id sid tid token lemma pos cord-327810-kquh59ry 1 1 key key JJ cord-327810-kquh59ry 1 2 : : : cord-327810-kquh59ry 1 3 cord-327810-kquh59ry cord-327810-kquh59ry NNP cord-327810-kquh59ry 1 4 authors author NNS cord-327810-kquh59ry 1 5 : : : cord-327810-kquh59ry 1 6 Canhoto Canhoto NNP cord-327810-kquh59ry 1 7 , , , cord-327810-kquh59ry 1 8 Ana Ana NNP cord-327810-kquh59ry 1 9 Isabel Isabel NNP cord-327810-kquh59ry 1 10 title title NN cord-327810-kquh59ry 1 11 : : : cord-327810-kquh59ry 2 1 Leveraging leverage VBG cord-327810-kquh59ry 2 2 machine machine NN cord-327810-kquh59ry 2 3 learning learn VBG cord-327810-kquh59ry 2 4 in in IN cord-327810-kquh59ry 2 5 the the DT cord-327810-kquh59ry 2 6 global global JJ cord-327810-kquh59ry 2 7 fight fight NN cord-327810-kquh59ry 2 8 against against IN cord-327810-kquh59ry 2 9 money money NN cord-327810-kquh59ry 2 10 laundering laundering NN cord-327810-kquh59ry 2 11 and and CC cord-327810-kquh59ry 2 12 terrorism terrorism NN cord-327810-kquh59ry 2 13 financing financing NN cord-327810-kquh59ry 2 14 : : : cord-327810-kquh59ry 3 1 An an DT cord-327810-kquh59ry 3 2 affordances affordance NNS cord-327810-kquh59ry 3 3 perspective perspective NN cord-327810-kquh59ry 3 4 date date NN cord-327810-kquh59ry 3 5 : : : cord-327810-kquh59ry 3 6 2020 2020 CD cord-327810-kquh59ry 3 7 - - SYM cord-327810-kquh59ry 3 8 10 10 CD cord-327810-kquh59ry 3 9 - - SYM cord-327810-kquh59ry 3 10 17 17 CD cord-327810-kquh59ry 3 11 journal journal NN cord-327810-kquh59ry 3 12 : : : cord-327810-kquh59ry 4 1 J J NNP cord-327810-kquh59ry 4 2 Bus Bus NNP cord-327810-kquh59ry 4 3 Res Res NNP cord-327810-kquh59ry 4 4 DOI doi NN cord-327810-kquh59ry 4 5 : : : cord-327810-kquh59ry 4 6 10.1016 10.1016 CD cord-327810-kquh59ry 4 7 / / SYM cord-327810-kquh59ry 4 8 j.jbusres.2020.10.012 j.jbusres.2020.10.012 NNP cord-327810-kquh59ry 4 9 sha sha NNP cord-327810-kquh59ry 4 10 : : : cord-327810-kquh59ry 4 11 48a5f369794ee1f7c69dc2b75d6b36b75b89f900 48a5f369794ee1f7c69dc2b75d6b36b75b89f900 CD cord-327810-kquh59ry 4 12 doc_id doc_id CD cord-327810-kquh59ry 4 13 : : : cord-327810-kquh59ry 4 14 327810 327810 CD cord-327810-kquh59ry 4 15 cord_uid cord_uid NNS cord-327810-kquh59ry 4 16 : : : cord-327810-kquh59ry 5 1 kquh59ry kquh59ry NNP cord-327810-kquh59ry 5 2 Financial Financial NNP cord-327810-kquh59ry 5 3 services service NNS cord-327810-kquh59ry 5 4 organisations organisation NNS cord-327810-kquh59ry 5 5 facilitate facilitate VBP cord-327810-kquh59ry 5 6 the the DT cord-327810-kquh59ry 5 7 movement movement NN cord-327810-kquh59ry 5 8 of of IN cord-327810-kquh59ry 5 9 money money NN cord-327810-kquh59ry 5 10 worldwide worldwide RB cord-327810-kquh59ry 5 11 , , , cord-327810-kquh59ry 5 12 and and CC cord-327810-kquh59ry 5 13 keep keep VB cord-327810-kquh59ry 5 14 records record NNS cord-327810-kquh59ry 5 15 of of IN cord-327810-kquh59ry 5 16 their -PRON- PRP$ cord-327810-kquh59ry 5 17 clients client NNS cord-327810-kquh59ry 5 18 ’ ’ POS cord-327810-kquh59ry 5 19 identity identity NN cord-327810-kquh59ry 5 20 and and CC cord-327810-kquh59ry 5 21 financial financial JJ cord-327810-kquh59ry 5 22 behaviour behaviour NN cord-327810-kquh59ry 5 23 . . . cord-327810-kquh59ry 6 1 As as IN cord-327810-kquh59ry 6 2 such such JJ cord-327810-kquh59ry 6 3 , , , cord-327810-kquh59ry 6 4 they -PRON- PRP cord-327810-kquh59ry 6 5 have have VBP cord-327810-kquh59ry 6 6 been be VBN cord-327810-kquh59ry 6 7 enlisted enlist VBN cord-327810-kquh59ry 6 8 by by IN cord-327810-kquh59ry 6 9 governments government NNS cord-327810-kquh59ry 6 10 worldwide worldwide RB cord-327810-kquh59ry 6 11 to to TO cord-327810-kquh59ry 6 12 assist assist VB cord-327810-kquh59ry 6 13 with with IN cord-327810-kquh59ry 6 14 the the DT cord-327810-kquh59ry 6 15 detection detection NN cord-327810-kquh59ry 6 16 and and CC cord-327810-kquh59ry 6 17 prevention prevention NN cord-327810-kquh59ry 6 18 of of IN cord-327810-kquh59ry 6 19 money money NN cord-327810-kquh59ry 6 20 laundering laundering NN cord-327810-kquh59ry 6 21 , , , cord-327810-kquh59ry 6 22 which which WDT cord-327810-kquh59ry 6 23 is be VBZ cord-327810-kquh59ry 6 24 a a DT cord-327810-kquh59ry 6 25 key key JJ cord-327810-kquh59ry 6 26 tool tool NN cord-327810-kquh59ry 6 27 in in IN cord-327810-kquh59ry 6 28 the the DT cord-327810-kquh59ry 6 29 fight fight NN cord-327810-kquh59ry 6 30 to to TO cord-327810-kquh59ry 6 31 reduce reduce VB cord-327810-kquh59ry 6 32 crime crime NN cord-327810-kquh59ry 6 33 and and CC cord-327810-kquh59ry 6 34 create create VB cord-327810-kquh59ry 6 35 sustainable sustainable JJ cord-327810-kquh59ry 6 36 economic economic JJ cord-327810-kquh59ry 6 37 development development NN cord-327810-kquh59ry 6 38 , , , cord-327810-kquh59ry 6 39 corresponding correspond VBG cord-327810-kquh59ry 6 40 to to IN cord-327810-kquh59ry 6 41 Goal Goal NNP cord-327810-kquh59ry 6 42 16 16 CD cord-327810-kquh59ry 6 43 of of IN cord-327810-kquh59ry 6 44 the the DT cord-327810-kquh59ry 6 45 United United NNP cord-327810-kquh59ry 6 46 Nations Nations NNP cord-327810-kquh59ry 6 47 Sustainable Sustainable NNP cord-327810-kquh59ry 6 48 Development Development NNP cord-327810-kquh59ry 6 49 Goals Goals NNPS cord-327810-kquh59ry 6 50 . . . cord-327810-kquh59ry 7 1 In in IN cord-327810-kquh59ry 7 2 this this DT cord-327810-kquh59ry 7 3 paper paper NN cord-327810-kquh59ry 7 4 , , , cord-327810-kquh59ry 7 5 we -PRON- PRP cord-327810-kquh59ry 7 6 investigate investigate VBP cord-327810-kquh59ry 7 7 how how WRB cord-327810-kquh59ry 7 8 the the DT cord-327810-kquh59ry 7 9 technical technical JJ cord-327810-kquh59ry 7 10 and and CC cord-327810-kquh59ry 7 11 contextual contextual JJ cord-327810-kquh59ry 7 12 affordances affordance NNS cord-327810-kquh59ry 7 13 of of IN cord-327810-kquh59ry 7 14 machine machine NN cord-327810-kquh59ry 7 15 learning learning NN cord-327810-kquh59ry 7 16 algorithms algorithm NNS cord-327810-kquh59ry 7 17 may may MD cord-327810-kquh59ry 7 18 enable enable VB cord-327810-kquh59ry 7 19 these these DT cord-327810-kquh59ry 7 20 organisations organisation NNS cord-327810-kquh59ry 7 21 to to TO cord-327810-kquh59ry 7 22 accomplish accomplish VB cord-327810-kquh59ry 7 23 that that DT cord-327810-kquh59ry 7 24 task task NN cord-327810-kquh59ry 7 25 . . . cord-327810-kquh59ry 8 1 We -PRON- PRP cord-327810-kquh59ry 8 2 find find VBP cord-327810-kquh59ry 8 3 that that IN cord-327810-kquh59ry 8 4 , , , cord-327810-kquh59ry 8 5 due due IN cord-327810-kquh59ry 8 6 to to IN cord-327810-kquh59ry 8 7 the the DT cord-327810-kquh59ry 8 8 unavailability unavailability NN cord-327810-kquh59ry 8 9 of of IN cord-327810-kquh59ry 8 10 high high JJ cord-327810-kquh59ry 8 11 - - HYPH cord-327810-kquh59ry 8 12 quality quality NN cord-327810-kquh59ry 8 13 , , , cord-327810-kquh59ry 8 14 large large JJ cord-327810-kquh59ry 8 15 training training NN cord-327810-kquh59ry 8 16 datasets dataset NNS cord-327810-kquh59ry 8 17 regarding regard VBG cord-327810-kquh59ry 8 18 money money NN cord-327810-kquh59ry 8 19 laundering laundering NN cord-327810-kquh59ry 8 20 methods method NNS cord-327810-kquh59ry 8 21 , , , cord-327810-kquh59ry 8 22 there there EX cord-327810-kquh59ry 8 23 is be VBZ cord-327810-kquh59ry 8 24 limited limited JJ cord-327810-kquh59ry 8 25 scope scope NN cord-327810-kquh59ry 8 26 for for IN cord-327810-kquh59ry 8 27 using use VBG cord-327810-kquh59ry 8 28 supervised supervise VBN cord-327810-kquh59ry 8 29 machine machine NN cord-327810-kquh59ry 8 30 learning learning NN cord-327810-kquh59ry 8 31 . . . cord-327810-kquh59ry 9 1 Conversely conversely RB cord-327810-kquh59ry 9 2 , , , cord-327810-kquh59ry 9 3 it -PRON- PRP cord-327810-kquh59ry 9 4 is be VBZ cord-327810-kquh59ry 9 5 possible possible JJ cord-327810-kquh59ry 9 6 to to TO cord-327810-kquh59ry 9 7 use use VB cord-327810-kquh59ry 9 8 reinforced reinforce VBN cord-327810-kquh59ry 9 9 machine machine NN cord-327810-kquh59ry 9 10 learning learning NN cord-327810-kquh59ry 9 11 and and CC cord-327810-kquh59ry 9 12 , , , cord-327810-kquh59ry 9 13 to to IN cord-327810-kquh59ry 9 14 an an DT cord-327810-kquh59ry 9 15 extent extent NN cord-327810-kquh59ry 9 16 , , , cord-327810-kquh59ry 9 17 unsupervised unsupervised JJ cord-327810-kquh59ry 9 18 learning learning NN cord-327810-kquh59ry 9 19 , , , cord-327810-kquh59ry 9 20 although although IN cord-327810-kquh59ry 9 21 only only RB cord-327810-kquh59ry 9 22 to to TO cord-327810-kquh59ry 9 23 model model VB cord-327810-kquh59ry 9 24 unusual unusual JJ cord-327810-kquh59ry 9 25 financial financial JJ cord-327810-kquh59ry 9 26 behaviour behaviour NN cord-327810-kquh59ry 9 27 , , , cord-327810-kquh59ry 9 28 not not RB cord-327810-kquh59ry 9 29 actual actual JJ cord-327810-kquh59ry 9 30 money money NN cord-327810-kquh59ry 9 31 laundering laundering NN cord-327810-kquh59ry 9 32 . . . cord-327810-kquh59ry 10 1 In in IN cord-327810-kquh59ry 10 2 2015 2015 CD cord-327810-kquh59ry 10 3 , , , cord-327810-kquh59ry 10 4 the the DT cord-327810-kquh59ry 10 5 United United NNP cord-327810-kquh59ry 10 6 Nations Nations NNP cord-327810-kquh59ry 10 7 General General NNP cord-327810-kquh59ry 10 8 Assembly Assembly NNP cord-327810-kquh59ry 10 9 set set VBD cord-327810-kquh59ry 10 10 out out RP cord-327810-kquh59ry 10 11 a a DT cord-327810-kquh59ry 10 12 global global JJ cord-327810-kquh59ry 10 13 agenda agenda NN cord-327810-kquh59ry 10 14 for for IN cord-327810-kquh59ry 10 15 sustainable sustainable JJ cord-327810-kquh59ry 10 16 development development NN cord-327810-kquh59ry 10 17 consisting consist VBG cord-327810-kquh59ry 10 18 of of IN cord-327810-kquh59ry 10 19 17 17 CD cord-327810-kquh59ry 10 20 goals goal NNS cord-327810-kquh59ry 10 21 which which WDT cord-327810-kquh59ry 10 22 are be VBP cord-327810-kquh59ry 10 23 globally globally RB cord-327810-kquh59ry 10 24 referred refer VBN cord-327810-kquh59ry 10 25 to to IN cord-327810-kquh59ry 10 26 as as IN cord-327810-kquh59ry 10 27 the the DT cord-327810-kquh59ry 10 28 Sustainable Sustainable NNP cord-327810-kquh59ry 10 29 Development Development NNP cord-327810-kquh59ry 10 30 Goals Goals NNPS cord-327810-kquh59ry 10 31 ( ( -LRB- cord-327810-kquh59ry 10 32 SDGs SDGs NNP cord-327810-kquh59ry 10 33 ) ) -RRB- cord-327810-kquh59ry 10 34 . . . cord-327810-kquh59ry 11 1 Each each DT cord-327810-kquh59ry 11 2 individual individual JJ cord-327810-kquh59ry 11 3 goal goal NN cord-327810-kquh59ry 11 4 is be VBZ cord-327810-kquh59ry 11 5 concerned concern VBN cord-327810-kquh59ry 11 6 with with IN cord-327810-kquh59ry 11 7 a a DT cord-327810-kquh59ry 11 8 particular particular JJ cord-327810-kquh59ry 11 9 social social JJ cord-327810-kquh59ry 11 10 , , , cord-327810-kquh59ry 11 11 economic economic JJ cord-327810-kquh59ry 11 12 or or CC cord-327810-kquh59ry 11 13 environmental environmental JJ cord-327810-kquh59ry 11 14 issue issue NN cord-327810-kquh59ry 11 15 , , , cord-327810-kquh59ry 11 16 ranging range VBG cord-327810-kquh59ry 11 17 from from IN cord-327810-kquh59ry 11 18 poverty poverty NN cord-327810-kquh59ry 11 19 elimination elimination NN cord-327810-kquh59ry 11 20 ( ( -LRB- cord-327810-kquh59ry 11 21 Goal Goal NNP cord-327810-kquh59ry 11 22 1 1 CD cord-327810-kquh59ry 11 23 ) ) -RRB- cord-327810-kquh59ry 11 24 to to IN cord-327810-kquh59ry 11 25 the the DT cord-327810-kquh59ry 11 26 strengthening strengthening NN cord-327810-kquh59ry 11 27 of of IN cord-327810-kquh59ry 11 28 global global JJ cord-327810-kquh59ry 11 29 partnerships partnership NNS cord-327810-kquh59ry 11 30 ( ( -LRB- cord-327810-kquh59ry 11 31 Goal Goal NNP cord-327810-kquh59ry 11 32 17 17 CD cord-327810-kquh59ry 11 33 ) ) -RRB- cord-327810-kquh59ry 11 34 ( ( -LRB- cord-327810-kquh59ry 11 35 U.N. U.N. NNP cord-327810-kquh59ry 11 36 , , , cord-327810-kquh59ry 11 37 2019 2019 CD cord-327810-kquh59ry 11 38 ) ) -RRB- cord-327810-kquh59ry 11 39 . . . cord-327810-kquh59ry 12 1 Together together RB cord-327810-kquh59ry 12 2 , , , cord-327810-kquh59ry 12 3 the the DT cord-327810-kquh59ry 12 4 goals goal NNS cord-327810-kquh59ry 12 5 constitute constitute VBP cord-327810-kquh59ry 12 6 an an DT cord-327810-kquh59ry 12 7 ambitious ambitious JJ cord-327810-kquh59ry 12 8 development development NN cord-327810-kquh59ry 12 9 agenda agenda NN cord-327810-kquh59ry 12 10 ( ( -LRB- cord-327810-kquh59ry 12 11 Economist economist NN cord-327810-kquh59ry 12 12 , , , cord-327810-kquh59ry 12 13 2015 2015 CD cord-327810-kquh59ry 12 14 ) ) -RRB- cord-327810-kquh59ry 12 15 , , , cord-327810-kquh59ry 12 16 which which WDT cord-327810-kquh59ry 12 17 will will MD cord-327810-kquh59ry 12 18 require require VB cord-327810-kquh59ry 12 19 the the DT cord-327810-kquh59ry 12 20 concerted concerted JJ cord-327810-kquh59ry 12 21 efforts effort NNS cord-327810-kquh59ry 12 22 of of IN cord-327810-kquh59ry 12 23 governments government NNS cord-327810-kquh59ry 12 24 and and CC cord-327810-kquh59ry 12 25 private private JJ cord-327810-kquh59ry 12 26 institutions institution NNS cord-327810-kquh59ry 12 27 across across IN cord-327810-kquh59ry 12 28 the the DT cord-327810-kquh59ry 12 29 world world NN cord-327810-kquh59ry 12 30 ( ( -LRB- cord-327810-kquh59ry 12 31 Madsbjerg Madsbjerg NNP cord-327810-kquh59ry 12 32 , , , cord-327810-kquh59ry 12 33 2017 2017 CD cord-327810-kquh59ry 12 34 ) ) -RRB- cord-327810-kquh59ry 12 35 , , , cord-327810-kquh59ry 12 36 and and CC cord-327810-kquh59ry 12 37 across across IN cord-327810-kquh59ry 12 38 all all DT cord-327810-kquh59ry 12 39 goals goal NNS cord-327810-kquh59ry 12 40 , , , cord-327810-kquh59ry 12 41 in in IN cord-327810-kquh59ry 12 42 the the DT cord-327810-kquh59ry 12 43 period period NN cord-327810-kquh59ry 12 44 leading lead VBG cord-327810-kquh59ry 12 45 up up IN cord-327810-kquh59ry 12 46 to to IN cord-327810-kquh59ry 12 47 the the DT cord-327810-kquh59ry 12 48 year year NN cord-327810-kquh59ry 12 49 2030 2030 CD cord-327810-kquh59ry 12 50 . . . cord-327810-kquh59ry 13 1 Given give VBN cord-327810-kquh59ry 13 2 that that IN cord-327810-kquh59ry 13 3 economic economic JJ cord-327810-kquh59ry 13 4 development development NN cord-327810-kquh59ry 13 5 is be VBZ cord-327810-kquh59ry 13 6 negatively negatively RB cord-327810-kquh59ry 13 7 correlated correlate VBN cord-327810-kquh59ry 13 8 with with IN cord-327810-kquh59ry 13 9 crime crime NN cord-327810-kquh59ry 13 10 ( ( -LRB- cord-327810-kquh59ry 13 11 Donfouet Donfouet NNP cord-327810-kquh59ry 13 12 , , , cord-327810-kquh59ry 13 13 Jeanty Jeanty NNP cord-327810-kquh59ry 13 14 , , , cord-327810-kquh59ry 13 15 & & CC cord-327810-kquh59ry 13 16 Malin Malin NNP cord-327810-kquh59ry 13 17 , , , cord-327810-kquh59ry 13 18 2018 2018 CD cord-327810-kquh59ry 13 19 ) ) -RRB- cord-327810-kquh59ry 13 20 , , , cord-327810-kquh59ry 13 21 one one CD cord-327810-kquh59ry 13 22 of of IN cord-327810-kquh59ry 13 23 the the DT cord-327810-kquh59ry 13 24 SDGs sdgs NN cord-327810-kquh59ry 13 25 is be VBZ cord-327810-kquh59ry 13 26 specifically specifically RB cord-327810-kquh59ry 13 27 concerned concern VBN cord-327810-kquh59ry 13 28 with with IN cord-327810-kquh59ry 13 29 fighting fight VBG cord-327810-kquh59ry 13 30 crime crime NN cord-327810-kquh59ry 13 31 . . . cord-327810-kquh59ry 14 1 Namely namely RB cord-327810-kquh59ry 14 2 , , , cord-327810-kquh59ry 14 3 as as IN cord-327810-kquh59ry 14 4 part part NN cord-327810-kquh59ry 14 5 of of IN cord-327810-kquh59ry 14 6 Goal Goal NNP cord-327810-kquh59ry 14 7 16 16 CD cord-327810-kquh59ry 14 8 , , , cord-327810-kquh59ry 14 9 the the DT cord-327810-kquh59ry 14 10 U.N. U.N. NNP cord-327810-kquh59ry 14 11 has have VBZ cord-327810-kquh59ry 14 12 set set VBN cord-327810-kquh59ry 14 13 out out RP cord-327810-kquh59ry 14 14 a a DT cord-327810-kquh59ry 