe VERB c534fn13d6m 11 6 several several ADJ c534fn13d6m 11 7 studies study NOUN c534fn13d6m 11 8 in in ADP c534fn13d6m 11 9 which which PRON c534fn13d6m 11 10 i i PRON c534fn13d6m 11 11 present present VERB c534fn13d6m 11 12 computational computational ADJ c534fn13d6m 11 13 approaches approach NOUN c534fn13d6m 11 14 for for ADP c534fn13d6m 11 15 modeling model VERB c534fn13d6m 11 16 and and CCONJ c534fn13d6m 11 17 learning learn VERB c534fn13d6m 11 18 complementarity complementarity NOUN c534fn13d6m 11 19 and and CCONJ c534fn13d6m 11 20 dynamics dynamic NOUN c534fn13d6m 11 21 . . PUNCT