14 15 range range NN cord-327810-kquh59ry 14 16 of of IN cord-327810-kquh59ry 14 17 targets target NNS cord-327810-kquh59ry 14 18 aimed aim VBN cord-327810-kquh59ry 14 19 at at IN cord-327810-kquh59ry 14 20 reducing reduce VBG cord-327810-kquh59ry 14 21 criminal criminal JJ cord-327810-kquh59ry 14 22 activity activity NN cord-327810-kquh59ry 14 23 around around IN cord-327810-kquh59ry 14 24 the the DT cord-327810-kquh59ry 14 25 world world NN cord-327810-kquh59ry 14 26 , , , cord-327810-kquh59ry 14 27 such such JJ cord-327810-kquh59ry 14 28 as as IN cord-327810-kquh59ry 14 29 significantly significantly RB cord-327810-kquh59ry 14 30 reducing reduce VBG cord-327810-kquh59ry 14 31 all all DT cord-327810-kquh59ry 14 32 forms form NNS cord-327810-kquh59ry 14 33 of of IN cord-327810-kquh59ry 14 34 violence violence NN cord-327810-kquh59ry 14 35 , , , cord-327810-kquh59ry 14 36 ending end VBG cord-327810-kquh59ry 14 37 trafficking trafficking NN cord-327810-kquh59ry 14 38 , , , cord-327810-kquh59ry 14 39 promoting promote VBG cord-327810-kquh59ry 14 40 the the DT cord-327810-kquh59ry 14 41 rule rule NN cord-327810-kquh59ry 14 42 of of IN cord-327810-kquh59ry 14 43 law law NN cord-327810-kquh59ry 14 44 and and CC cord-327810-kquh59ry 14 45 combating combat VBG cord-327810-kquh59ry 14 46 organised organise VBN cord-327810-kquh59ry 14 47 crime crime NN cord-327810-kquh59ry 14 48 ( ( -LRB- cord-327810-kquh59ry 14 49 U.N. U.N. NNP cord-327810-kquh59ry 14 50 , , , cord-327810-kquh59ry 14 51 2019 2019 CD cord-327810-kquh59ry 14 52 ) ) -RRB- cord-327810-kquh59ry 14 53 . . . cord-327810-kquh59ry 15 1 Crime crime NN cord-327810-kquh59ry 15 2 reduction reduction NN cord-327810-kquh59ry 15 3 is be VBZ cord-327810-kquh59ry 15 4 an an DT cord-327810-kquh59ry 15 5 essential essential JJ cord-327810-kquh59ry 15 6 step step NN cord-327810-kquh59ry 15 7 in in IN cord-327810-kquh59ry 15 8 paving pave VBG cord-327810-kquh59ry 15 9 the the DT cord-327810-kquh59ry 15 10 way way NN cord-327810-kquh59ry 15 11 for for IN cord-327810-kquh59ry 15 12 sustainable sustainable JJ cord-327810-kquh59ry 15 13 development development NN cord-327810-kquh59ry 15 14 , , , cord-327810-kquh59ry 15 15 because because IN cord-327810-kquh59ry 15 16 doing do VBG cord-327810-kquh59ry 15 17 so so RB cord-327810-kquh59ry 15 18 will will MD cord-327810-kquh59ry 15 19 support support VB cord-327810-kquh59ry 15 20 the the DT cord-327810-kquh59ry 15 21 creation creation NN cord-327810-kquh59ry 15 22 of of IN cord-327810-kquh59ry 15 23 stable stable JJ cord-327810-kquh59ry 15 24 societies society NNS cord-327810-kquh59ry 15 25 , , , cord-327810-kquh59ry 15 26 enhance enhance VB cord-327810-kquh59ry 15 27 effective effective JJ cord-327810-kquh59ry 15 28 governance governance NN cord-327810-kquh59ry 15 29 and and CC cord-327810-kquh59ry 15 30 promote promote VB cord-327810-kquh59ry 15 31 peoples people NNS cord-327810-kquh59ry 15 32 ' ' POS cord-327810-kquh59ry 15 33 well well RB cord-327810-kquh59ry 15 34 - - HYPH cord-327810-kquh59ry 15 35 being be VBG cord-327810-kquh59ry 15 36 ( ( -LRB- cord-327810-kquh59ry 15 37 UNODC UNODC NNP cord-327810-kquh59ry 15 38 , , , cord-327810-kquh59ry 15 39 2019 2019 CD cord-327810-kquh59ry 15 40 ) ) -RRB- cord-327810-kquh59ry 15 41 . . . cord-327810-kquh59ry 16 1 Money money NN cord-327810-kquh59ry 16 2 is be VBZ cord-327810-kquh59ry 16 3 a a DT cord-327810-kquh59ry 16 4 key key JJ cord-327810-kquh59ry 16 5 motivator motivator NN cord-327810-kquh59ry 16 6 for for IN cord-327810-kquh59ry 16 7 those those DT cord-327810-kquh59ry 16 8 engaging engage VBG cord-327810-kquh59ry 16 9 in in IN cord-327810-kquh59ry 16 10 illegal illegal JJ cord-327810-kquh59ry 16 11 activities activity NNS cord-327810-kquh59ry 16 12 ( ( -LRB- cord-327810-kquh59ry 16 13 Byrne Byrne NNP cord-327810-kquh59ry 16 14 , , , cord-327810-kquh59ry 16 15 2011 2011 CD cord-327810-kquh59ry 16 16 ) ) -RRB- cord-327810-kquh59ry 16 17 . . . cord-327810-kquh59ry 17 1 Human human JJ cord-327810-kquh59ry 17 2 trafficking trafficking NN cord-327810-kquh59ry 17 3 , , , cord-327810-kquh59ry 17 4 for for IN cord-327810-kquh59ry 17 5 instance instance NN cord-327810-kquh59ry 17 6 , , , cord-327810-kquh59ry 17 7 generates generate VBZ cord-327810-kquh59ry 17 8 an an DT cord-327810-kquh59ry 17 9 estimated estimate VBN cord-327810-kquh59ry 17 10 U.S.$150.2 u.s.$150.2 JJ cord-327810-kquh59ry 17 11 billion billion CD cord-327810-kquh59ry 17 12 per per IN cord-327810-kquh59ry 17 13 year year NN cord-327810-kquh59ry 17 14 for for IN cord-327810-kquh59ry 17 15 criminal criminal JJ cord-327810-kquh59ry 17 16 organisations organisation NNS cord-327810-kquh59ry 17 17 , , , cord-327810-kquh59ry 17 18 through through IN cord-327810-kquh59ry 17 19 activities activity NNS cord-327810-kquh59ry 17 20 such such JJ cord-327810-kquh59ry 17 21 as as IN cord-327810-kquh59ry 17 22 forced force VBN cord-327810-kquh59ry 17 23 labour labour NN cord-327810-kquh59ry 17 24 , , , cord-327810-kquh59ry 17 25 sexual sexual JJ cord-327810-kquh59ry 17 26 exploitation exploitation NN cord-327810-kquh59ry 17 27 and and CC cord-327810-kquh59ry 17 28 organ organ NN cord-327810-kquh59ry 17 29 harvesting harvesting NN cord-327810-kquh59ry 17 30 ( ( -LRB- cord-327810-kquh59ry 17 31 FATF FATF NNP cord-327810-kquh59ry 17 32 , , , cord-327810-kquh59ry 17 33 2018 2018 CD cord-327810-kquh59ry 17 34 ) ) -RRB- cord-327810-kquh59ry 17 35 . . . cord-327810-kquh59ry 18 1 Money money NN cord-327810-kquh59ry 18 2 is be VBZ cord-327810-kquh59ry 18 3 also also RB cord-327810-kquh59ry 18 4 needed need VBN cord-327810-kquh59ry 18 5 to to TO cord-327810-kquh59ry 18 6 plan plan VB cord-327810-kquh59ry 18 7 and and CC cord-327810-kquh59ry 18 8 execute execute VB cord-327810-kquh59ry 18 9 criminal criminal JJ cord-327810-kquh59ry 18 10 operations operation NNS cord-327810-kquh59ry 18 11 . . . cord-327810-kquh59ry 19 1 In in IN cord-327810-kquh59ry 19 2 the the DT cord-327810-kquh59ry 19 3 case case NN cord-327810-kquh59ry 19 4 of of IN cord-327810-kquh59ry 19 5 human human JJ cord-327810-kquh59ry 19 6 trafficking trafficking NN cord-327810-kquh59ry 19 7 , , , cord-327810-kquh59ry 19 8 money money NN cord-327810-kquh59ry 19 9 is be VBZ cord-327810-kquh59ry 19 10 needed need VBN cord-327810-kquh59ry 19 11 to to TO cord-327810-kquh59ry 19 12 move move VB cord-327810-kquh59ry 19 13 the the DT cord-327810-kquh59ry 19 14 victims victim NNS cord-327810-kquh59ry 19 15 across across IN cord-327810-kquh59ry 19 16 locations location NNS cord-327810-kquh59ry 19 17 ; ; : cord-327810-kquh59ry 19 18 to to TO cord-327810-kquh59ry 19 19 run run VB cord-327810-kquh59ry 19 20 the the DT cord-327810-kquh59ry 19 21 places place NNS cord-327810-kquh59ry 19 22 and and CC cord-327810-kquh59ry 19 23 operations operation NNS cord-327810-kquh59ry 19 24 where where WRB cord-327810-kquh59ry 19 25 those those DT cord-327810-kquh59ry 19 26 human human JJ cord-327810-kquh59ry 19 27 beings being NNS cord-327810-kquh59ry 19 28 are be VBP cord-327810-kquh59ry 19 29 exploited exploit VBN cord-327810-kquh59ry 19 30 ; ; : cord-327810-kquh59ry 19 31 and and CC cord-327810-kquh59ry 19 32 to to TO cord-327810-kquh59ry 19 33 bribe bribe VB cord-327810-kquh59ry 19 34 the the DT cord-327810-kquh59ry 19 35 various various JJ cord-327810-kquh59ry 19 36 intermediaries intermediary NNS cord-327810-kquh59ry 19 37 that that WDT cord-327810-kquh59ry 19 38 assist assist VBP cord-327810-kquh59ry 19 39 or or CC cord-327810-kquh59ry 19 40 , , , cord-327810-kquh59ry 19 41 at at IN cord-327810-kquh59ry 19 42 least least JJS cord-327810-kquh59ry 19 43 , , , cord-327810-kquh59ry 19 44 condone condone VB cord-327810-kquh59ry 19 45 this this DT cord-327810-kquh59ry 19 46 criminal criminal JJ cord-327810-kquh59ry 19 47 activity activity NN cord-327810-kquh59ry 19 48 . . . cord-327810-kquh59ry 20 1 Given give VBN cord-327810-kquh59ry 20 2 the the DT cord-327810-kquh59ry 20 3 strong strong JJ cord-327810-kquh59ry 20 4 link link NN cord-327810-kquh59ry 20 5 between between IN cord-327810-kquh59ry 20 6 money money NN cord-327810-kquh59ry 20 7 and and CC cord-327810-kquh59ry 20 8 crime crime NN cord-327810-kquh59ry 20 9 , , , cord-327810-kquh59ry 20 10 most most JJS cord-327810-kquh59ry 20 11 governments government NNS cord-327810-kquh59ry 20 12 pursue pursue VBP cord-327810-kquh59ry 20 13 initiatives initiative NNS cord-327810-kquh59ry 20 14 to to TO cord-327810-kquh59ry 20 15 curtail curtail VB cord-327810-kquh59ry 20 16 the the DT cord-327810-kquh59ry 20 17 movement movement NN cord-327810-kquh59ry 20 18 of of IN cord-327810-kquh59ry 20 19 money money NN cord-327810-kquh59ry 20 20 to to IN cord-327810-kquh59ry 20 21 and and CC cord-327810-kquh59ry 20 22 from from IN cord-327810-kquh59ry 20 23 criminal criminal JJ cord-327810-kquh59ry 20 24 organisations organisation NNS cord-327810-kquh59ry 20 25 , , , cord-327810-kquh59ry 20 26 in in IN cord-327810-kquh59ry 20 27 an an DT cord-327810-kquh59ry 20 28 attempt attempt NN cord-327810-kquh59ry 20 29 to to TO cord-327810-kquh59ry 20 30 reduce reduce VB cord-327810-kquh59ry 20 31 the the DT cord-327810-kquh59ry 20 32 criminals criminal NNS cord-327810-kquh59ry 20 33 ' ' POS cord-327810-kquh59ry 20 34 incentive incentive NN cord-327810-kquh59ry 20 35 and and CC cord-327810-kquh59ry 20 36 their -PRON- PRP$ cord-327810-kquh59ry 20 37 ability ability NN cord-327810-kquh59ry 20 38 to to TO cord-327810-kquh59ry 20 39 engage engage VB cord-327810-kquh59ry 20 40 in in IN cord-327810-kquh59ry 20 41 illicit illicit JJ cord-327810-kquh59ry 20 42 behaviour behaviour NN cord-327810-kquh59ry 20 43 ( ( -LRB- cord-327810-kquh59ry 20 44 Ball ball NN cord-327810-kquh59ry 20 45 et et FW cord-327810-kquh59ry 20 46 al al NNP cord-327810-kquh59ry 20 47 . . NNP cord-327810-kquh59ry 20 48 , , , cord-327810-kquh59ry 20 49 2015 2015 CD cord-327810-kquh59ry 20 50 ) ) -RRB- cord-327810-kquh59ry 20 51 . . . cord-327810-kquh59ry 21 1 These these DT cord-327810-kquh59ry 21 2 programmes programme NNS cord-327810-kquh59ry 21 3 are be VBP cord-327810-kquh59ry 21 4 generally generally RB cord-327810-kquh59ry 21 5 referred refer VBN cord-327810-kquh59ry 21 6 to to IN cord-327810-kquh59ry 21 7 as as IN cord-327810-kquh59ry 21 8 anti anti JJ cord-327810-kquh59ry 21 9 - - JJ cord-327810-kquh59ry 21 10 money money JJ cord-327810-kquh59ry 21 11 laundering laundering NN cord-327810-kquh59ry 21 12 and and CC cord-327810-kquh59ry 21 13 terrorism terrorism NN cord-327810-kquh59ry 21 14 financing financing NN cord-327810-kquh59ry 21 15 initiatives initiative NNS cord-327810-kquh59ry 21 16 , , , cord-327810-kquh59ry 21 17 or or CC cord-327810-kquh59ry 21 18 AML AML NNP cord-327810-kquh59ry 21 19 programmes programme NNS cord-327810-kquh59ry 21 20 for for IN cord-327810-kquh59ry 21 21 short short JJ cord-327810-kquh59ry 21 22 . . . cord-327810-kquh59ry 22 1 The the DT cord-327810-kquh59ry 22 2 importance importance NN cord-327810-kquh59ry 22 3 of of IN cord-327810-kquh59ry 22 4 AML AML NNP cord-327810-kquh59ry 22 5 programmes programme NNS cord-327810-kquh59ry 22 6 in in IN cord-327810-kquh59ry 22 7 the the DT cord-327810-kquh59ry 22 8 global global JJ cord-327810-kquh59ry 22 9 fight fight NN cord-327810-kquh59ry 22 10 against against IN cord-327810-kquh59ry 22 11 crime crime NN cord-327810-kquh59ry 22 12 is be VBZ cord-327810-kquh59ry 22 13 such such JJ cord-327810-kquh59ry 22 14 that that IN cord-327810-kquh59ry 22 15 several several JJ cord-327810-kquh59ry 22 16 Heads head NNS cord-327810-kquh59ry 22 17 of of IN cord-327810-kquh59ry 22 18 State state NN cord-327810-kquh59ry 22 19 have have VBP cord-327810-kquh59ry 22 20 joined join VBN cord-327810-kquh59ry 22 21 the the DT cord-327810-kquh59ry 22 22 Financial Financial NNP cord-327810-kquh59ry 22 23 Action Action NNP cord-327810-kquh59ry 22 24 Task Task NNP cord-327810-kquh59ry 22 25 Force Force NNP cord-327810-kquh59ry 22 26 on on IN cord-327810-kquh59ry 22 27 Money Money NNP cord-327810-kquh59ry 22 28 Laundering Laundering NNP cord-327810-kquh59ry 22 29 ( ( -LRB- cord-327810-kquh59ry 22 30 known know VBN cord-327810-kquh59ry 22 31 as as IN cord-327810-kquh59ry 22 32 the the DT cord-327810-kquh59ry 22 33 FATF FATF NNP cord-327810-kquh59ry 22 34 ) ) -RRB- cord-327810-kquh59ry 22 35 , , , cord-327810-kquh59ry 22 36 with with IN cord-327810-kquh59ry 22 37 the the DT cord-327810-kquh59ry 22 38 purpose purpose NN cord-327810-kquh59ry 22 39 of of IN cord-327810-kquh59ry 22 40 sharing share VBG cord-327810-kquh59ry 22 41 intelligence intelligence NN cord-327810-kquh59ry 22 42 on on IN cord-327810-kquh59ry 22 43 money money NN cord-327810-kquh59ry 22 44 laundering laundering NN cord-327810-kquh59ry 22 45 and and CC cord-327810-kquh59ry 22 46 terrorism terrorism NN cord-327810-kquh59ry 22 47 financing financing NN cord-327810-kquh59ry 22 48 techniques technique NNS cord-327810-kquh59ry 22 49 , , , cord-327810-kquh59ry 22 50 and and CC cord-327810-kquh59ry 22 51 setting set VBG cord-327810-kquh59ry 22 52 out out RP cord-327810-kquh59ry 22 53 measures measure NNS cord-327810-kquh59ry 22 54 to to TO cord-327810-kquh59ry 22 55 combat combat VB cord-327810-kquh59ry 22 56 this this DT cord-327810-kquh59ry 22 57 activity activity NN cord-327810-kquh59ry 22 58 . . . cord-327810-kquh59ry 23 1 Since since IN cord-327810-kquh59ry 23 2 its -PRON- PRP$ cord-327810-kquh59ry 23 3 inception inception NN cord-327810-kquh59ry 23 4 , , , cord-327810-kquh59ry 23 5 the the DT cord-327810-kquh59ry 23 6 FATF FATF NNP cord-327810-kquh59ry 23 7 has have VBZ cord-327810-kquh59ry 23 8 advocated advocate VBN cord-327810-kquh59ry 23 9 the the DT cord-327810-kquh59ry 23 10 use use NN cord-327810-kquh59ry 23 11 of of IN cord-327810-kquh59ry 23 12 technology technology NN cord-327810-kquh59ry 23 13 to to TO cord-327810-kquh59ry 23 14 profile profile VB cord-327810-kquh59ry 23 15 and and CC cord-327810-kquh59ry 23 16 detect detect VB cord-327810-kquh59ry 23 17 money money NN cord-327810-kquh59ry 23 18 laundering laundering NN cord-327810-kquh59ry 23 19 and and CC cord-327810-kquh59ry 23 20 terrorism terrorism NN cord-327810-kquh59ry 23 21 financing financing NN cord-327810-kquh59ry 23 22 activity activity NN cord-327810-kquh59ry 23 23 . . . cord-327810-kquh59ry 24 1 Financial financial JJ cord-327810-kquh59ry 24 2 transactions transaction NNS cord-327810-kquh59ry 24 3 ( ( -LRB- cord-327810-kquh59ry 24 4 other other JJ cord-327810-kquh59ry 24 5 than than IN cord-327810-kquh59ry 24 6 direct direct JJ cord-327810-kquh59ry 24 7 cash cash NN cord-327810-kquh59ry 24 8 payments payment NNS cord-327810-kquh59ry 24 9 ) ) -RRB- cord-327810-kquh59ry 24 10 leave leave VBP cord-327810-kquh59ry 24 11 electronic electronic JJ cord-327810-kquh59ry 24 12 traces trace NNS cord-327810-kquh59ry 24 13 , , , cord-327810-kquh59ry 24 14 and and CC cord-327810-kquh59ry 24 15 these these DT cord-327810-kquh59ry 24 16 can can MD cord-327810-kquh59ry 24 17 be be VB cord-327810-kquh59ry 24 18 processed process VBN cord-327810-kquh59ry 24 19 and and CC cord-327810-kquh59ry 24 20 analysed analyse VBN cord-327810-kquh59ry 24 21 in in IN cord-327810-kquh59ry 24 22 order order NN cord-327810-kquh59ry 24 23 to to TO cord-327810-kquh59ry 24 24 develop develop VB cord-327810-kquh59ry 24 25 insight insight NN cord-327810-kquh59ry 24 26 about about IN cord-327810-kquh59ry 24 27 the the DT cord-327810-kquh59ry 24 28 financial financial JJ cord-327810-kquh59ry 24 29 behaviours behaviour NNS cord-327810-kquh59ry 24 30 of of IN cord-327810-kquh59ry 24 31 those those DT cord-327810-kquh59ry 24 32 engaging engage VBG cord-327810-kquh59ry 24 33 in in IN cord-327810-kquh59ry 24 34 illicit illicit JJ cord-327810-kquh59ry 24 35 activity activity NN cord-327810-kquh59ry 24 36 , , , cord-327810-kquh59ry 24 37 or or CC cord-327810-kquh59ry 24 38 even even RB cord-327810-kquh59ry 24 39 to to TO cord-327810-kquh59ry 24 40 prove prove VB cord-327810-kquh59ry 24 41 criminal criminal JJ cord-327810-kquh59ry 24 42 association association NN cord-327810-kquh59ry 24 43 ( ( -LRB- cord-327810-kquh59ry 24 44 De De NNP cord-327810-kquh59ry 24 45 Goede Goede NNP cord-327810-kquh59ry 24 46 , , , cord-327810-kquh59ry 24 47 2012 2012 CD cord-327810-kquh59ry 24 48 ) ) -RRB- cord-327810-kquh59ry 24 49 . . . cord-327810-kquh59ry 25 1 Hence hence RB cord-327810-kquh59ry 25 2 , , , cord-327810-kquh59ry 25 3 it -PRON- PRP cord-327810-kquh59ry 25 4 is be VBZ cord-327810-kquh59ry 25 5 no no DT cord-327810-kquh59ry 25 6 surprise surprise NN cord-327810-kquh59ry 25 7 that that IN cord-327810-kquh59ry 25 8 technological technological JJ cord-327810-kquh59ry 25 9 solutions solution NNS cord-327810-kquh59ry 25 10 such such JJ cord-327810-kquh59ry 25 11 as as IN cord-327810-kquh59ry 25 12 big big JJ cord-327810-kquh59ry 25 13 data data NN cord-327810-kquh59ry 25 14 analytics analytic NNS cord-327810-kquh59ry 25 15 , , , cord-327810-kquh59ry 25 16 natural natural JJ cord-327810-kquh59ry 25 17 language language NN cord-327810-kquh59ry 25 18 processing processing NN cord-327810-kquh59ry 25 19 or or CC cord-327810-kquh59ry 25 20 distributed distribute VBN cord-327810-kquh59ry 25 21 ledger ledger NN cord-327810-kquh59ry 25 22 technology technology NN cord-327810-kquh59ry 25 23 have have VBP cord-327810-kquh59ry 25 24 been be VBN cord-327810-kquh59ry 25 25 touted tout VBN cord-327810-kquh59ry 25 26 as as IN cord-327810-kquh59ry 25 27 an an DT cord-327810-kquh59ry 25 28 essential essential JJ cord-327810-kquh59ry 25 29 component component NN cord-327810-kquh59ry 25 30 of of IN cord-327810-kquh59ry 25 31 money money NN cord-327810-kquh59ry 25 32 laundering laundering NN cord-327810-kquh59ry 25 33 detection detection NN cord-327810-kquh59ry 25 34 ( ( -LRB- cord-327810-kquh59ry 25 35 e.g. e.g. RB cord-327810-kquh59ry 25 36 Grint Grint NNP cord-327810-kquh59ry 25 37 , , , cord-327810-kquh59ry 25 38 O'Driscoll O'Driscoll NNP cord-327810-kquh59ry 25 39 , , , cord-327810-kquh59ry 25 40 & & CC cord-327810-kquh59ry 25 41 Paton Paton NNP cord-327810-kquh59ry 25 42 , , , cord-327810-kquh59ry 25 43 2017 2017 CD cord-327810-kquh59ry 25 44 , , , cord-327810-kquh59ry 25 45 chap chap NN cord-327810-kquh59ry 25 46 . . . cord-327810-kquh59ry 25 47 54 54 CD cord-327810-kquh59ry 25 48 ) ) -RRB- cord-327810-kquh59ry 25 49 . . . cord-327810-kquh59ry 26 1 In in IN cord-327810-kquh59ry 26 2 particular particular JJ cord-327810-kquh59ry 26 3 , , , cord-327810-kquh59ry 26 4 there there EX cord-327810-kquh59ry 26 5 is be VBZ cord-327810-kquh59ry 26 6 a a DT cord-327810-kquh59ry 26 7 growing grow VBG cord-327810-kquh59ry 26 8 interest interest NN cord-327810-kquh59ry 26 9 in in IN cord-327810-kquh59ry 26 10 exploring explore VBG cord-327810-kquh59ry 26 11 the the DT cord-327810-kquh59ry 26 12 potential potential NN cord-327810-kquh59ry 26 13 of of IN cord-327810-kquh59ry 26 14 artificial artificial JJ cord-327810-kquh59ry 26 15 intelligence intelligence NN cord-327810-kquh59ry 26 16 ( ( -LRB- cord-327810-kquh59ry 26 17 AI AI NNP cord-327810-kquh59ry 26 18 ) ) -RRB- cord-327810-kquh59ry 26 19 and and CC cord-327810-kquh59ry 26 20 , , , cord-327810-kquh59ry 26 21 specifically specifically RB cord-327810-kquh59ry 26 22 , , , cord-327810-kquh59ry 26 23 machine machine NN cord-327810-kquh59ry 26 24 learning learn VBG cord-327810-kquh59ry 26 25 in in IN cord-327810-kquh59ry 26 26 supporting support VBG cord-327810-kquh59ry 26 27 AML AML NNP cord-327810-kquh59ry 26 28 programmes programme NNS cord-327810-kquh59ry 26 29 ( ( -LRB- cord-327810-kquh59ry 26 30 Kaminski Kaminski NNP cord-327810-kquh59ry 26 31 & & CC cord-327810-kquh59ry 26 32 Schonert Schonert NNP cord-327810-kquh59ry 26 33 , , , cord-327810-kquh59ry 26 34 2018 2018 CD cord-327810-kquh59ry 26 35 ) ) -RRB- cord-327810-kquh59ry 26 36 and and CC cord-327810-kquh59ry 26 37 , , , cord-327810-kquh59ry 26 38 thus thus RB cord-327810-kquh59ry 26 39 , , , cord-327810-kquh59ry 26 40 the the DT cord-327810-kquh59ry 26 41 global global JJ cord-327810-kquh59ry 26 42 fight fight NN cord-327810-kquh59ry 26 43 against against IN cord-327810-kquh59ry 26 44 crime crime NN cord-327810-kquh59ry 26 45 . . . cord-327810-kquh59ry 27 1 Advocates advocate NNS cord-327810-kquh59ry 27 2 highlight highlight VBP cord-327810-kquh59ry 27 3 machine machine NN cord-327810-kquh59ry 27 4 learning learning NN cord-327810-kquh59ry 27 5 's 's POS cord-327810-kquh59ry 27 6 ability ability NN cord-327810-kquh59ry 27 7 to to TO cord-327810-kquh59ry 27 8 handle handle VB cord-327810-kquh59ry 27 9 large large JJ cord-327810-kquh59ry 27 10 volumes volume NNS cord-327810-kquh59ry 27 11 of of IN cord-327810-kquh59ry 27 12 data datum NNS cord-327810-kquh59ry 27 13 , , , cord-327810-kquh59ry 27 14 both both DT cord-327810-kquh59ry 27 15 structured structured JJ cord-327810-kquh59ry 27 16 and and CC cord-327810-kquh59ry 27 17 unstructured unstructured JJ cord-327810-kquh59ry 27 18 , , , cord-327810-kquh59ry 27 19 and and CC cord-327810-kquh59ry 27 20 its -PRON- PRP$ cord-327810-kquh59ry 27 21 potential potential NN cord-327810-kquh59ry 27 22 to to TO cord-327810-kquh59ry 27 23 discover discover VB cord-327810-kquh59ry 27 24 the the DT cord-327810-kquh59ry 27 25 patterns pattern NNS cord-327810-kquh59ry 27 26 of of IN cord-327810-kquh59ry 27 27 financial financial JJ cord-327810-kquh59ry 27 28 behaviour behaviour NN cord-327810-kquh59ry 27 29 adopted adopt VBN cord-327810-kquh59ry 27 30 by by IN cord-327810-kquh59ry 27 31 those those DT cord-327810-kquh59ry 27 32 engaging engage VBG cord-327810-kquh59ry 27 33 in in IN cord-327810-kquh59ry 27 34 illicit illicit JJ cord-327810-kquh59ry 27 35 activity activity NN cord-327810-kquh59ry 27 36 ( ( -LRB- cord-327810-kquh59ry 27 37 e.g. e.g. IN cord-327810-kquh59ry 27 38 Banwo Banwo NNP cord-327810-kquh59ry 27 39 , , , cord-327810-kquh59ry 27 40 2018 2018 CD cord-327810-kquh59ry 27 41 ; ; : cord-327810-kquh59ry 27 42 Fernandez Fernandez NNP cord-327810-kquh59ry 27 43 , , , cord-327810-kquh59ry 27 44 2019 2019 CD cord-327810-kquh59ry 27 45 ) ) -RRB- cord-327810-kquh59ry 27 46 . . . cord-327810-kquh59ry 28 1 Machine machine NN cord-327810-kquh59ry 28 2 learning learning NN cord-327810-kquh59ry 28 3 can can MD cord-327810-kquh59ry 28 4 also also RB cord-327810-kquh59ry 28 5 assist assist VB cord-327810-kquh59ry 28 6 in in IN cord-327810-kquh59ry 28 7 analysing analyse VBG cord-327810-kquh59ry 28 8 user user NN cord-327810-kquh59ry 28 9 - - HYPH cord-327810-kquh59ry 28 10 generated generate VBN cord-327810-kquh59ry 28 11 online online JJ cord-327810-kquh59ry 28 12 content content NN cord-327810-kquh59ry 28 13 , , , cord-327810-kquh59ry 28 14 such such JJ cord-327810-kquh59ry 28 15 as as IN cord-327810-kquh59ry 28 16 Twitter Twitter NNP cord-327810-kquh59ry 28 17 conversations conversation NNS cord-327810-kquh59ry 28 18 or or CC cord-327810-kquh59ry 28 19 YouTube YouTube NNP cord-327810-kquh59ry 28 20 videos video NNS cord-327810-kquh59ry 28 21 , , , cord-327810-kquh59ry 28 22 using use VBG cord-327810-kquh59ry 28 23 sentiment sentiment NN cord-327810-kquh59ry 28 24 analysis analysis NN cord-327810-kquh59ry 28 25 techniques technique NNS cord-327810-kquh59ry 28 26 , , , cord-327810-kquh59ry 28 27 to to TO cord-327810-kquh59ry 28 28 identify identify VB cord-327810-kquh59ry 28 29 supporters supporter NNS cord-327810-kquh59ry 28 30 of of IN cord-327810-kquh59ry 28 31 terrorist terrorist JJ cord-327810-kquh59ry 28 32 groups group NNS cord-327810-kquh59ry 28 33 , , , cord-327810-kquh59ry 28 34 affiliation affiliation NN cord-327810-kquh59ry 28 35 with with IN cord-327810-kquh59ry 28 36 extremist extremist JJ cord-327810-kquh59ry 28 37 views view NNS cord-327810-kquh59ry 28 38 or or CC cord-327810-kquh59ry 28 39 even even RB cord-327810-kquh59ry 28 40 plans plan VBZ cord-327810-kquh59ry 28 41 to to TO cord-327810-kquh59ry 28 42 commit commit VB cord-327810-kquh59ry 28 43 criminal criminal JJ cord-327810-kquh59ry 28 44 activity activity NN cord-327810-kquh59ry 28 45 ( ( -LRB- cord-327810-kquh59ry 28 46 Ahmad Ahmad NNP cord-327810-kquh59ry 28 47 , , , cord-327810-kquh59ry 28 48 Asghar Asghar NNP cord-327810-kquh59ry 28 49 , , , cord-327810-kquh59ry 28 50 Alotaibi Alotaibi NNP cord-327810-kquh59ry 28 51 , , , cord-327810-kquh59ry 28 52 & & CC cord-327810-kquh59ry 28 53 Awan Awan NNP cord-327810-kquh59ry 28 54 , , , cord-327810-kquh59ry 28 55 2019 2019 CD cord-327810-kquh59ry 28 56 ; ; : cord-327810-kquh59ry 28 57 Azizan Azizan NNP cord-327810-kquh59ry 28 58 & & CC cord-327810-kquh59ry 28 59 Aziz Aziz NNP cord-327810-kquh59ry 28 60 , , , cord-327810-kquh59ry 28 61 2017 2017 CD cord-327810-kquh59ry 28 62 ; ; : cord-327810-kquh59ry 28 63 Cunliffe Cunliffe NNP cord-327810-kquh59ry 28 64 & & CC cord-327810-kquh59ry 28 65 Curini Curini NNP cord-327810-kquh59ry 28 66 , , , cord-327810-kquh59ry 28 67 2018 2018 CD cord-327810-kquh59ry 28 68 ; ; : cord-327810-kquh59ry 28 69 García García NNP cord-327810-kquh59ry 28 70 - - HYPH cord-327810-kquh59ry 28 71 Retuerta Retuerta NNP cord-327810-kquh59ry 28 72 , , , cord-327810-kquh59ry 28 73 Bartolomé Bartolomé NNP cord-327810-kquh59ry 28 74 , , , cord-327810-kquh59ry 28 75 Chamoso Chamoso NNP cord-327810-kquh59ry 28 76 , , , cord-327810-kquh59ry 28 77 & & CC cord-327810-kquh59ry 28 78 Corchado Corchado NNP cord-327810-kquh59ry 28 79 , , , cord-327810-kquh59ry 28 80 2019 2019 CD cord-327810-kquh59ry 28 81 ) ) -RRB- cord-327810-kquh59ry 28 82 . . . cord-327810-kquh59ry 29 1 However however RB cord-327810-kquh59ry 29 2 , , , cord-327810-kquh59ry 29 3 the the DT cord-327810-kquh59ry 29 4 industry industry NN cord-327810-kquh59ry 29 5 remains remain VBZ cord-327810-kquh59ry 29 6 cautious cautious JJ cord-327810-kquh59ry 29 7 , , , cord-327810-kquh59ry 29 8 and and CC cord-327810-kquh59ry 29 9 the the DT cord-327810-kquh59ry 29 10 use use NN cord-327810-kquh59ry 29 11 of of IN cord-327810-kquh59ry 29 12 these these DT cord-327810-kquh59ry 29 13 technologies technology NNS cord-327810-kquh59ry 29 14 is be VBZ cord-327810-kquh59ry 29 15 , , , cord-327810-kquh59ry 29 16 so so RB cord-327810-kquh59ry 29 17 far far RB cord-327810-kquh59ry 29 18 , , , cord-327810-kquh59ry 29 19 more more RBR cord-327810-kquh59ry 29 20 experimental experimental JJ cord-327810-kquh59ry 29 21 than than IN cord-327810-kquh59ry 29 22 systematic systematic JJ cord-327810-kquh59ry 29 23 ( ( -LRB- cord-327810-kquh59ry 29 24 Zimiles Zimiles NNP cord-327810-kquh59ry 29 25 & & CC cord-327810-kquh59ry 29 26 Mueller Mueller NNP cord-327810-kquh59ry 29 27 , , , cord-327810-kquh59ry 29 28 2019 2019 CD cord-327810-kquh59ry 29 29 ) ) -RRB- cord-327810-kquh59ry 29 30 . . . cord-327810-kquh59ry 30 1 AI AI NNP cord-327810-kquh59ry 30 2 and and CC cord-327810-kquh59ry 30 3 machine machine NN cord-327810-kquh59ry 30 4 learning learning NN cord-327810-kquh59ry 30 5 are be VBP cord-327810-kquh59ry 30 6 seen see VBN cord-327810-kquh59ry 30 7 as as IN cord-327810-kquh59ry 30 8 costly costly JJ cord-327810-kquh59ry 30 9 technological technological JJ cord-327810-kquh59ry 30 10 solutions solution NNS cord-327810-kquh59ry 30 11 whose whose WP$ cord-327810-kquh59ry 30 12 benefits benefit NNS cord-327810-kquh59ry 30 13 remain remain VBP cord-327810-kquh59ry 30 14 unproven unproven JJ cord-327810-kquh59ry 30 15 , , , cord-327810-kquh59ry 30 16 as as RB cord-327810-kquh59ry 30 17 far far RB cord-327810-kquh59ry 30 18 as as IN cord-327810-kquh59ry 30 19 AML AML NNP cord-327810-kquh59ry 30 20 programmes programme NNS cord-327810-kquh59ry 30 21 are be VBP cord-327810-kquh59ry 30 22 concerned concerned JJ cord-327810-kquh59ry 30 23 ( ( -LRB- cord-327810-kquh59ry 30 24 Grint Grint NNP cord-327810-kquh59ry 30 25 et et NNP cord-327810-kquh59ry 30 26 al al NNP cord-327810-kquh59ry 30 27 . . NNP cord-327810-kquh59ry 30 28 , , , cord-327810-kquh59ry 30 29 2017 2017 CD cord-327810-kquh59ry 30 30 , , , cord-327810-kquh59ry 30 31 chap chap NN cord-327810-kquh59ry 30 32 . . . cord-327810-kquh59ry 30 33 54 54 CD cord-327810-kquh59ry 30 34 ) ) -RRB- cord-327810-kquh59ry 30 35 . . . cord-327810-kquh59ry 31 1 Moreover moreover RB cord-327810-kquh59ry 31 2 , , , cord-327810-kquh59ry 31 3 there there EX cord-327810-kquh59ry 31 4 is be VBZ cord-327810-kquh59ry 31 5 a a DT cord-327810-kquh59ry 31 6 lack lack NN cord-327810-kquh59ry 31 7 of of IN cord-327810-kquh59ry 31 8 expertise expertise NN cord-327810-kquh59ry 31 9 in in IN cord-327810-kquh59ry 31 10 understanding understanding NN cord-327810-kquh59ry 31 11 and and CC cord-327810-kquh59ry 31 12 operating operate VBG cord-327810-kquh59ry 31 13 AI ai NN cord-327810-kquh59ry 31 14 and and CC cord-327810-kquh59ry 31 15 machine machine NN cord-327810-kquh59ry 31 16 learning learning NN cord-327810-kquh59ry 31 17 ( ( -LRB- cord-327810-kquh59ry 31 18 Grint Grint NNP cord-327810-kquh59ry 31 19 et et NNP cord-327810-kquh59ry 31 20 al al NNP cord-327810-kquh59ry 31 21 . . NNP cord-327810-kquh59ry 31 22 , , , cord-327810-kquh59ry 31 23 2017 2017 CD cord-327810-kquh59ry 31 24 , , , cord-327810-kquh59ry 31 25 chap chap NN cord-327810-kquh59ry 31 26 . . . cord-327810-kquh59ry 32 1 54 54 CD cord-327810-kquh59ry 32 2 ) ) -RRB- cord-327810-kquh59ry 32 3 , , , cord-327810-kquh59ry 32 4 which which WDT cord-327810-kquh59ry 32 5 , , , cord-327810-kquh59ry 32 6 associated associate VBN cord-327810-kquh59ry 32 7 with with IN cord-327810-kquh59ry 32 8 the the DT cord-327810-kquh59ry 32 9 lack lack NN cord-327810-kquh59ry 32 10 of of IN cord-327810-kquh59ry 32 11 transparency transparency NN cord-327810-kquh59ry 32 12 of of IN cord-327810-kquh59ry 32 13 the the DT cord-327810-kquh59ry 32 14 algorithms algorithm NNS cord-327810-kquh59ry 32 15 underpinning underpin VBG cord-327810-kquh59ry 32 16 them -PRON- PRP cord-327810-kquh59ry 32 17 ( ( -LRB- cord-327810-kquh59ry 32 18 Crosman Crosman NNP cord-327810-kquh59ry 32 19 , , , cord-327810-kquh59ry 32 20 2019 2019 CD cord-327810-kquh59ry 32 21 ) ) -RRB- cord-327810-kquh59ry 32 22 , , , cord-327810-kquh59ry 32 23 creates create VBZ cord-327810-kquh59ry 32 24 risks risk NNS cord-327810-kquh59ry 32 25 for for IN cord-327810-kquh59ry 32 26 the the DT cord-327810-kquh59ry 32 27 organisations organisation NNS cord-327810-kquh59ry 32 28 relying rely VBG cord-327810-kquh59ry 32 29 on on IN cord-327810-kquh59ry 32 30 them -PRON- PRP cord-327810-kquh59ry 32 31 for for IN cord-327810-kquh59ry 32 32 AML AML NNP cord-327810-kquh59ry 32 33 , , , cord-327810-kquh59ry 32 34 as as RB cord-327810-kquh59ry 32 35 well well RB cord-327810-kquh59ry 32 36 as as IN cord-327810-kquh59ry 32 37 for for IN cord-327810-kquh59ry 32 38 the the DT cord-327810-kquh59ry 32 39 individuals individual NNS cord-327810-kquh59ry 32 40 whose whose WP$ cord-327810-kquh59ry 32 41 financial financial JJ cord-327810-kquh59ry 32 42 behaviours behaviour NNS cord-327810-kquh59ry 32 43 are be VBP cord-327810-kquh59ry 32 44 being be VBG cord-327810-kquh59ry 32 45 probed probe VBN cord-327810-kquh59ry 32 46 . . . cord-327810-kquh59ry 33 1 In in IN cord-327810-kquh59ry 33 2 order order NN cord-327810-kquh59ry 33 3 to to TO cord-327810-kquh59ry 33 4 reconcile reconcile VB cord-327810-kquh59ry 33 5 these these DT cord-327810-kquh59ry 33 6 two two CD cord-327810-kquh59ry 33 7 opposing oppose VBG cord-327810-kquh59ry 33 8 views view NNS cord-327810-kquh59ry 33 9 regarding regard VBG cord-327810-kquh59ry 33 10 the the DT cord-327810-kquh59ry 33 11 potential potential NN cord-327810-kquh59ry 33 12 of of IN cord-327810-kquh59ry 33 13 machine machine NN cord-327810-kquh59ry 33 14 learning learning NN cord-327810-kquh59ry 33 15 technology technology NN cord-327810-kquh59ry 33 16 for for IN cord-327810-kquh59ry 33 17 crime crime NN cord-327810-kquh59ry 33 18 reduction reduction NN cord-327810-kquh59ry 33 19 , , , cord-327810-kquh59ry 33 20 via via IN cord-327810-kquh59ry 33 21 its -PRON- PRP$ cord-327810-kquh59ry 33 22 inclusion inclusion NN cord-327810-kquh59ry 33 23 in in IN cord-327810-kquh59ry 33 24 AML AML NNP cord-327810-kquh59ry 33 25 programmes programme NNS cord-327810-kquh59ry 33 26 , , , cord-327810-kquh59ry 33 27 this this DT cord-327810-kquh59ry 33 28 research research NN cord-327810-kquh59ry 33 29 investigates investigate VBZ cord-327810-kquh59ry 33 30 the the DT cord-327810-kquh59ry 33 31 following follow VBG cord-327810-kquh59ry 33 32 research research NN cord-327810-kquh59ry 33 33 question question NN cord-327810-kquh59ry 33 34 : : : cord-327810-kquh59ry 33 35 To to TO cord-327810-kquh59ry 33 36 what what WDT cord-327810-kquh59ry 33 37 extent extent NN cord-327810-kquh59ry 33 38 can can MD cord-327810-kquh59ry 33 39 machine machine NN cord-327810-kquh59ry 33 40 learning learning NN cord-327810-kquh59ry 33 41 algorithms algorithm NNS cord-327810-kquh59ry 33 42 be be VB cord-327810-kquh59ry 33 43 leveraged leverage VBN cord-327810-kquh59ry 33 44 to to TO cord-327810-kquh59ry 33 45 assist assist VB cord-327810-kquh59ry 33 46 with with IN cord-327810-kquh59ry 33 47 the the DT cord-327810-kquh59ry 33 48 detection detection NN cord-327810-kquh59ry 33 49 and and CC cord-327810-kquh59ry 33 50 prevention prevention NN cord-327810-kquh59ry 33 51 of of IN cord-327810-kquh59ry 33 52 money money NN cord-327810-kquh59ry 33 53 laundering laundering NN cord-327810-kquh59ry 33 54 and and CC cord-327810-kquh59ry 33 55 terrorism terrorism NN cord-327810-kquh59ry 33 56 financing financing NN cord-327810-kquh59ry 33 57 ? ? . cord-327810-kquh59ry 34 1 To to TO cord-327810-kquh59ry 34 2 pursue pursue VB cord-327810-kquh59ry 34 3 this this DT cord-327810-kquh59ry 34 4 goal goal NN cord-327810-kquh59ry 34 5 , , , cord-327810-kquh59ry 34 6 we -PRON- PRP cord-327810-kquh59ry 34 7 adopt adopt VBP cord-327810-kquh59ry 34 8 a a DT cord-327810-kquh59ry 34 9 socio socio JJ cord-327810-kquh59ry 34 10 - - HYPH cord-327810-kquh59ry 34 11 technical technical JJ cord-327810-kquh59ry 34 12 perspective perspective NN cord-327810-kquh59ry 34 13 which which WDT cord-327810-kquh59ry 34 14 explicitly explicitly RB cord-327810-kquh59ry 34 15 accounts account VBZ cord-327810-kquh59ry 34 16 for for IN cord-327810-kquh59ry 34 17 the the DT cord-327810-kquh59ry 34 18 technical technical JJ cord-327810-kquh59ry 34 19 features feature NNS cord-327810-kquh59ry 34 20 of of IN cord-327810-kquh59ry 34 21 information information NN cord-327810-kquh59ry 34 22 systems system NNS cord-327810-kquh59ry 34 23 , , , cord-327810-kquh59ry 34 24 as as RB cord-327810-kquh59ry 34 25 well well RB cord-327810-kquh59ry 34 26 as as IN cord-327810-kquh59ry 34 27 the the DT cord-327810-kquh59ry 34 28 social social JJ cord-327810-kquh59ry 34 29 context context NN cord-327810-kquh59ry 34 30 within within IN cord-327810-kquh59ry 34 31 which which WDT cord-327810-kquh59ry 34 32 such such JJ cord-327810-kquh59ry 34 33 systems system NNS cord-327810-kquh59ry 34 34 are be VBP cord-327810-kquh59ry 34 35 developed develop VBN cord-327810-kquh59ry 34 36 and and CC cord-327810-kquh59ry 34 37 used use VBN cord-327810-kquh59ry 34 38 ( ( -LRB- cord-327810-kquh59ry 34 39 Loebbecke Loebbecke NNP cord-327810-kquh59ry 34 40 & & CC cord-327810-kquh59ry 34 41 Picot Picot NNP cord-327810-kquh59ry 34 42 , , , cord-327810-kquh59ry 34 43 2015 2015 CD cord-327810-kquh59ry 34 44 ; ; : cord-327810-kquh59ry 34 45 Markus Markus NNP cord-327810-kquh59ry 34 46 & & CC cord-327810-kquh59ry 34 47 Topi Topi NNP cord-327810-kquh59ry 34 48 , , , cord-327810-kquh59ry 34 49 2015 2015 CD cord-327810-kquh59ry 34 50 ) ) -RRB- cord-327810-kquh59ry 34 51 . . . cord-327810-kquh59ry 35 1 By by IN cord-327810-kquh59ry 35 2 doing do VBG cord-327810-kquh59ry 35 3 so so RB cord-327810-kquh59ry 35 4 , , , cord-327810-kquh59ry 35 5 we -PRON- PRP cord-327810-kquh59ry 35 6 can can MD cord-327810-kquh59ry 35 7 move move VB cord-327810-kquh59ry 35 8 beyond beyond IN cord-327810-kquh59ry 35 9 a a DT cord-327810-kquh59ry 35 10 discussion discussion NN cord-327810-kquh59ry 35 11 of of IN cord-327810-kquh59ry 35 12 the the DT cord-327810-kquh59ry 35 13 potential potential NN cord-327810-kquh59ry 35 14 of of IN cord-327810-kquh59ry 35 15 machine machine NN cord-327810-kquh59ry 35 16 learning learn VBG cord-327810-kquh59ry 35 17 for for IN cord-327810-kquh59ry 35 18 AML AML NNP cord-327810-kquh59ry 35 19 programmes programme NNS cord-327810-kquh59ry 35 20 , , , cord-327810-kquh59ry 35 21 and and CC cord-327810-kquh59ry 35 22 start start VB cord-327810-kquh59ry 35 23 unpacking unpack VBG cord-327810-kquh59ry 35 24 the the DT cord-327810-kquh59ry 35 25 variety variety NN cord-327810-kquh59ry 35 26 of of IN cord-327810-kquh59ry 35 27 technological technological JJ cord-327810-kquh59ry 35 28 and and CC cord-327810-kquh59ry 35 29 social social JJ cord-327810-kquh59ry 35 30 factors factor NNS cord-327810-kquh59ry 35 31 , , , cord-327810-kquh59ry 35 32 such such JJ cord-327810-kquh59ry 35 33 as as IN cord-327810-kquh59ry 35 34 the the DT cord-327810-kquh59ry 35 35 ' ' `` cord-327810-kquh59ry 35 36 arguments argument NNS cord-327810-kquh59ry 35 37 , , , cord-327810-kquh59ry 35 38 decisions decision NNS cord-327810-kquh59ry 35 39 , , , cord-327810-kquh59ry 35 40 uncertainties uncertainty NNS cord-327810-kquh59ry 35 41 and and CC cord-327810-kquh59ry 35 42 the the DT cord-327810-kquh59ry 35 43 processual processual JJ cord-327810-kquh59ry 35 44 nature nature NN cord-327810-kquh59ry 35 45 of of IN cord-327810-kquh59ry 35 46 decision decision NN cord-327810-kquh59ry 35 47 making making NN cord-327810-kquh59ry 35 48 ' ' '' cord-327810-kquh59ry 35 49 ( ( -LRB- cord-327810-kquh59ry 35 50 Bowker Bowker NNP cord-327810-kquh59ry 35 51 & & CC cord-327810-kquh59ry 35 52 Star Star NNP cord-327810-kquh59ry 35 53 , , , cord-327810-kquh59ry 35 54 1999 1999 CD cord-327810-kquh59ry 35 55 , , , cord-327810-kquh59ry 35 56 p. p. NN cord-327810-kquh59ry 35 57 135 135 CD cord-327810-kquh59ry 35 58 ) ) -RRB- cord-327810-kquh59ry 35 59 , , , cord-327810-kquh59ry 35 60 which which WDT cord-327810-kquh59ry 35 61 may may MD cord-327810-kquh59ry 35 62 support support VB cord-327810-kquh59ry 35 63 or or CC cord-327810-kquh59ry 35 64 hinder hinder VB cord-327810-kquh59ry 35 65 the the DT cord-327810-kquh59ry 35 66 performance performance NN cord-327810-kquh59ry 35 67 of of IN cord-327810-kquh59ry 35 68 the the DT cord-327810-kquh59ry 35 69 machine machine NN cord-327810-kquh59ry 35 70 learning learning NN cord-327810-kquh59ry 35 71 solution solution NN cord-327810-kquh59ry 35 72 . . . cord-327810-kquh59ry 36 1 Specifically specifically RB cord-327810-kquh59ry 36 2 , , , cord-327810-kquh59ry 36 3 we -PRON- PRP cord-327810-kquh59ry 36 4 use use VBP cord-327810-kquh59ry 36 5 the the DT cord-327810-kquh59ry 36 6 theory theory NN cord-327810-kquh59ry 36 7 of of IN cord-327810-kquh59ry 36 8 affordances affordance NNS cord-327810-kquh59ry 36 9 to to TO cord-327810-kquh59ry 36 10 identify identify VB cord-327810-kquh59ry 36 11 the the DT cord-327810-kquh59ry 36 12 technical technical JJ cord-327810-kquh59ry 36 13 features feature NNS cord-327810-kquh59ry 36 14 of of IN cord-327810-kquh59ry 36 15 an an DT cord-327810-kquh59ry 36 16 approach approach NN cord-327810-kquh59ry 36 17 to to IN cord-327810-kquh59ry 36 18 AML AML NNP cord-327810-kquh59ry 36 19 powered power VBN cord-327810-kquh59ry 36 20 by by IN cord-327810-kquh59ry 36 21 machine machine NN cord-327810-kquh59ry 36 22 learning learning NN cord-327810-kquh59ry 36 23 , , , cord-327810-kquh59ry 36 24 as as RB cord-327810-kquh59ry 36 25 well well RB cord-327810-kquh59ry 36 26 as as IN cord-327810-kquh59ry 36 27 the the DT cord-327810-kquh59ry 36 28 social social JJ cord-327810-kquh59ry 36 29 behaviours behaviour NNS cord-327810-kquh59ry 36 30 impacting impact VBG cord-327810-kquh59ry 36 31 on on IN cord-327810-kquh59ry 36 32 the the DT cord-327810-kquh59ry 36 33 solution solution NN cord-327810-kquh59ry 36 34 's 's POS cord-327810-kquh59ry 36 35 use use NN cord-327810-kquh59ry 36 36 , , , cord-327810-kquh59ry 36 37 and and CC cord-327810-kquh59ry 36 38 how how WRB cord-327810-kquh59ry 36 39 the the DT cord-327810-kquh59ry 36 40 two two CD cord-327810-kquh59ry 36 41 condition condition NN cord-327810-kquh59ry 36 42 each each DT cord-327810-kquh59ry 36 43 other other JJ cord-327810-kquh59ry 36 44 . . . cord-327810-kquh59ry 37 1 The the DT cord-327810-kquh59ry 37 2 issues issue NNS cord-327810-kquh59ry 37 3 and and CC cord-327810-kquh59ry 37 4 concerns concern NNS cord-327810-kquh59ry 37 5 being be VBG cord-327810-kquh59ry 37 6 expressed express VBN cord-327810-kquh59ry 37 7 in in IN cord-327810-kquh59ry 37 8 relation relation NN cord-327810-kquh59ry 37 9 to to IN cord-327810-kquh59ry 37 10 the the DT cord-327810-kquh59ry 37 11 use use NN cord-327810-kquh59ry 37 12 of of IN cord-327810-kquh59ry 37 13 machine machine NN cord-327810-kquh59ry 37 14 learning learn VBG cord-327810-kquh59ry 37 15 for for IN cord-327810-kquh59ry 37 16 financial financial JJ cord-327810-kquh59ry 37 17 crime crime NN cord-327810-kquh59ry 37 18 detection detection NN cord-327810-kquh59ry 37 19 mirror mirror NN cord-327810-kquh59ry 37 20 those those DT cord-327810-kquh59ry 37 21 expressed express VBN cord-327810-kquh59ry 37 22 in in IN cord-327810-kquh59ry 37 23 terms term NNS cord-327810-kquh59ry 37 24 of of IN cord-327810-kquh59ry 37 25 using use VBG cord-327810-kquh59ry 37 26 this this DT cord-327810-kquh59ry 37 27 technology technology NN cord-327810-kquh59ry 37 28 more more RBR cord-327810-kquh59ry 37 29 generally generally RB cord-327810-kquh59ry 37 30 . . . cord-327810-kquh59ry 38 1 For for IN cord-327810-kquh59ry 38 2 instance instance NN cord-327810-kquh59ry 38 3 , , , cord-327810-kquh59ry 38 4 many many JJ cord-327810-kquh59ry 38 5 senior senior JJ cord-327810-kquh59ry 38 6 managers manager NNS cord-327810-kquh59ry 38 7 are be VBP cord-327810-kquh59ry 38 8 concerned concern VBN cord-327810-kquh59ry 38 9 with with IN cord-327810-kquh59ry 38 10 their -PRON- PRP$ cord-327810-kquh59ry 38 11 organisations organisation NNS cord-327810-kquh59ry 38 12 ' ' POS cord-327810-kquh59ry 38 13 lack lack NN cord-327810-kquh59ry 38 14 of of IN cord-327810-kquh59ry 38 15 expertise expertise NN cord-327810-kquh59ry 38 16 in in IN cord-327810-kquh59ry 38 17 handling handle VBG cord-327810-kquh59ry 38 18 big big JJ cord-327810-kquh59ry 38 19 data datum NNS cord-327810-kquh59ry 38 20 ( ( -LRB- cord-327810-kquh59ry 38 21 Merendino Merendino NNP cord-327810-kquh59ry 38 22 et et NNP cord-327810-kquh59ry 38 23 al al NNP cord-327810-kquh59ry 38 24 . . NNP cord-327810-kquh59ry 38 25 , , , cord-327810-kquh59ry 38 26 2018 2018 CD cord-327810-kquh59ry 38 27 ) ) -RRB- cord-327810-kquh59ry 38 28 , , , cord-327810-kquh59ry 38 29 while while IN cord-327810-kquh59ry 38 30 numerous numerous JJ cord-327810-kquh59ry 38 31 companies company NNS cord-327810-kquh59ry 38 32 are be VBP cord-327810-kquh59ry 38 33 delaying delay VBG cord-327810-kquh59ry 38 34 adoption adoption NN cord-327810-kquh59ry 38 35 of of IN cord-327810-kquh59ry 38 36 AI AI NNP cord-327810-kquh59ry 38 37 because because IN cord-327810-kquh59ry 38 38 they -PRON- PRP cord-327810-kquh59ry 38 39 are be VBP cord-327810-kquh59ry 38 40 unsure unsure JJ cord-327810-kquh59ry 38 41 about about IN cord-327810-kquh59ry 38 42 how how WRB cord-327810-kquh59ry 38 43 it -PRON- PRP cord-327810-kquh59ry 38 44 can can MD cord-327810-kquh59ry 38 45 help help VB cord-327810-kquh59ry 38 46 their -PRON- PRP$ cord-327810-kquh59ry 38 47 firms firm NNS cord-327810-kquh59ry 38 48 ( ( -LRB- cord-327810-kquh59ry 38 49 Bughin Bughin NNP cord-327810-kquh59ry 38 50 , , , cord-327810-kquh59ry 38 51 Chui Chui NNP cord-327810-kquh59ry 38 52 , , , cord-327810-kquh59ry 38 53 & & CC cord-327810-kquh59ry 38 54 McCarthy McCarthy NNP cord-327810-kquh59ry 38 55 , , , cord-327810-kquh59ry 38 56 2017 2017 CD cord-327810-kquh59ry 38 57 ) ) -RRB- cord-327810-kquh59ry 38 58 . . . cord-327810-kquh59ry 39 1 Likewise likewise RB cord-327810-kquh59ry 39 2 , , , cord-327810-kquh59ry 39 3 there there EX cord-327810-kquh59ry 39 4 is be VBZ cord-327810-kquh59ry 39 5 growing grow VBG cord-327810-kquh59ry 39 6 awareness awareness NN cord-327810-kquh59ry 39 7 of of IN cord-327810-kquh59ry 39 8 the the DT cord-327810-kquh59ry 39 9 risks risk NNS cord-327810-kquh59ry 39 10 of of IN cord-327810-kquh59ry 39 11 AI ai NN cord-327810-kquh59ry 39 12 for for IN cord-327810-kquh59ry 39 13 individuals individual NNS cord-327810-kquh59ry 39 14 , , , cord-327810-kquh59ry 39 15 organisations organisation NNS cord-327810-kquh59ry 39 16 and and CC cord-327810-kquh59ry 39 17 society society NN cord-327810-kquh59ry 39 18 ( ( -LRB- cord-327810-kquh59ry 39 19 Cheatham Cheatham NNP cord-327810-kquh59ry 39 20 , , , cord-327810-kquh59ry 39 21 Javanmardian Javanmardian NNP cord-327810-kquh59ry 39 22 , , , cord-327810-kquh59ry 39 23 & & CC cord-327810-kquh59ry 39 24 Samandari Samandari NNP cord-327810-kquh59ry 39 25 , , , cord-327810-kquh59ry 39 26 2019 2019 CD cord-327810-kquh59ry 39 27 ) ) -RRB- cord-327810-kquh59ry 39 28 , , , cord-327810-kquh59ry 39 29 including include VBG cord-327810-kquh59ry 39 30 rising rise VBG cord-327810-kquh59ry 39 31 evidence evidence NN cord-327810-kquh59ry 39 32 about about IN cord-327810-kquh59ry 39 33 the the DT cord-327810-kquh59ry 39 34 negative negative JJ cord-327810-kquh59ry 39 35 impacts impact NNS cord-327810-kquh59ry 39 36 of of IN cord-327810-kquh59ry 39 37 algorithmic algorithmic JJ cord-327810-kquh59ry 39 38 decision decision NN cord-327810-kquh59ry 39 39 - - HYPH cord-327810-kquh59ry 39 40 making making NN cord-327810-kquh59ry 39 41 for for IN cord-327810-kquh59ry 39 42 organisations organisation NNS cord-327810-kquh59ry 39 43 and and CC cord-327810-kquh59ry 39 44 individuals individual NNS cord-327810-kquh59ry 39 45 ( ( -LRB- cord-327810-kquh59ry 39 46 see see VB cord-327810-kquh59ry 39 47 Newell Newell NNP cord-327810-kquh59ry 39 48 & & CC cord-327810-kquh59ry 39 49 Marabelli Marabelli NNP cord-327810-kquh59ry 39 50 , , , cord-327810-kquh59ry 39 51 2015 2015 CD cord-327810-kquh59ry 39 52 ) ) -RRB- cord-327810-kquh59ry 39 53 . . . cord-327810-kquh59ry 40 1 Hence hence RB cord-327810-kquh59ry 40 2 , , , cord-327810-kquh59ry 40 3 the the DT cord-327810-kquh59ry 40 4 findings finding NNS cord-327810-kquh59ry 40 5 from from IN cord-327810-kquh59ry 40 6 our -PRON- PRP$ cord-327810-kquh59ry 40 7 study study NN cord-327810-kquh59ry 40 8 are be VBP cord-327810-kquh59ry 40 9 relevant relevant JJ cord-327810-kquh59ry 40 10 beyond beyond IN cord-327810-kquh59ry 40 11 the the DT cord-327810-kquh59ry 40 12 specific specific JJ cord-327810-kquh59ry 40 13 context context NN cord-327810-kquh59ry 40 14 of of IN cord-327810-kquh59ry 40 15 the the DT cord-327810-kquh59ry 40 16 U.N. U.N. NNP cord-327810-kquh59ry 40 17 's 's POS cord-327810-kquh59ry 40 18 SDGs sdgs NN cord-327810-kquh59ry 40 19 ; ; : cord-327810-kquh59ry 40 20 they -PRON- PRP cord-327810-kquh59ry 40 21 talk talk VBP cord-327810-kquh59ry 40 22 to to IN cord-327810-kquh59ry 40 23 the the DT cord-327810-kquh59ry 40 24 issues issue NNS cord-327810-kquh59ry 40 25 at at IN cord-327810-kquh59ry 40 26 the the DT cord-327810-kquh59ry 40 27 heart heart NN cord-327810-kquh59ry 40 28 of of IN cord-327810-kquh59ry 40 29 today today NN cord-327810-kquh59ry 40 30 's 's POS cord-327810-kquh59ry 40 31 surveillance surveillance NN cord-327810-kquh59ry 40 32 society society NN cord-327810-kquh59ry 40 33 ( ( -LRB- cord-327810-kquh59ry 40 34 Zuboff zuboff NN cord-327810-kquh59ry 40 35 , , , cord-327810-kquh59ry 40 36 2015 2015 CD cord-327810-kquh59ry 40 37 ) ) -RRB- cord-327810-kquh59ry 40 38 . . . cord-327810-kquh59ry 41 1 The the DT cord-327810-kquh59ry 41 2 ubiquity ubiquity NN cord-327810-kquh59ry 41 3 of of IN cord-327810-kquh59ry 41 4 algorithms algorithm NNS cord-327810-kquh59ry 41 5 , , , cord-327810-kquh59ry 41 6 and and CC cord-327810-kquh59ry 41 7 the the DT cord-327810-kquh59ry 41 8 scale scale NN cord-327810-kquh59ry 41 9 and and CC cord-327810-kquh59ry 41 10 scope scope NN cord-327810-kquh59ry 41 11 of of IN cord-327810-kquh59ry 41 12 their -PRON- PRP$ cord-327810-kquh59ry 41 13 impact impact NN cord-327810-kquh59ry 41 14 in in IN cord-327810-kquh59ry 41 15 everyday everyday JJ cord-327810-kquh59ry 41 16 life life NN cord-327810-kquh59ry 41 17 , , , cord-327810-kquh59ry 41 18 have have VBP cord-327810-kquh59ry 41 19 led lead VBN cord-327810-kquh59ry 41 20 Diakopoulos Diakopoulos NNP cord-327810-kquh59ry 41 21 ( ( -LRB- cord-327810-kquh59ry 41 22 2014 2014 CD cord-327810-kquh59ry 41 23 , , , cord-327810-kquh59ry 41 24 chap chap NN cord-327810-kquh59ry 41 25 . . . cord-327810-kquh59ry 42 1 33 33 CD cord-327810-kquh59ry 42 2 ) ) -RRB- cord-327810-kquh59ry 42 3 to to TO cord-327810-kquh59ry 42 4 describe describe VB cord-327810-kquh59ry 42 5 them -PRON- PRP cord-327810-kquh59ry 42 6 as as IN cord-327810-kquh59ry 42 7 ' ' `` cord-327810-kquh59ry 42 8 the the DT cord-327810-kquh59ry 42 9 new new JJ cord-327810-kquh59ry 42 10 power power NN cord-327810-kquh59ry 42 11 brokers broker NNS cord-327810-kquh59ry 42 12 in in IN cord-327810-kquh59ry 42 13 society society NN cord-327810-kquh59ry 42 14 ' ' '' cord-327810-kquh59ry 42 15 ( ( -LRB- cord-327810-kquh59ry 42 16 p. p. NN cord-327810-kquh59ry 42 17 2 2 CD cord-327810-kquh59ry 42 18 ) ) -RRB- cord-327810-kquh59ry 42 19 , , , cord-327810-kquh59ry 42 20 and and CC cord-327810-kquh59ry 42 21 to to TO cord-327810-kquh59ry 42 22 urge urge VB cord-327810-kquh59ry 42 23 researchers researcher NNS cord-327810-kquh59ry 42 24 to to TO cord-327810-kquh59ry 42 25 investigate investigate VB cord-327810-kquh59ry 42 26 the the DT cord-327810-kquh59ry 42 27 sources source NNS cord-327810-kquh59ry 42 28 and and CC cord-327810-kquh59ry 42 29 ' ' `` cord-327810-kquh59ry 42 30 contours contour NNS cord-327810-kquh59ry 42 31 of of IN cord-327810-kquh59ry 42 32 that that DT cord-327810-kquh59ry 42 33 power power NN cord-327810-kquh59ry 42 34 ' ' '' cord-327810-kquh59ry 42 35 ( ( -LRB- cord-327810-kquh59ry 42 36 p. p. NN cord-327810-kquh59ry 42 37 29 29 CD cord-327810-kquh59ry 42 38 ) ) -RRB- cord-327810-kquh59ry 42 39 . . . cord-327810-kquh59ry 43 1 This this DT cord-327810-kquh59ry 43 2 paper paper NN cord-327810-kquh59ry 43 3 addresses address VBZ cord-327810-kquh59ry 43 4 Diakopoulos Diakopoulos NNP cord-327810-kquh59ry 43 5 ( ( -LRB- cord-327810-kquh59ry 43 6 2014 2014 CD cord-327810-kquh59ry 43 7 , , , cord-327810-kquh59ry 43 8 chap chap NN cord-327810-kquh59ry 43 9 . . . cord-327810-kquh59ry 44 1 33 33 CD cord-327810-kquh59ry 44 2 ) ) -RRB- cord-327810-kquh59ry 44 3 , , , cord-327810-kquh59ry 44 4 Constantiou Constantiou NNP cord-327810-kquh59ry 44 5 and and CC cord-327810-kquh59ry 44 6 Kallinikos Kallinikos NNP cord-327810-kquh59ry 44 7 ( ( -LRB- cord-327810-kquh59ry 44 8 2015 2015 CD cord-327810-kquh59ry 44 9 ) ) -RRB- cord-327810-kquh59ry 44 10 and and CC cord-327810-kquh59ry 44 11 others other NNS cord-327810-kquh59ry 44 12 ' ' POS cord-327810-kquh59ry 44 13 calls call NNS cord-327810-kquh59ry 44 14 for for IN cord-327810-kquh59ry 44 15 research research NN cord-327810-kquh59ry 44 16 , , , cord-327810-kquh59ry 44 17 by by IN cord-327810-kquh59ry 44 18 investigating investigate VBG cord-327810-kquh59ry 44 19 how how WRB cord-327810-kquh59ry 44 20 the the DT cord-327810-kquh59ry 44 21 algorithms algorithm NNS cord-327810-kquh59ry 44 22 used use VBN cord-327810-kquh59ry 44 23 in in IN cord-327810-kquh59ry 44 24 money money NN cord-327810-kquh59ry 44 25 laundering laundering NN cord-327810-kquh59ry 44 26 detection detection NN cord-327810-kquh59ry 44 27 are be VBP cord-327810-kquh59ry 44 28 developed develop VBN cord-327810-kquh59ry 44 29 and and CC cord-327810-kquh59ry 44 30 used use VBN cord-327810-kquh59ry 44 31 to to TO cord-327810-kquh59ry 44 32 sort sort VB cord-327810-kquh59ry 44 33 and and CC cord-327810-kquh59ry 44 34 classify classify VB cord-327810-kquh59ry 44 35 financial financial JJ cord-327810-kquh59ry 44 36 transactions transaction NNS cord-327810-kquh59ry 44 37 , , , cord-327810-kquh59ry 44 38 and and CC cord-327810-kquh59ry 44 39 the the DT cord-327810-kquh59ry 44 40 scope scope NN cord-327810-kquh59ry 44 41 for for IN cord-327810-kquh59ry 44 42 using use VBG cord-327810-kquh59ry 44 43 machine machine NN cord-327810-kquh59ry 44 44 learning learn VBG cord-327810-kquh59ry 44 45 algorithms algorithm NNS cord-327810-kquh59ry 44 46 for for IN cord-327810-kquh59ry 44 47 that that DT cord-327810-kquh59ry 44 48 end end NN cord-327810-kquh59ry 44 49 . . . cord-327810-kquh59ry 45 1 The the DT cord-327810-kquh59ry 45 2 paper paper NN cord-327810-kquh59ry 45 3 is be VBZ cord-327810-kquh59ry 45 4 organised organise VBN cord-327810-kquh59ry 45 5 as as IN cord-327810-kquh59ry 45 6 follows follow NNS cord-327810-kquh59ry 45 7 . . . cord-327810-kquh59ry 46 1 The the DT cord-327810-kquh59ry 46 2 next next JJ cord-327810-kquh59ry 46 3 section section NN cord-327810-kquh59ry 46 4 provides provide VBZ cord-327810-kquh59ry 46 5 a a DT cord-327810-kquh59ry 46 6 brief brief JJ cord-327810-kquh59ry 46 7 overview overview NN cord-327810-kquh59ry 46 8 of of IN cord-327810-kquh59ry 46 9 the the DT cord-327810-kquh59ry 46 10 central central JJ cord-327810-kquh59ry 46 11 role role NN cord-327810-kquh59ry 46 12 of of IN cord-327810-kquh59ry 46 13 transaction transaction NN cord-327810-kquh59ry 46 14 data datum NNS cord-327810-kquh59ry 46 15 and and CC cord-327810-kquh59ry 46 16 profiling profiling NN cord-327810-kquh59ry 46 17 technology technology NN cord-327810-kquh59ry 46 18 in in IN cord-327810-kquh59ry 46 19 the the DT cord-327810-kquh59ry 46 20 fight fight NN cord-327810-kquh59ry 46 21 against against IN cord-327810-kquh59ry 46 22 crime crime NN cord-327810-kquh59ry 46 23 , , , cord-327810-kquh59ry 46 24 and and CC cord-327810-kquh59ry 46 25 the the DT cord-327810-kquh59ry 46 26 challenges challenge NNS cord-327810-kquh59ry 46 27 of of IN cord-327810-kquh59ry 46 28 modelling model VBG cord-327810-kquh59ry 46 29 money money NN cord-327810-kquh59ry 46 30 laundering laundering NN cord-327810-kquh59ry 46 31 behaviour behaviour NN cord-327810-kquh59ry 46 32 . . . cord-327810-kquh59ry 47 1 This this DT cord-327810-kquh59ry 47 2 is be VBZ cord-327810-kquh59ry 47 3 followed follow VBN cord-327810-kquh59ry 47 4 by by IN cord-327810-kquh59ry 47 5 an an DT cord-327810-kquh59ry 47 6 exposition exposition NN cord-327810-kquh59ry 47 7 of of IN cord-327810-kquh59ry 47 8 the the DT cord-327810-kquh59ry 47 9 theory theory NN cord-327810-kquh59ry 47 10 guiding guide VBG cord-327810-kquh59ry 47 11 this this DT cord-327810-kquh59ry 47 12 researchthe researchthe NNP cord-327810-kquh59ry 47 13 theory theory NN cord-327810-kquh59ry 47 14 of of IN cord-327810-kquh59ry 47 15 affordancesand affordancesand CC cord-327810-kquh59ry 47 16 its -PRON- PRP$ cord-327810-kquh59ry 47 17 application application NN cord-327810-kquh59ry 47 18 to to IN cord-327810-kquh59ry 47 19 AI AI NNP cord-327810-kquh59ry 47 20 and and CC cord-327810-kquh59ry 47 21 machine machine NN cord-327810-kquh59ry 47 22 learning learning NN cord-327810-kquh59ry 47 23 . . . cord-327810-kquh59ry 48 1 Subsequently subsequently RB cord-327810-kquh59ry 48 2 , , , cord-327810-kquh59ry 48 3 the the DT cord-327810-kquh59ry 48 4 details detail NNS cord-327810-kquh59ry 48 5 of of IN cord-327810-kquh59ry 48 6 the the DT cord-327810-kquh59ry 48 7 approach approach NN cord-327810-kquh59ry 48 8 adopted adopt VBN cord-327810-kquh59ry 48 9 in in IN cord-327810-kquh59ry 48 10 our -PRON- PRP$ cord-327810-kquh59ry 48 11 empirical empirical JJ cord-327810-kquh59ry 48 12 investigation investigation NN cord-327810-kquh59ry 48 13 are be VBP cord-327810-kquh59ry 48 14 presented present VBN cord-327810-kquh59ry 48 15 , , , cord-327810-kquh59ry 48 16 and and CC cord-327810-kquh59ry 48 17 this this DT cord-327810-kquh59ry 48 18 is be VBZ cord-327810-kquh59ry 48 19 followed follow VBN cord-327810-kquh59ry 48 20 by by IN cord-327810-kquh59ry 48 21 the the DT cord-327810-kquh59ry 48 22 empirical empirical JJ cord-327810-kquh59ry 48 23 findings finding NNS cord-327810-kquh59ry 48 24 . . . cord-327810-kquh59ry 49 1 After after IN cord-327810-kquh59ry 49 2 discussing discuss VBG cord-327810-kquh59ry 49 3 the the DT cord-327810-kquh59ry 49 4 findings finding NNS cord-327810-kquh59ry 49 5 , , , cord-327810-kquh59ry 49 6 we -PRON- PRP cord-327810-kquh59ry 49 7 reflect reflect VBP cord-327810-kquh59ry 49 8 on on IN cord-327810-kquh59ry 49 9 the the DT cord-327810-kquh59ry 49 10 contributions contribution NNS cord-327810-kquh59ry 49 11 of of IN cord-327810-kquh59ry 49 12 our -PRON- PRP$ cord-327810-kquh59ry 49 13 paper paper NN cord-327810-kquh59ry 49 14 to to IN cord-327810-kquh59ry 49 15 theory theory NN cord-327810-kquh59ry 49 16 and and CC cord-327810-kquh59ry 49 17 practice practice NN cord-327810-kquh59ry 49 18 , , , cord-327810-kquh59ry 49 19 as as RB cord-327810-kquh59ry 49 20 well well RB cord-327810-kquh59ry 49 21 as as IN cord-327810-kquh59ry 49 22 areas area NNS cord-327810-kquh59ry 49 23 for for IN cord-327810-kquh59ry 49 24 further further JJ cord-327810-kquh59ry 49 25 research research NN cord-327810-kquh59ry 49 26 . . . cord-327810-kquh59ry 50 1 Given give VBN cord-327810-kquh59ry 50 2 the the DT cord-327810-kquh59ry 50 3 central central JJ cord-327810-kquh59ry 50 4 role role NN cord-327810-kquh59ry 50 5 of of IN cord-327810-kquh59ry 50 6 money money NN cord-327810-kquh59ry 50 7 in in IN cord-327810-kquh59ry 50 8 enabling enable VBG cord-327810-kquh59ry 50 9 and and CC cord-327810-kquh59ry 50 10 even even RB cord-327810-kquh59ry 50 11 motivating motivate VBG cord-327810-kquh59ry 50 12 criminal criminal JJ cord-327810-kquh59ry 50 13 activity activity NN cord-327810-kquh59ry 50 14 ( ( -LRB- cord-327810-kquh59ry 50 15 Byrne Byrne NNP cord-327810-kquh59ry 50 16 , , , cord-327810-kquh59ry 50 17 2011 2011 CD cord-327810-kquh59ry 50 18 ) ) -RRB- cord-327810-kquh59ry 50 19 , , , cord-327810-kquh59ry 50 20 initiatives initiative NNS cord-327810-kquh59ry 50 21 that that WDT cord-327810-kquh59ry 50 22 hinder hinder VBP cord-327810-kquh59ry 50 23 the the DT cord-327810-kquh59ry 50 24 movement movement NN cord-327810-kquh59ry 50 25 of of IN cord-327810-kquh59ry 50 26 money money NN cord-327810-kquh59ry 50 27 to to IN cord-327810-kquh59ry 50 28 and and CC cord-327810-kquh59ry 50 29 from from IN cord-327810-kquh59ry 50 30 those those DT cord-327810-kquh59ry 50 31 individuals individual NNS cord-327810-kquh59ry 50 32 engaging engage VBG cord-327810-kquh59ry 50 33 in in IN cord-327810-kquh59ry 50 34 illicit illicit JJ cord-327810-kquh59ry 50 35 activity activity NN cord-327810-kquh59ry 50 36 are be VBP cord-327810-kquh59ry 50 37 seen see VBN cord-327810-kquh59ry 50 38 as as IN cord-327810-kquh59ry 50 39 one one CD cord-327810-kquh59ry 50 40 of of IN cord-327810-kquh59ry 50 41 the the DT cord-327810-kquh59ry 50 42 key key JJ cord-327810-kquh59ry 50 43 tools tool NNS cord-327810-kquh59ry 50 44 in in IN cord-327810-kquh59ry 50 45 the the DT cord-327810-kquh59ry 50 46 international international JJ cord-327810-kquh59ry 50 47 fight fight NN cord-327810-kquh59ry 50 48 against against IN cord-327810-kquh59ry 50 49 crime crime NN cord-327810-kquh59ry 50 50 ( ( -LRB- cord-327810-kquh59ry 50 51 Ball ball NN cord-327810-kquh59ry 50 52 et et FW cord-327810-kquh59ry 50 53 al al NNP cord-327810-kquh59ry 50 54 . . NNP cord-327810-kquh59ry 50 55 , , , cord-327810-kquh59ry 50 56 2015 2015 CD cord-327810-kquh59ry 50 57 ) ) -RRB- cord-327810-kquh59ry 50 58 . . . cord-327810-kquh59ry 51 1 Financial financial JJ cord-327810-kquh59ry 51 2 services service NNS cord-327810-kquh59ry 51 3 organisations organisation NNS cord-327810-kquh59ry 51 4 are be VBP cord-327810-kquh59ry 51 5 the the DT cord-327810-kquh59ry 51 6 main main JJ cord-327810-kquh59ry 51 7 point point NN cord-327810-kquh59ry 51 8 of of IN cord-327810-kquh59ry 51 9 entry entry NN cord-327810-kquh59ry 51 10 of of IN cord-327810-kquh59ry 51 11 cash cash NN cord-327810-kquh59ry 51 12 in in IN cord-327810-kquh59ry 51 13 the the DT cord-327810-kquh59ry 51 14 financial financial JJ cord-327810-kquh59ry 51 15 system system NN cord-327810-kquh59ry 51 16 , , , cord-327810-kquh59ry 51 17 as as RB cord-327810-kquh59ry 51 18 well well RB cord-327810-kquh59ry 51 19 as as IN cord-327810-kquh59ry 51 20 major major JJ cord-327810-kquh59ry 51 21 facilitators facilitator NNS cord-327810-kquh59ry 51 22 of of IN cord-327810-kquh59ry 51 23 the the DT cord-327810-kquh59ry 51 24 movement movement NN cord-327810-kquh59ry 51 25 of of IN cord-327810-kquh59ry 51 26 money money NN cord-327810-kquh59ry 51 27 globally globally RB cord-327810-kquh59ry 51 28 . . . cord-327810-kquh59ry 52 1 Moreover moreover RB cord-327810-kquh59ry 52 2 , , , cord-327810-kquh59ry 52 3 the the DT cord-327810-kquh59ry 52 4 movement movement NN cord-327810-kquh59ry 52 5 of of IN cord-327810-kquh59ry 52 6 cash cash NN cord-327810-kquh59ry 52 7 through through IN cord-327810-kquh59ry 52 8 the the DT cord-327810-kquh59ry 52 9 financial financial JJ cord-327810-kquh59ry 52 10 system system NN cord-327810-kquh59ry 52 11 generates generate VBZ cord-327810-kquh59ry 52 12 records record NNS cord-327810-kquh59ry 52 13 , , , cord-327810-kquh59ry 52 14 which which WDT cord-327810-kquh59ry 52 15 can can MD cord-327810-kquh59ry 52 16 be be VB cord-327810-kquh59ry 52 17 analysed analyse VBN cord-327810-kquh59ry 52 18 to to TO cord-327810-kquh59ry 52 19 understand understand VB cord-327810-kquh59ry 52 20 , , , cord-327810-kquh59ry 52 21 prove prove VB cord-327810-kquh59ry 52 22 or or CC cord-327810-kquh59ry 52 23 even even RB cord-327810-kquh59ry 52 24 anticipate anticipate VB cord-327810-kquh59ry 52 25 how how WRB cord-327810-kquh59ry 52 26 money money NN cord-327810-kquh59ry 52 27 is be VBZ cord-327810-kquh59ry 52 28 used use VBN cord-327810-kquh59ry 52 29 or or CC cord-327810-kquh59ry 52 30 how how WRB cord-327810-kquh59ry 52 31 it -PRON- PRP cord-327810-kquh59ry 52 32 was be VBD cord-327810-kquh59ry 52 33 generated generate VBN cord-327810-kquh59ry 52 34 ( ( -LRB- cord-327810-kquh59ry 52 35 De De NNP cord-327810-kquh59ry 52 36 Goede Goede NNP cord-327810-kquh59ry 52 37 , , , cord-327810-kquh59ry 52 38 2012 2012 CD cord-327810-kquh59ry 52 39 ) ) -RRB- cord-327810-kquh59ry 52 40 . . . cord-327810-kquh59ry 53 1 Therefore therefore RB cord-327810-kquh59ry 53 2 , , , cord-327810-kquh59ry 53 3 governments government NNS cord-327810-kquh59ry 53 4 worldwide worldwide RB cord-327810-kquh59ry 53 5 have have VBP cord-327810-kquh59ry 53 6 passed pass VBN cord-327810-kquh59ry 53 7 legislation legislation NN cord-327810-kquh59ry 53 8 ordering order VBG cord-327810-kquh59ry 53 9 financial financial JJ cord-327810-kquh59ry 53 10 service service NN cord-327810-kquh59ry 53 11 providers provider NNS cord-327810-kquh59ry 53 12 to to TO cord-327810-kquh59ry 53 13 analyse analyse VB cord-327810-kquh59ry 53 14 how how WRB cord-327810-kquh59ry 53 15 their -PRON- PRP$ cord-327810-kquh59ry 53 16 customers customer NNS cord-327810-kquh59ry 53 17 are be VBP cord-327810-kquh59ry 53 18 using use VBG cord-327810-kquh59ry 53 19 the the DT cord-327810-kquh59ry 53 20 firms firm NNS cord-327810-kquh59ry 53 21 ' ' POS cord-327810-kquh59ry 53 22 financial financial JJ cord-327810-kquh59ry 53 23 products product NNS cord-327810-kquh59ry 53 24 and and CC cord-327810-kquh59ry 53 25 services service NNS cord-327810-kquh59ry 53 26 , , , cord-327810-kquh59ry 53 27 in in IN cord-327810-kquh59ry 53 28 order order NN cord-327810-kquh59ry 53 29 to to TO cord-327810-kquh59ry 53 30 develop develop VB cord-327810-kquh59ry 53 31 intelligence intelligence NN cord-327810-kquh59ry 53 32 which which WDT cord-327810-kquh59ry 53 33 can can MD cord-327810-kquh59ry 53 34 assist assist VB cord-327810-kquh59ry 53 35 with with IN cord-327810-kquh59ry 53 36 crime crime NN cord-327810-kquh59ry 53 37 reduction reduction NN cord-327810-kquh59ry 53 38 ( ( -LRB- cord-327810-kquh59ry 53 39 Ball ball NN cord-327810-kquh59ry 53 40 et et FW cord-327810-kquh59ry 53 41 al al NNP cord-327810-kquh59ry 53 42 . . NNP cord-327810-kquh59ry 53 43 , , , cord-327810-kquh59ry 53 44 2015 2015 CD cord-327810-kquh59ry 53 45 ) ) -RRB- cord-327810-kquh59ry 53 46 . . . cord-327810-kquh59ry 54 1 Developing develop VBG cord-327810-kquh59ry 54 2 intelligence intelligence NN cord-327810-kquh59ry 54 3 about about IN cord-327810-kquh59ry 54 4 money money NN cord-327810-kquh59ry 54 5 laundering laundering NN cord-327810-kquh59ry 54 6 is be VBZ cord-327810-kquh59ry 54 7 a a DT cord-327810-kquh59ry 54 8 challenge challenge NN cord-327810-kquh59ry 54 9 , , , cord-327810-kquh59ry 54 10 however however RB cord-327810-kquh59ry 54 11 , , , cord-327810-kquh59ry 54 12 because because IN cord-327810-kquh59ry 54 13 of of IN cord-327810-kquh59ry 54 14 the the DT cord-327810-kquh59ry 54 15 nature nature NN cord-327810-kquh59ry 54 16 of of IN cord-327810-kquh59ry 54 17 the the DT cord-327810-kquh59ry 54 18 phenomenon phenomenon NN cord-327810-kquh59ry 54 19 being be VBG cord-327810-kquh59ry 54 20 modelled model VBN cord-327810-kquh59ry 54 21 . . . cord-327810-kquh59ry 55 1 Strictly strictly RB cord-327810-kquh59ry 55 2 speaking speak VBG cord-327810-kquh59ry 55 3 , , , cord-327810-kquh59ry 55 4 money money NN cord-327810-kquh59ry 55 5 laundering laundering NN cord-327810-kquh59ry 55 6 does do VBZ cord-327810-kquh59ry 55 7 not not RB cord-327810-kquh59ry 55 8 correspond correspond VB cord-327810-kquh59ry 55 9 to to IN cord-327810-kquh59ry 55 10 one one CD cord-327810-kquh59ry 55 11 specific specific JJ cord-327810-kquh59ry 55 12 behaviour behaviour NN cord-327810-kquh59ry 55 13 ; ; : cord-327810-kquh59ry 55 14 rather rather RB cord-327810-kquh59ry 55 15 , , , cord-327810-kquh59ry 55 16 it -PRON- PRP cord-327810-kquh59ry 55 17 can can MD cord-327810-kquh59ry 55 18 relate relate VB cord-327810-kquh59ry 55 19 to to IN cord-327810-kquh59ry 55 20 any any DT cord-327810-kquh59ry 55 21 type type NN cord-327810-kquh59ry 55 22 of of IN cord-327810-kquh59ry 55 23 predicate predicate JJ cord-327810-kquh59ry 55 24 crime crime NN cord-327810-kquh59ry 55 25 , , , cord-327810-kquh59ry 55 26 from from IN cord-327810-kquh59ry 55 27 small small JJ cord-327810-kquh59ry 55 28 - - HYPH cord-327810-kquh59ry 55 29 scale scale NN cord-327810-kquh59ry 55 30 tax tax NN cord-327810-kquh59ry 55 31 evasion evasion NN cord-327810-kquh59ry 55 32 to to IN cord-327810-kquh59ry 55 33 the the DT cord-327810-kquh59ry 55 34 trafficking trafficking NN cord-327810-kquh59ry 55 35 of of IN cord-327810-kquh59ry 55 36 weapons weapon NNS cord-327810-kquh59ry 55 37 of of IN cord-327810-kquh59ry 55 38 mass mass JJ cord-327810-kquh59ry 55 39 destruction destruction NN cord-327810-kquh59ry 55 40 . . . cord-327810-kquh59ry 56 1 It -PRON- PRP cord-327810-kquh59ry 56 2 also also RB cord-327810-kquh59ry 56 3 includes include VBZ cord-327810-kquh59ry 56 4 the the DT cord-327810-kquh59ry 56 5 case case NN cord-327810-kquh59ry 56 6 where where WRB cord-327810-kquh59ry 56 7 the the DT cord-327810-kquh59ry 56 8 money money NN cord-327810-kquh59ry 56 9 has have VBZ cord-327810-kquh59ry 56 10 a a DT cord-327810-kquh59ry 56 11 legitimate legitimate JJ cord-327810-kquh59ry 56 12 origin origin NN cord-327810-kquh59ry 56 13 ( ( -LRB- cord-327810-kquh59ry 56 14 e.g. e.g. RB cord-327810-kquh59ry 56 15 a a DT cord-327810-kquh59ry 56 16 salary salary NN cord-327810-kquh59ry 56 17 ) ) -RRB- cord-327810-kquh59ry 56 18 , , , cord-327810-kquh59ry 56 19 but but CC cord-327810-kquh59ry 56 20 it -PRON- PRP cord-327810-kquh59ry 56 21 is be VBZ cord-327810-kquh59ry 56 22 used use VBN cord-327810-kquh59ry 56 23 to to TO cord-327810-kquh59ry 56 24 fund fund VB cord-327810-kquh59ry 56 25 criminal criminal JJ cord-327810-kquh59ry 56 26 activity activity NN cord-327810-kquh59ry 56 27 ( ( -LRB- cord-327810-kquh59ry 56 28 Kaufmann Kaufmann NNP cord-327810-kquh59ry 56 29 , , , cord-327810-kquh59ry 56 30 2002 2002 CD cord-327810-kquh59ry 56 31 , , , cord-327810-kquh59ry 56 32 chap chap NN cord-327810-kquh59ry 56 33 . . . cord-327810-kquh59ry 56 34 10 10 CD cord-327810-kquh59ry 56 35 ) ) -RRB- cord-327810-kquh59ry 56 36 , , , cord-327810-kquh59ry 56 37 as as IN cord-327810-kquh59ry 56 38 in in IN cord-327810-kquh59ry 56 39 the the DT cord-327810-kquh59ry 56 40 case case NN cord-327810-kquh59ry 56 41 of of IN cord-327810-kquh59ry 56 42 charitable charitable JJ cord-327810-kquh59ry 56 43 donations donation NNS cord-327810-kquh59ry 56 44 to to IN cord-327810-kquh59ry 56 45 organisations organisation NNS cord-327810-kquh59ry 56 46 that that WDT cord-327810-kquh59ry 56 47 support support VBP cord-327810-kquh59ry 56 48 terrorism terrorism NN cord-327810-kquh59ry 56 49 . . . cord-327810-kquh59ry 57 1 The the DT cord-327810-kquh59ry 57 2 money money NN cord-327810-kquh59ry 57 3 launderer launderer NN cord-327810-kquh59ry 57 4 may may MD cord-327810-kquh59ry 57 5 also also RB cord-327810-kquh59ry 57 6 commit commit VB cord-327810-kquh59ry 57 7 several several JJ cord-327810-kquh59ry 57 8 crimes crime NNS cord-327810-kquh59ry 57 9 simultaneously simultaneously RB cord-327810-kquh59ry 57 10 . . . cord-327810-kquh59ry 58 1 For for IN cord-327810-kquh59ry 58 2 instance instance NN cord-327810-kquh59ry 58 3 , , , cord-327810-kquh59ry 58 4 human human JJ cord-327810-kquh59ry 58 5 traffickers trafficker NNS cord-327810-kquh59ry 58 6 also also RB cord-327810-kquh59ry 58 7 commit commit VBP cord-327810-kquh59ry 58 8 bribery bribery NN cord-327810-kquh59ry 58 9 and and CC cord-327810-kquh59ry 58 10 tax tax NN cord-327810-kquh59ry 58 11 evasion evasion NN cord-327810-kquh59ry 58 12 ( ( -LRB- cord-327810-kquh59ry 58 13 FATF FATF NNP cord-327810-kquh59ry 58 14 , , , cord-327810-kquh59ry 58 15 2018 2018 CD cord-327810-kquh59ry 58 16 ) ) -RRB- cord-327810-kquh59ry 58 17 . . . cord-327810-kquh59ry 59 1 Moreover moreover RB cord-327810-kquh59ry 59 2 , , , cord-327810-kquh59ry 59 3 money money NN cord-327810-kquh59ry 59 4 laundering laundering NN cord-327810-kquh59ry 59 5 may may MD cord-327810-kquh59ry 59 6 involve involve VB cord-327810-kquh59ry 59 7 a a DT cord-327810-kquh59ry 59 8 varying vary VBG cord-327810-kquh59ry 59 9 number number NN cord-327810-kquh59ry 59 10 of of IN cord-327810-kquh59ry 59 11 actors actor NNS cord-327810-kquh59ry 59 12 , , , cord-327810-kquh59ry 59 13 from from IN cord-327810-kquh59ry 59 14 sole sole JJ cord-327810-kquh59ry 59 15 traders trader NNS cord-327810-kquh59ry 59 16 to to IN cord-327810-kquh59ry 59 17 highly highly RB cord-327810-kquh59ry 59 18 sophisticated sophisticated JJ cord-327810-kquh59ry 59 19 organised organise VBN cord-327810-kquh59ry 59 20 crime crime NN cord-327810-kquh59ry 59 21 groups group NNS cord-327810-kquh59ry 59 22 with with IN cord-327810-kquh59ry 59 23 their -PRON- PRP$ cord-327810-kquh59ry 59 24 own own JJ cord-327810-kquh59ry 59 25 financial financial JJ cord-327810-kquh59ry 59 26 director director NN cord-327810-kquh59ry 59 27 ( ( -LRB- cord-327810-kquh59ry 59 28 Bell Bell NNP cord-327810-kquh59ry 59 29 , , , cord-327810-kquh59ry 59 30 2002 2002 CD cord-327810-kquh59ry 59 31 ) ) -RRB- cord-327810-kquh59ry 59 32 . . . cord-327810-kquh59ry 60 1 That that RB cord-327810-kquh59ry 60 2 is is RB cord-327810-kquh59ry 60 3 , , , cord-327810-kquh59ry 60 4 unlike unlike IN cord-327810-kquh59ry 60 5 other other JJ cord-327810-kquh59ry 60 6 decision decision NN cord-327810-kquh59ry 60 7 - - HYPH cord-327810-kquh59ry 60 8 making make VBG cord-327810-kquh59ry 60 9 scenarios scenario NNS cord-327810-kquh59ry 60 10 where where WRB cord-327810-kquh59ry 60 11 knowledge knowledge NN cord-327810-kquh59ry 60 12 - - HYPH cord-327810-kquh59ry 60 13 based base VBN cord-327810-kquh59ry 60 14 systems system NNS cord-327810-kquh59ry 60 15 are be VBP cord-327810-kquh59ry 60 16 modelling model VBG cord-327810-kquh59ry 60 17 a a DT cord-327810-kquh59ry 60 18 specific specific JJ cord-327810-kquh59ry 60 19 behaviour behaviour NN cord-327810-kquh59ry 60 20 with with IN cord-327810-kquh59ry 60 21 well well RB cord-327810-kquh59ry 60 22 - - HYPH cord-327810-kquh59ry 60 23 defined define VBN cord-327810-kquh59ry 60 24 boundaries boundary NNS cord-327810-kquh59ry 60 25 and and CC cord-327810-kquh59ry 60 26 participants participant NNS cord-327810-kquh59ry 60 27 , , , cord-327810-kquh59ry 60 28 AML AML NNP cord-327810-kquh59ry 60 29 modelling modelling NN cord-327810-kquh59ry 60 30 systems system NNS cord-327810-kquh59ry 60 31 need need VBP cord-327810-kquh59ry 60 32 to to TO cord-327810-kquh59ry 60 33 account account VB cord-327810-kquh59ry 60 34 for for IN cord-327810-kquh59ry 60 35 a a DT cord-327810-kquh59ry 60 36 very very RB cord-327810-kquh59ry 60 37 broad broad JJ cord-327810-kquh59ry 60 38 phenomenon phenomenon NN cord-327810-kquh59ry 60 39 , , , cord-327810-kquh59ry 60 40 with with IN cord-327810-kquh59ry 60 41 many many JJ cord-327810-kquh59ry 60 42 possible possible JJ cord-327810-kquh59ry 60 43 behavioural behavioural JJ cord-327810-kquh59ry 60 44 manifestations manifestation NNS cord-327810-kquh59ry 60 45 and and CC cord-327810-kquh59ry 60 46 combinations combination NNS cord-327810-kquh59ry 60 47 of of IN cord-327810-kquh59ry 60 48 actors actor NNS cord-327810-kquh59ry 60 49 . . . cord-327810-kquh59ry 61 1 Not not RB cord-327810-kquh59ry 61 2 only only RB cord-327810-kquh59ry 61 3 is be VBZ cord-327810-kquh59ry 61 4 it -PRON- PRP cord-327810-kquh59ry 61 5 difficult difficult JJ cord-327810-kquh59ry 61 6 to to TO cord-327810-kquh59ry 61 7 develop develop VB cord-327810-kquh59ry 61 8 money money NN cord-327810-kquh59ry 61 9 laundering laundering NN cord-327810-kquh59ry 61 10 models model NNS cord-327810-kquh59ry 61 11 , , , cord-327810-kquh59ry 61 12 but but CC cord-327810-kquh59ry 61 13 it -PRON- PRP cord-327810-kquh59ry 61 14 is be VBZ cord-327810-kquh59ry 61 15 also also RB cord-327810-kquh59ry 61 16 very very RB cord-327810-kquh59ry 61 17 difficult difficult JJ cord-327810-kquh59ry 61 18 to to TO cord-327810-kquh59ry 61 19 test test VB cord-327810-kquh59ry 61 20 their -PRON- PRP$ cord-327810-kquh59ry 61 21 performance performance NN cord-327810-kquh59ry 61 22 . . . cord-327810-kquh59ry 62 1 The the DT cord-327810-kquh59ry 62 2 predicted predict VBN cord-327810-kquh59ry 62 3 outputs output NNS cord-327810-kquh59ry 62 4 produced produce VBN cord-327810-kquh59ry 62 5 by by IN cord-327810-kquh59ry 62 6 the the DT cord-327810-kquh59ry 62 7 model model NN cord-327810-kquh59ry 62 8 would would MD cord-327810-kquh59ry 62 9 need need VB cord-327810-kquh59ry 62 10 to to TO cord-327810-kquh59ry 62 11 be be VB cord-327810-kquh59ry 62 12 compared compare VBN cord-327810-kquh59ry 62 13 with with IN cord-327810-kquh59ry 62 14 confirmed confirm VBN cord-327810-kquh59ry 62 15 cases case NNS cord-327810-kquh59ry 62 16 of of IN cord-327810-kquh59ry 62 17 money money NN cord-327810-kquh59ry 62 18 laundering laundering NN cord-327810-kquh59ry 62 19 in in IN cord-327810-kquh59ry 62 20 order order NN cord-327810-kquh59ry 62 21 to to IN cord-327810-kquh59ry 62 22 fine fine JJ cord-327810-kquh59ry 62 23 - - HYPH cord-327810-kquh59ry 62 24 tune tune VB cord-327810-kquh59ry 62 25 the the DT cord-327810-kquh59ry 62 26 model model NN cord-327810-kquh59ry 62 27 and and CC cord-327810-kquh59ry 62 28 to to TO cord-327810-kquh59ry 62 29 improve improve VB cord-327810-kquh59ry 62 30 its -PRON- PRP$ cord-327810-kquh59ry 62 31 accuracy accuracy NN cord-327810-kquh59ry 62 32 ( ( -LRB- cord-327810-kquh59ry 62 33 Zimiles Zimiles NNP cord-327810-kquh59ry 62 34 & & CC cord-327810-kquh59ry 62 35 Mueller Mueller NNP cord-327810-kquh59ry 62 36 , , , cord-327810-kquh59ry 62 37 2019 2019 CD cord-327810-kquh59ry 62 38 ) ) -RRB- cord-327810-kquh59ry 62 39 . . . cord-327810-kquh59ry 63 1 However however RB cord-327810-kquh59ry 63 2 , , , cord-327810-kquh59ry 63 3 it -PRON- PRP cord-327810-kquh59ry 63 4 takes take VBZ cord-327810-kquh59ry 63 5 a a DT cord-327810-kquh59ry 63 6 long long JJ cord-327810-kquh59ry 63 7 time time NN cord-327810-kquh59ry 63 8 ( ( -LRB- cord-327810-kquh59ry 63 9 many many JJ cord-327810-kquh59ry 63 10 months month NNS cord-327810-kquh59ry 63 11 , , , cord-327810-kquh59ry 63 12 possibly possibly RB cord-327810-kquh59ry 63 13 years year NNS cord-327810-kquh59ry 63 14 ) ) -RRB- cord-327810-kquh59ry 63 15 for for IN cord-327810-kquh59ry 63 16 a a DT cord-327810-kquh59ry 63 17 suspected suspect VBN cord-327810-kquh59ry 63 18 case case NN cord-327810-kquh59ry 63 19 of of IN cord-327810-kquh59ry 63 20 money money NN cord-327810-kquh59ry 63 21 laundering laundering NN cord-327810-kquh59ry 63 22 flagged flag VBN cord-327810-kquh59ry 63 23 by by IN cord-327810-kquh59ry 63 24 a a DT cord-327810-kquh59ry 63 25 financial financial JJ cord-327810-kquh59ry 63 26 services service NNS cord-327810-kquh59ry 63 27 provider provider NN cord-327810-kquh59ry 63 28 to to TO cord-327810-kquh59ry 63 29 be be VB cord-327810-kquh59ry 63 30 formally formally RB cord-327810-kquh59ry 63 31 investigated investigate VBN cord-327810-kquh59ry 63 32 by by IN cord-327810-kquh59ry 63 33 law law NN cord-327810-kquh59ry 63 34 enforcement enforcement NN cord-327810-kquh59ry 63 35 and and CC cord-327810-kquh59ry 63 36 , , , cord-327810-kquh59ry 63 37 eventually eventually RB cord-327810-kquh59ry 63 38 , , , cord-327810-kquh59ry 63 39 convicted convict VBN cord-327810-kquh59ry 63 40 . . . cord-327810-kquh59ry 64 1 Moreover moreover RB cord-327810-kquh59ry 64 2 , , , cord-327810-kquh59ry 64 3 money money NN cord-327810-kquh59ry 64 4 launderers launderer NNS cord-327810-kquh59ry 64 5 change change VBP cord-327810-kquh59ry 64 6 their -PRON- PRP$ cord-327810-kquh59ry 64 7 modes mode NNS cord-327810-kquh59ry 64 8 of of IN cord-327810-kquh59ry 64 9 operation operation NN cord-327810-kquh59ry 64 10 frequently frequently RB cord-327810-kquh59ry 64 11 . . . cord-327810-kquh59ry 65 1 For for IN cord-327810-kquh59ry 65 2 instance instance NN cord-327810-kquh59ry 65 3 , , , cord-327810-kquh59ry 65 4 the the DT cord-327810-kquh59ry 65 5 closure closure NN cord-327810-kquh59ry 65 6 of of IN cord-327810-kquh59ry 65 7 national national JJ cord-327810-kquh59ry 65 8 borders border NNS cord-327810-kquh59ry 65 9 and and CC cord-327810-kquh59ry 65 10 the the DT cord-327810-kquh59ry 65 11 restriction restriction NN cord-327810-kquh59ry 65 12 of of IN cord-327810-kquh59ry 65 13 movement movement NN cord-327810-kquh59ry 65 14 caused cause VBN cord-327810-kquh59ry 65 15 by by IN cord-327810-kquh59ry 65 16 the the DT cord-327810-kquh59ry 65 17 COVID-19 COVID-19 NNP cord-327810-kquh59ry 65 18 pandemic pandemic NN cord-327810-kquh59ry 65 19 is be VBZ cord-327810-kquh59ry 65 20 leading lead VBG cord-327810-kquh59ry 65 21 to to IN cord-327810-kquh59ry 65 22 a a DT cord-327810-kquh59ry 65 23 decrease decrease NN cord-327810-kquh59ry 65 24 in in IN cord-327810-kquh59ry 65 25 the the DT cord-327810-kquh59ry 65 26 street street NN cord-327810-kquh59ry 65 27 sale sale NN cord-327810-kquh59ry 65 28 of of IN cord-327810-kquh59ry 65 29 drugs drug NNS cord-327810-kquh59ry 65 30 , , , cord-327810-kquh59ry 65 31 and and CC cord-327810-kquh59ry 65 32 a a DT cord-327810-kquh59ry 65 33 turn turn NN cord-327810-kquh59ry 65 34 to to IN cord-327810-kquh59ry 65 35 online online JJ cord-327810-kquh59ry 65 36 sales sale NNS cord-327810-kquh59ry 65 37 coupled couple VBN cord-327810-kquh59ry 65 38 with with IN cord-327810-kquh59ry 65 39 courier courier NN cord-327810-kquh59ry 65 40 or or CC cord-327810-kquh59ry 65 41 mail mail NN cord-327810-kquh59ry 65 42 delivery delivery NN cord-327810-kquh59ry 66 1 ( ( -LRB- cord-327810-kquh59ry 66 2 Coyne Coyne NNP cord-327810-kquh59ry 66 3 , , , cord-327810-kquh59ry 66 4 2020 2020 CD cord-327810-kquh59ry 66 5 ) ) -RRB- cord-327810-kquh59ry 66 6 . . . cord-327810-kquh59ry 67 1 Criminals criminal NNS cord-327810-kquh59ry 67 2 are be VBP cord-327810-kquh59ry 67 3 also also RB cord-327810-kquh59ry 67 4 likely likely JJ cord-327810-kquh59ry 67 5 to to TO cord-327810-kquh59ry 67 6 take take VB cord-327810-kquh59ry 67 7 advantage advantage NN cord-327810-kquh59ry 67 8 of of IN cord-327810-kquh59ry 67 9 new new JJ cord-327810-kquh59ry 67 10 financial financial JJ cord-327810-kquh59ry 67 11 products product NNS cord-327810-kquh59ry 67 12 or or CC cord-327810-kquh59ry 67 13 trading trading NN cord-327810-kquh59ry 67 14 strategies strategy NNS cord-327810-kquh59ry 67 15 , , , cord-327810-kquh59ry 67 16 such such JJ cord-327810-kquh59ry 67 17 as as IN cord-327810-kquh59ry 67 18 using use VBG cord-327810-kquh59ry 67 19 mobile mobile JJ cord-327810-kquh59ry 67 20 payments payment NNS cord-327810-kquh59ry 67 21 ( ( -LRB- cord-327810-kquh59ry 67 22 Whisker Whisker NNP cord-327810-kquh59ry 67 23 & & CC cord-327810-kquh59ry 67 24 Lokanan Lokanan NNP cord-327810-kquh59ry 67 25 , , , cord-327810-kquh59ry 67 26 2019 2019 CD cord-327810-kquh59ry 67 27 ) ) -RRB- cord-327810-kquh59ry 67 28 or or CC cord-327810-kquh59ry 67 29 virtual virtual JJ cord-327810-kquh59ry 67 30 currencies currency NNS cord-327810-kquh59ry 67 31 ( ( -LRB- cord-327810-kquh59ry 67 32 Vandezande Vandezande NNP cord-327810-kquh59ry 67 33 , , , cord-327810-kquh59ry 67 34 2017 2017 CD cord-327810-kquh59ry 67 35 ) ) -RRB- cord-327810-kquh59ry 67 36 . . . cord-327810-kquh59ry 68 1 Therefore therefore RB cord-327810-kquh59ry 68 2 , , , cord-327810-kquh59ry 68 3 any any DT cord-327810-kquh59ry 68 4 evidence evidence NN cord-327810-kquh59ry 68 5 which which WDT cord-327810-kquh59ry 68 6 may may MD cord-327810-kquh59ry 68 7 be be VB cord-327810-kquh59ry 68 8 available available JJ cord-327810-kquh59ry 68 9 to to TO cord-327810-kquh59ry 68 10 guide guide VB cord-327810-kquh59ry 68 11 modelling modelling NN cord-327810-kquh59ry 68 12 gets get VBZ cord-327810-kquh59ry 68 13 outdated outdated JJ cord-327810-kquh59ry 68 14 very very RB cord-327810-kquh59ry 68 15 quickly quickly RB cord-327810-kquh59ry 68 16 . . . cord-327810-kquh59ry 69 1 That that RB cord-327810-kquh59ry 69 2 is is RB cord-327810-kquh59ry 69 3 , , , cord-327810-kquh59ry 69 4 in in IN cord-327810-kquh59ry 69 5 the the DT cord-327810-kquh59ry 69 6 case case NN cord-327810-kquh59ry 69 7 of of IN cord-327810-kquh59ry 69 8 AML AML NNP cord-327810-kquh59ry 69 9 profiling profiling NN cord-327810-kquh59ry 69 10 , , , cord-327810-kquh59ry 69 11 financial financial JJ cord-327810-kquh59ry 69 12 services service NNS cord-327810-kquh59ry 69 13 providers provider NNS cord-327810-kquh59ry 69 14 are be VBP cord-327810-kquh59ry 69 15 mostly mostly RB cord-327810-kquh59ry 69 16 engaging engage VBG cord-327810-kquh59ry 69 17 in in IN cord-327810-kquh59ry 69 18 speculative speculative JJ cord-327810-kquh59ry 69 19 modelling modelling NN cord-327810-kquh59ry 69 20 ( ( -LRB- cord-327810-kquh59ry 69 21 Kunreuther Kunreuther NNP cord-327810-kquh59ry 69 22 , , , cord-327810-kquh59ry 69 23 2002 2002 CD cord-327810-kquh59ry 69 24 ) ) -RRB- cord-327810-kquh59ry 69 25 . . . cord-327810-kquh59ry 70 1 The the DT cord-327810-kquh59ry 70 2 third third JJ cord-327810-kquh59ry 70 3 challenge challenge NN cord-327810-kquh59ry 70 4 faced face VBN cord-327810-kquh59ry 70 5 by by IN cord-327810-kquh59ry 70 6 financial financial JJ cord-327810-kquh59ry 70 7 services service NNS cord-327810-kquh59ry 70 8 providers provider NNS cord-327810-kquh59ry 70 9 concerns concern VBZ cord-327810-kquh59ry 70 10 the the DT cord-327810-kquh59ry 70 11 volume volume NN cord-327810-kquh59ry 70 12 and and CC cord-327810-kquh59ry 70 13 type type NN cord-327810-kquh59ry 70 14 of of IN cord-327810-kquh59ry 70 15 data datum NNS cord-327810-kquh59ry 70 16 to to TO cord-327810-kquh59ry 70 17 be be VB cord-327810-kquh59ry 70 18 analysed analyse VBN cord-327810-kquh59ry 70 19 . . . cord-327810-kquh59ry 71 1 The the DT cord-327810-kquh59ry 71 2 typical typical JJ cord-327810-kquh59ry 71 3 financial financial JJ cord-327810-kquh59ry 71 4 organisation organisation NN cord-327810-kquh59ry 71 5 will will MD cord-327810-kquh59ry 71 6 produce produce VB cord-327810-kquh59ry 71 7 , , , cord-327810-kquh59ry 71 8 daily daily RB cord-327810-kquh59ry 71 9 , , , cord-327810-kquh59ry 71 10 a a DT cord-327810-kquh59ry 71 11 large large JJ cord-327810-kquh59ry 71 12 volume volume NN cord-327810-kquh59ry 71 13 of of IN cord-327810-kquh59ry 71 14 transaction transaction NN cord-327810-kquh59ry 71 15 records record NNS cord-327810-kquh59ry 71 16 , , , cord-327810-kquh59ry 71 17 in in IN cord-327810-kquh59ry 71 18 addition addition NN cord-327810-kquh59ry 71 19 to to IN cord-327810-kquh59ry 71 20 structured structured JJ cord-327810-kquh59ry 71 21 and and CC cord-327810-kquh59ry 71 22 unstructured unstructured JJ cord-327810-kquh59ry 71 23 data datum NNS cord-327810-kquh59ry 71 24 produced produce VBN cord-327810-kquh59ry 71 25 by by IN cord-327810-kquh59ry 71 26 the the DT cord-327810-kquh59ry 71 27 organisation organisation NN cord-327810-kquh59ry 71 28 's 's POS cord-327810-kquh59ry 71 29 many many JJ cord-327810-kquh59ry 71 30 customer customer NN cord-327810-kquh59ry 71 31 touch touch NN cord-327810-kquh59ry 71 32 pointsfrom pointsfrom NNP cord-327810-kquh59ry 71 33 login login NNP cord-327810-kquh59ry 71 34 data datum NNS cord-327810-kquh59ry 71 35 , , , cord-327810-kquh59ry 71 36 to to TO cord-327810-kquh59ry 71 37 biometric biometric VB cord-327810-kquh59ry 71 38 information information NN cord-327810-kquh59ry 71 39 or or CC cord-327810-kquh59ry 71 40 chatbot chatbot NN cord-327810-kquh59ry 71 41 conversations conversation NNS cord-327810-kquh59ry 71 42 ( ( -LRB- cord-327810-kquh59ry 71 43 Fernandez Fernandez NNP cord-327810-kquh59ry 71 44 , , , cord-327810-kquh59ry 71 45 2019 2019 CD cord-327810-kquh59ry 71 46 ) ) -RRB- cord-327810-kquh59ry 71 47 . . . cord-327810-kquh59ry 72 1 AML AML NNP cord-327810-kquh59ry 72 2 efforts effort NNS cord-327810-kquh59ry 72 3 , , , cord-327810-kquh59ry 72 4 thus thus RB cord-327810-kquh59ry 72 5 , , , cord-327810-kquh59ry 72 6 require require VBP cord-327810-kquh59ry 72 7 that that IN cord-327810-kquh59ry 72 8 financial financial JJ cord-327810-kquh59ry 72 9 services service NNS cord-327810-kquh59ry 72 10 organisations organisation NNS cord-327810-kquh59ry 72 11 invest invest VBP cord-327810-kquh59ry 72 12 in in IN cord-327810-kquh59ry 72 13 powerful powerful JJ cord-327810-kquh59ry 72 14 technical technical JJ cord-327810-kquh59ry 72 15 systems system NNS cord-327810-kquh59ry 72 16 to to TO cord-327810-kquh59ry 72 17 help help VB cord-327810-kquh59ry 72 18 them -PRON- PRP cord-327810-kquh59ry 72 19 process process VB cord-327810-kquh59ry 72 20 and and CC cord-327810-kquh59ry 72 21 make make VB cord-327810-kquh59ry 72 22 sense sense NN cord-327810-kquh59ry 72 23 of of IN cord-327810-kquh59ry 72 24 such such JJ cord-327810-kquh59ry 72 25 data datum NNS cord-327810-kquh59ry 72 26 . . . cord-327810-kquh59ry 73 1 In in IN cord-327810-kquh59ry 73 2 the the DT cord-327810-kquh59ry 73 3 UK UK NNP cord-327810-kquh59ry 73 4 alone alone RB cord-327810-kquh59ry 73 5 , , , cord-327810-kquh59ry 73 6 firms firm NNS cord-327810-kquh59ry 73 7 invest invest VBP cord-327810-kquh59ry 73 8 around around IN cord-327810-kquh59ry 73 9 £ £ $ cord-327810-kquh59ry 73 10 5 5 CD cord-327810-kquh59ry 73 11 billion billion CD cord-327810-kquh59ry 73 12 a a DT cord-327810-kquh59ry 73 13 year year NN cord-327810-kquh59ry 73 14 in in IN cord-327810-kquh59ry 73 15 customer customer NN cord-327810-kquh59ry 73 16 profiling profiling NN cord-327810-kquh59ry 73 17 and and CC cord-327810-kquh59ry 73 18 transaction transaction NN cord-327810-kquh59ry 73 19 monitoring monitor VBG cord-327810-kquh59ry 73 20 technology technology NN cord-327810-kquh59ry 73 21 to to TO cord-327810-kquh59ry 73 22 assist assist VB cord-327810-kquh59ry 73 23 in in IN cord-327810-kquh59ry 73 24 AML AML NNP cord-327810-kquh59ry 73 25 efforts effort NNS cord-327810-kquh59ry 73 26 , , , cord-327810-kquh59ry 73 27 according accord VBG cord-327810-kquh59ry 73 28 to to IN cord-327810-kquh59ry 73 29 the the DT cord-327810-kquh59ry 73 30 latest late JJS cord-327810-kquh59ry 73 31 estimates estimate NNS cord-327810-kquh59ry 73 32 by by IN cord-327810-kquh59ry 73 33 the the DT cord-327810-kquh59ry 73 34 regulator regulator NN cord-327810-kquh59ry 73 35 ( ( -LRB- cord-327810-kquh59ry 73 36 Arnold Arnold NNP cord-327810-kquh59ry 73 37 , , , cord-327810-kquh59ry 73 38 2018 2018 CD cord-327810-kquh59ry 73 39 ) ) -RRB- cord-327810-kquh59ry 73 40 , , , cord-327810-kquh59ry 73 41 although although IN cord-327810-kquh59ry 73 42 there there EX cord-327810-kquh59ry 73 43 are be VBP cord-327810-kquh59ry 73 44 suggestions suggestion NNS cord-327810-kquh59ry 73 45 that that IN cord-327810-kquh59ry 73 46 the the DT cord-327810-kquh59ry 73 47 cost cost NN cord-327810-kquh59ry 73 48 of of IN cord-327810-kquh59ry 73 49 investing invest VBG cord-327810-kquh59ry 73 50 in in IN cord-327810-kquh59ry 73 51 AML AML NNP cord-327810-kquh59ry 73 52 technology technology NN cord-327810-kquh59ry 73 53 , , , cord-327810-kquh59ry 73 54 plus plus CC cord-327810-kquh59ry 73 55 the the DT cord-327810-kquh59ry 73 56 operational operational JJ cord-327810-kquh59ry 73 57 costs cost NNS cord-327810-kquh59ry 73 58 of of IN cord-327810-kquh59ry 73 59 AML AML NNP cord-327810-kquh59ry 73 60 compliance compliance NN cord-327810-kquh59ry 73 61 , , , cord-327810-kquh59ry 73 62 outweigh outweigh VBP cord-327810-kquh59ry 73 63 any any DT cord-327810-kquh59ry 73 64 related related JJ cord-327810-kquh59ry 73 65 benefits benefit NNS cord-327810-kquh59ry 73 66 , , , cord-327810-kquh59ry 73 67 such such JJ cord-327810-kquh59ry 73 68 as as IN cord-327810-kquh59ry 73 69 improved improve VBN cord-327810-kquh59ry 73 70 processes process NNS cord-327810-kquh59ry 73 71 or or CC cord-327810-kquh59ry 73 72 customer customer NN cord-327810-kquh59ry 73 73 insight insight NN cord-327810-kquh59ry 73 74 ( ( -LRB- cord-327810-kquh59ry 73 75 Balani Balani NNP cord-327810-kquh59ry 73 76 , , , cord-327810-kquh59ry 73 77 2019 2019 CD cord-327810-kquh59ry 73 78 ) ) -RRB- cord-327810-kquh59ry 73 79 . . . cord-327810-kquh59ry 74 1 AML AML NNP cord-327810-kquh59ry 74 2 systems system NNS cord-327810-kquh59ry 74 3 not not RB cord-327810-kquh59ry 74 4 only only RB cord-327810-kquh59ry 74 5 need need VBP cord-327810-kquh59ry 74 6 to to TO cord-327810-kquh59ry 74 7 be be VB cord-327810-kquh59ry 74 8 powerful powerful JJ cord-327810-kquh59ry 74 9 , , , cord-327810-kquh59ry 74 10 but but CC cord-327810-kquh59ry 74 11 they -PRON- PRP cord-327810-kquh59ry 74 12 also also RB cord-327810-kquh59ry 74 13 need need VBP cord-327810-kquh59ry 74 14 to to TO cord-327810-kquh59ry 74 15 meet meet VB cord-327810-kquh59ry 74 16 other other JJ cord-327810-kquh59ry 74 17 criteria criterion NNS cord-327810-kquh59ry 74 18 such such JJ cord-327810-kquh59ry 74 19 as as IN cord-327810-kquh59ry 74 20 stringent stringent JJ cord-327810-kquh59ry 74 21 data datum NNS cord-327810-kquh59ry 74 22 security security NN cord-327810-kquh59ry 74 23 , , , cord-327810-kquh59ry 74 24 customer customer NN cord-327810-kquh59ry 74 25 privacy privacy NN cord-327810-kquh59ry 74 26 and and CC cord-327810-kquh59ry 74 27 identity identity NN cord-327810-kquh59ry 74 28 verification verification NN cord-327810-kquh59ry 74 29 requirements requirement NNS cord-327810-kquh59ry 75 1 ( ( -LRB- cord-327810-kquh59ry 75 2 Grint Grint NNP cord-327810-kquh59ry 75 3 et et NNP cord-327810-kquh59ry 75 4 al al NNP cord-327810-kquh59ry 75 5 . . NNP cord-327810-kquh59ry 75 6 , , , cord-327810-kquh59ry 75 7 2017 2017 CD cord-327810-kquh59ry 75 8 , , , cord-327810-kquh59ry 75 9 chap chap NN cord-327810-kquh59ry 75 10 . . . cord-327810-kquh59ry 75 11 54 54 CD cord-327810-kquh59ry 75 12 ) ) -RRB- cord-327810-kquh59ry 75 13 . . . cord-327810-kquh59ry 76 1 Moreover moreover RB cord-327810-kquh59ry 76 2 , , , cord-327810-kquh59ry 76 3 by by IN cord-327810-kquh59ry 76 4 law law NN cord-327810-kquh59ry 76 5 , , , cord-327810-kquh59ry 76 6 financial financial JJ cord-327810-kquh59ry 76 7 service service NN cord-327810-kquh59ry 76 8 providers provider NNS cord-327810-kquh59ry 76 9 must must MD cord-327810-kquh59ry 76 10 always always RB cord-327810-kquh59ry 76 11 be be VB cord-327810-kquh59ry 76 12 able able JJ cord-327810-kquh59ry 76 13 to to TO cord-327810-kquh59ry 76 14 prove prove VB cord-327810-kquh59ry 76 15 that that IN cord-327810-kquh59ry 76 16 the the DT cord-327810-kquh59ry 76 17 technologies technology NNS cord-327810-kquh59ry 76 18 that that WDT cord-327810-kquh59ry 76 19 they -PRON- PRP cord-327810-kquh59ry 76 20 use use VBP cord-327810-kquh59ry 76 21 do do VBP cord-327810-kquh59ry 76 22 not not RB cord-327810-kquh59ry 76 23 unfairly unfairly RB cord-327810-kquh59ry 76 24 discriminate discriminate VB cord-327810-kquh59ry 76 25 against against IN cord-327810-kquh59ry 76 26 certain certain JJ cord-327810-kquh59ry 76 27 customers customer NNS cord-327810-kquh59ry 76 28 ( ( -LRB- cord-327810-kquh59ry 76 29 Crosman Crosman NNP cord-327810-kquh59ry 76 30 , , , cord-327810-kquh59ry 76 31 2019 2019 CD cord-327810-kquh59ry 76 32 ) ) -RRB- cord-327810-kquh59ry 76 33 . . . cord-327810-kquh59ry 77 1 These these DT cord-327810-kquh59ry 77 2 requirements requirement NNS cord-327810-kquh59ry 77 3 mean mean VBP cord-327810-kquh59ry 77 4 that that IN cord-327810-kquh59ry 77 5 financial financial JJ cord-327810-kquh59ry 77 6 services service NNS cord-327810-kquh59ry 77 7 organisations organisation NNS cord-327810-kquh59ry 77 8 are be VBP cord-327810-kquh59ry 77 9 wary wary JJ cord-327810-kquh59ry 77 10 of of IN cord-327810-kquh59ry 77 11 adopting adopt VBG cord-327810-kquh59ry 77 12 technologies technology NNS cord-327810-kquh59ry 77 13 where where WRB cord-327810-kquh59ry 77 14 they -PRON- PRP cord-327810-kquh59ry 77 15 lack lack VBP cord-327810-kquh59ry 77 16 complete complete JJ cord-327810-kquh59ry 77 17 control control NN cord-327810-kquh59ry 77 18 over over IN cord-327810-kquh59ry 77 19 use use NN cord-327810-kquh59ry 77 20 of of IN cord-327810-kquh59ry 77 21 customer customer NN cord-327810-kquh59ry 77 22 data datum NNS cord-327810-kquh59ry 77 23 , , , cord-327810-kquh59ry 77 24 or or CC cord-327810-kquh59ry 77 25 whose whose WP$ cord-327810-kquh59ry 77 26 workings working NNS cord-327810-kquh59ry 77 27 they -PRON- PRP cord-327810-kquh59ry 77 28 do do VBP cord-327810-kquh59ry 77 29 not not RB cord-327810-kquh59ry 77 30 fully fully RB cord-327810-kquh59ry 77 31 understand understand VB cord-327810-kquh59ry 77 32 , , , cord-327810-kquh59ry 77 33 as as IN cord-327810-kquh59ry 77 34 in in IN cord-327810-kquh59ry 77 35 the the DT cord-327810-kquh59ry 77 36 case case NN cord-327810-kquh59ry 77 37 of of IN cord-327810-kquh59ry 77 38 black black JJ cord-327810-kquh59ry 77 39 - - HYPH cord-327810-kquh59ry 77 40 box box NN cord-327810-kquh59ry 77 41 type type NN cord-327810-kquh59ry 77 42 of of IN cord-327810-kquh59ry 77 43 algorithms algorithm NNS cord-327810-kquh59ry 77 44 . . . cord-327810-kquh59ry 78 1 That that RB cord-327810-kquh59ry 78 2 is is RB cord-327810-kquh59ry 78 3 , , , cord-327810-kquh59ry 78 4 while while IN cord-327810-kquh59ry 78 5 the the DT cord-327810-kquh59ry 78 6 AML AML NNP cord-327810-kquh59ry 78 7 area area NN cord-327810-kquh59ry 78 8 seems seem VBZ cord-327810-kquh59ry 78 9 ripe ripe JJ cord-327810-kquh59ry 78 10 for for IN cord-327810-kquh59ry 78 11 machine machine NN cord-327810-kquh59ry 78 12 learning learning NN cord-327810-kquh59ry 78 13 deployment deployment NN cord-327810-kquh59ry 78 14 , , , cord-327810-kquh59ry 78 15 and and CC cord-327810-kquh59ry 78 16 some some DT cord-327810-kquh59ry 78 17 industry industry NN cord-327810-kquh59ry 78 18 players player NNS cord-327810-kquh59ry 78 19 are be VBP cord-327810-kquh59ry 78 20 investing invest VBG cord-327810-kquh59ry 78 21 in in IN cord-327810-kquh59ry 78 22 this this DT cord-327810-kquh59ry 78 23 technology technology NN cord-327810-kquh59ry 78 24 ( ( -LRB- cord-327810-kquh59ry 78 25 Zimiles Zimiles NNP cord-327810-kquh59ry 78 26 & & CC cord-327810-kquh59ry 78 27 Mueller Mueller NNP cord-327810-kquh59ry 78 28 , , , cord-327810-kquh59ry 78 29 2019 2019 CD cord-327810-kquh59ry 78 30 ) ) -RRB- cord-327810-kquh59ry 78 31 , , , cord-327810-kquh59ry 78 32 there there EX cord-327810-kquh59ry 78 33 are be VBP cord-327810-kquh59ry 78 34 also also RB cord-327810-kquh59ry 78 35 various various JJ cord-327810-kquh59ry 78 36 organisational organisational JJ cord-327810-kquh59ry 78 37 and and CC cord-327810-kquh59ry 78 38 technical technical JJ cord-327810-kquh59ry 78 39 barriers barrier NNS cord-327810-kquh59ry 78 40 to to TO cord-327810-kquh59ry 78 41 consider consider VB cord-327810-kquh59ry 78 42 . . . cord-327810-kquh59ry 79 1 To to TO cord-327810-kquh59ry 79 2 research research VB cord-327810-kquh59ry 79 3 these these DT cord-327810-kquh59ry 79 4 technical technical JJ cord-327810-kquh59ry 79 5 and and CC cord-327810-kquh59ry 79 6 organisational organisational JJ cord-327810-kquh59ry 79 7 factors factor NNS cord-327810-kquh59ry 79 8 , , , cord-327810-kquh59ry 79 9 we -PRON- PRP cord-327810-kquh59ry 79 10 draw draw VBP cord-327810-kquh59ry 79 11 on on IN cord-327810-kquh59ry 79 12 the the DT cord-327810-kquh59ry 79 13 theory theory NN cord-327810-kquh59ry 79 14 of of IN cord-327810-kquh59ry 79 15 affordances affordance NNS cord-327810-kquh59ry 79 16 , , , cord-327810-kquh59ry 79 17 as as IN cord-327810-kquh59ry 79 18 outlined outline VBN cord-327810-kquh59ry 79 19 next next RB cord-327810-kquh59ry 79 20 . . . cord-327810-kquh59ry 80 1 The the DT cord-327810-kquh59ry 80 2 value value NN cord-327810-kquh59ry 80 3 of of IN cord-327810-kquh59ry 80 4 machine machine NN cord-327810-kquh59ry 80 5 learning learn VBG cord-327810-kquh59ry 80 6 in in IN cord-327810-kquh59ry 80 7 AML AML NNP cord-327810-kquh59ry 80 8 comes come VBZ cord-327810-kquh59ry 80 9 not not RB cord-327810-kquh59ry 80 10 from from IN cord-327810-kquh59ry 80 11 what what WP cord-327810-kquh59ry 80 12 the the DT cord-327810-kquh59ry 80 13 technology technology NN cord-327810-kquh59ry 80 14 is be VBZ cord-327810-kquh59ry 80 15 , , , cord-327810-kquh59ry 80 16 but but CC cord-327810-kquh59ry 80 17 from from IN cord-327810-kquh59ry 80 18 what what WP cord-327810-kquh59ry 80 19 it -PRON- PRP cord-327810-kquh59ry 80 20 enables enable VBZ cord-327810-kquh59ry 80 21 users user NNS cord-327810-kquh59ry 80 22 to to TO cord-327810-kquh59ry 80 23 do do VB cord-327810-kquh59ry 80 24 . . . cord-327810-kquh59ry 81 1 Hence hence RB cord-327810-kquh59ry 81 2 , , , cord-327810-kquh59ry 81 3 in in IN cord-327810-kquh59ry 81 4 order order NN cord-327810-kquh59ry 81 5 to to TO cord-327810-kquh59ry 81 6 investigate investigate VB cord-327810-kquh59ry 81 7 the the DT cord-327810-kquh59ry 81 8 research research NN cord-327810-kquh59ry 81 9 question question NN cord-327810-kquh59ry 81 10 previously previously RB cord-327810-kquh59ry 81 11 presented present VBN cord-327810-kquh59ry 81 12 , , , cord-327810-kquh59ry 81 13 we -PRON- PRP cord-327810-kquh59ry 81 14 need need VBP cord-327810-kquh59ry 81 15 a a DT cord-327810-kquh59ry 81 16 lens lens NN cord-327810-kquh59ry 81 17 that that WDT cord-327810-kquh59ry 81 18 accounts account VBZ cord-327810-kquh59ry 81 19 for for IN cord-327810-kquh59ry 81 20 both both CC cord-327810-kquh59ry 81 21 the the DT cord-327810-kquh59ry 81 22 technical technical JJ cord-327810-kquh59ry 81 23 and and CC cord-327810-kquh59ry 81 24 the the DT cord-327810-kquh59ry 81 25 social social JJ cord-327810-kquh59ry 81 26 dimensions dimension NNS cord-327810-kquh59ry 81 27 , , , cord-327810-kquh59ry 81 28 such such JJ cord-327810-kquh59ry 81 29 as as IN cord-327810-kquh59ry 81 30 the the DT cord-327810-kquh59ry 81 31 theory theory NN cord-327810-kquh59ry 81 32 of of IN cord-327810-kquh59ry 81 33 affordances affordance NNS cord-327810-kquh59ry 81 34 . . . cord-327810-kquh59ry 82 1 The the DT cord-327810-kquh59ry 82 2 theory theory NN cord-327810-kquh59ry 82 3 of of IN cord-327810-kquh59ry 82 4 affordances affordance NNS cord-327810-kquh59ry 82 5 originates originate VBZ cord-327810-kquh59ry 82 6 from from IN cord-327810-kquh59ry 82 7 direct direct JJ cord-327810-kquh59ry 82 8 perception perception NN cord-327810-kquh59ry 82 9 psychology psychology NN cord-327810-kquh59ry 82 10 ( ( -LRB- cord-327810-kquh59ry 82 11 namely namely RB cord-327810-kquh59ry 82 12 Gibson Gibson NNP cord-327810-kquh59ry 82 13 , , , cord-327810-kquh59ry 82 14 1979 1979 CD cord-327810-kquh59ry 82 15 ) ) -RRB- cord-327810-kquh59ry 82 16 , , , cord-327810-kquh59ry 82 17 and and CC cord-327810-kquh59ry 82 18 studies study NNS cord-327810-kquh59ry 82 19 how how WRB cord-327810-kquh59ry 82 20 the the DT cord-327810-kquh59ry 82 21 real real JJ cord-327810-kquh59ry 82 22 and and CC cord-327810-kquh59ry 82 23 perceived perceive VBN cord-327810-kquh59ry 82 24 characteristics characteristic NNS cord-327810-kquh59ry 82 25 of of IN cord-327810-kquh59ry 82 26 artefacts artefact NNS cord-327810-kquh59ry 82 27 condition condition VBP cord-327810-kquh59ry 82 28 their -PRON- PRP$ cord-327810-kquh59ry 82 29 use use NN cord-327810-kquh59ry 82 30 . . . cord-327810-kquh59ry 83 1 One one CD cord-327810-kquh59ry 83 2 of of IN cord-327810-kquh59ry 83 3 its -PRON- PRP$ cord-327810-kquh59ry 83 4 fields field NNS cord-327810-kquh59ry 83 5 of of IN cord-327810-kquh59ry 83 6 application application NN cord-327810-kquh59ry 83 7 is be VBZ cord-327810-kquh59ry 83 8 the the DT cord-327810-kquh59ry 83 9 study study NN cord-327810-kquh59ry 83 10 of of IN cord-327810-kquh59ry 83 11 perceptions perception NNS cord-327810-kquh59ry 83 12 and and CC cord-327810-kquh59ry 83 13 use use NN cord-327810-kquh59ry 83 14 of of IN cord-327810-kquh59ry 83 15 information information NN cord-327810-kquh59ry 83 16 technology technology NN cord-327810-kquh59ry 83 17 in in IN cord-327810-kquh59ry 83 18 organisations organisation NNS cord-327810-kquh59ry 83 19 ( ( -LRB- cord-327810-kquh59ry 83 20 e.g. e.g. RB cord-327810-kquh59ry 83 21 Leonardi Leonardi NNP cord-327810-kquh59ry 83 22 , , , cord-327810-kquh59ry 83 23 2013 2013 CD cord-327810-kquh59ry 83 24 ; ; : cord-327810-kquh59ry 83 25 Volkoff Volkoff NNP cord-327810-kquh59ry 83 26 & & CC cord-327810-kquh59ry 83 27 Strong Strong NNP cord-327810-kquh59ry 83 28 , , , cord-327810-kquh59ry 83 29 2013 2013 CD cord-327810-kquh59ry 83 30 ) ) -RRB- cord-327810-kquh59ry 83 31 , , , cord-327810-kquh59ry 83 32 and and CC cord-327810-kquh59ry 83 33 the the DT cord-327810-kquh59ry 83 34 effect effect NN cord-327810-kquh59ry 83 35 of of IN cord-327810-kquh59ry 83 36 such such JJ cord-327810-kquh59ry 83 37 usage usage NN cord-327810-kquh59ry 83 38 in in IN cord-327810-kquh59ry 83 39 those those DT cord-327810-kquh59ry 83 40 organisations organisation NNS cord-327810-kquh59ry 83 41 ( ( -LRB- cord-327810-kquh59ry 83 42 e.g. e.g. RB cord-327810-kquh59ry 83 43 Markus Markus NNP cord-327810-kquh59ry 83 44 & & CC cord-327810-kquh59ry 83 45 Silver Silver NNP cord-327810-kquh59ry 83 46 , , , cord-327810-kquh59ry 83 47 2008 2008 CD cord-327810-kquh59ry 83 48 ; ; : cord-327810-kquh59ry 83 49 Sebastian Sebastian NNP cord-327810-kquh59ry 83 50 & & CC cord-327810-kquh59ry 83 51 Bui Bui NNP cord-327810-kquh59ry 83 52 , , , cord-327810-kquh59ry 83 53 2012 2012 CD cord-327810-kquh59ry 83 54 ) ) -RRB- cord-327810-kquh59ry 83 55 . . . cord-327810-kquh59ry 84 1 The the DT cord-327810-kquh59ry 84 2 term term NN cord-327810-kquh59ry 84 3 affordance affordance NN cord-327810-kquh59ry 84 4 refers refer VBZ cord-327810-kquh59ry 84 5 to to IN cord-327810-kquh59ry 84 6 the the DT cord-327810-kquh59ry 84 7 patterns pattern NNS cord-327810-kquh59ry 84 8 of of IN cord-327810-kquh59ry 84 9 user user NN cord-327810-kquh59ry 84 10 behaviour behaviour NN cord-327810-kquh59ry 84 11 made make VBN cord-327810-kquh59ry 84 12 possible possible JJ cord-327810-kquh59ry 84 13 by by IN cord-327810-kquh59ry 84 14 the the DT cord-327810-kquh59ry 84 15 properties property NNS cord-327810-kquh59ry 84 16 of of IN cord-327810-kquh59ry 84 17 an an DT cord-327810-kquh59ry 84 18 artefact artefact NN cord-327810-kquh59ry 84 19 , , , cord-327810-kquh59ry 84 20 used use VBN cord-327810-kquh59ry 84 21 in in IN cord-327810-kquh59ry 84 22 a a DT cord-327810-kquh59ry 84 23 particular particular JJ cord-327810-kquh59ry 84 24 setting setting NN cord-327810-kquh59ry 84 25 . . . cord-327810-kquh59ry 85 1 For for IN cord-327810-kquh59ry 85 2 example example NN cord-327810-kquh59ry 85 3 , , , cord-327810-kquh59ry 85 4 the the DT cord-327810-kquh59ry 85 5 realisation realisation NN cord-327810-kquh59ry 85 6 of of IN cord-327810-kquh59ry 85 7 the the DT cord-327810-kquh59ry 85 8 affordance affordance NN cord-327810-kquh59ry 85 9 ' ' '' cord-327810-kquh59ry 85 10 surfing surf VBG cord-327810-kquh59ry 85 11 the the DT cord-327810-kquh59ry 85 12 web web NN cord-327810-kquh59ry 85 13 ' ' '' cord-327810-kquh59ry 85 14 results result NNS cord-327810-kquh59ry 85 15 from from IN cord-327810-kquh59ry 85 16 the the DT cord-327810-kquh59ry 85 17 interaction interaction NN cord-327810-kquh59ry 85 18 between between IN cord-327810-kquh59ry 85 19 the the DT cord-327810-kquh59ry 85 20 properties property NNS cord-327810-kquh59ry 85 21 of of IN cord-327810-kquh59ry 85 22 a a DT cord-327810-kquh59ry 85 23 web web NN cord-327810-kquh59ry 85 24 browser browser NN cord-327810-kquh59ry 85 25 and and CC cord-327810-kquh59ry 85 26 the the DT cord-327810-kquh59ry 85 27 characteristics characteristic NNS cord-327810-kquh59ry 85 28 of of IN cord-327810-kquh59ry 85 29 the the DT cord-327810-kquh59ry 85 30 user user NN cord-327810-kquh59ry 85 31 ( ( -LRB- cord-327810-kquh59ry 85 32 De De NNP cord-327810-kquh59ry 85 33 Moor Moor NNP cord-327810-kquh59ry 85 34 , , , cord-327810-kquh59ry 85 35 2002 2002 CD cord-327810-kquh59ry 85 36 ) ) -RRB- cord-327810-kquh59ry 85 37 . . . cord-327810-kquh59ry 86 1 The the DT cord-327810-kquh59ry 86 2 functional functional JJ cord-327810-kquh59ry 86 3 and and CC cord-327810-kquh59ry 86 4 relational relational JJ cord-327810-kquh59ry 86 5 aspects aspect NNS cord-327810-kquh59ry 86 6 of of IN cord-327810-kquh59ry 86 7 the the DT cord-327810-kquh59ry 86 8 artefact artefact NN cord-327810-kquh59ry 86 9 are be VBP cord-327810-kquh59ry 86 10 preconditions precondition NNS cord-327810-kquh59ry 86 11 for for IN cord-327810-kquh59ry 86 12 activity activity NN cord-327810-kquh59ry 86 13 ( ( -LRB- cord-327810-kquh59ry 86 14 Greeno Greeno NNP cord-327810-kquh59ry 86 15 , , , cord-327810-kquh59ry 86 16 1994 1994 CD cord-327810-kquh59ry 86 17 ) ) -RRB- cord-327810-kquh59ry 86 18 . . . cord-327810-kquh59ry 87 1 That that RB cord-327810-kquh59ry 87 2 is is RB cord-327810-kquh59ry 87 3 , , , cord-327810-kquh59ry 87 4 they -PRON- PRP cord-327810-kquh59ry 87 5 create create VBP cord-327810-kquh59ry 87 6 possibilities possibility NNS cord-327810-kquh59ry 87 7 for for IN cord-327810-kquh59ry 87 8 action action NN cord-327810-kquh59ry 87 9 ( ( -LRB- cord-327810-kquh59ry 87 10 Leonardi Leonardi NNP cord-327810-kquh59ry 87 11 , , , cord-327810-kquh59ry 87 12 2011 2011 CD cord-327810-kquh59ry 87 13 ) ) -RRB- cord-327810-kquh59ry 87 14 . . . cord-327810-kquh59ry 88 1 For for IN cord-327810-kquh59ry 88 2 instance instance NN cord-327810-kquh59ry 88 3 , , , cord-327810-kquh59ry 88 4 a a DT cord-327810-kquh59ry 88 5 switch switch NN cord-327810-kquh59ry 88 6 connected connect VBN cord-327810-kquh59ry 88 7 by by IN cord-327810-kquh59ry 88 8 a a DT cord-327810-kquh59ry 88 9 wire wire NN cord-327810-kquh59ry 88 10 to to IN cord-327810-kquh59ry 88 11 a a DT cord-327810-kquh59ry 88 12 power power NN cord-327810-kquh59ry 88 13 source source NN cord-327810-kquh59ry 88 14 enables enable VBZ cord-327810-kquh59ry 88 15 actors actor NNS cord-327810-kquh59ry 88 16 to to TO cord-327810-kquh59ry 88 17 turn turn VB cord-327810-kquh59ry 88 18 the the DT cord-327810-kquh59ry 88 19 electricity electricity NN cord-327810-kquh59ry 88 20 on on IN cord-327810-kquh59ry 88 21 and and CC cord-327810-kquh59ry 88 22 off off RB cord-327810-kquh59ry 88 23 . . . cord-327810-kquh59ry 89 1 The the DT cord-327810-kquh59ry 89 2 characteristics characteristic NNS cord-327810-kquh59ry 89 3 of of IN cord-327810-kquh59ry 89 4 the the DT cord-327810-kquh59ry 89 5 artefact artefact NN cord-327810-kquh59ry 89 6 also also RB cord-327810-kquh59ry 89 7 constrain constrain VBP cord-327810-kquh59ry 89 8 action action NN cord-327810-kquh59ry 89 9 ( ( -LRB- cord-327810-kquh59ry 89 10 Hutchby Hutchby NNP cord-327810-kquh59ry 89 11 , , , cord-327810-kquh59ry 89 12 2001 2001 CD cord-327810-kquh59ry 89 13 ) ) -RRB- cord-327810-kquh59ry 89 14 . . . cord-327810-kquh59ry 90 1 Staying stay VBG cord-327810-kquh59ry 90 2 with with IN cord-327810-kquh59ry 90 3 the the DT cord-327810-kquh59ry 90 4 switch switch NN cord-327810-kquh59ry 90 5 example example NN cord-327810-kquh59ry 90 6 , , , cord-327810-kquh59ry 90 7 if if IN cord-327810-kquh59ry 90 8 the the DT cord-327810-kquh59ry 90 9 switch switch NN cord-327810-kquh59ry 90 10 is be VBZ cord-327810-kquh59ry 90 11 positioned position VBN cord-327810-kquh59ry 90 12 very very RB cord-327810-kquh59ry 90 13 high high RB cord-327810-kquh59ry 90 14 on on IN cord-327810-kquh59ry 90 15 a a DT cord-327810-kquh59ry 90 16 wall wall NN cord-327810-kquh59ry 90 17 , , , cord-327810-kquh59ry 90 18 it -PRON- PRP cord-327810-kquh59ry 90 19 limits limit VBZ cord-327810-kquh59ry 90 20 the the DT cord-327810-kquh59ry 90 21 ability ability NN cord-327810-kquh59ry 90 22 to to TO cord-327810-kquh59ry 90 23 be be VB cord-327810-kquh59ry 90 24 switched switch VBN cord-327810-kquh59ry 90 25 off off RP cord-327810-kquh59ry 90 26 by by IN cord-327810-kquh59ry 90 27 small small JJ cord-327810-kquh59ry 90 28 persons person NNS cord-327810-kquh59ry 90 29 , , , cord-327810-kquh59ry 90 30 such such JJ cord-327810-kquh59ry 90 31 as as IN cord-327810-kquh59ry 90 32 young young JJ cord-327810-kquh59ry 90 33 children child NNS cord-327810-kquh59ry 90 34 . . . cord-327810-kquh59ry 91 1 In in IN cord-327810-kquh59ry 91 2 order order NN cord-327810-kquh59ry 91 3 for for IN cord-327810-kquh59ry 91 4 these these DT cord-327810-kquh59ry 91 5 possibilities possibility NNS cord-327810-kquh59ry 91 6 for for IN cord-327810-kquh59ry 91 7 actionthe actionthe DT cord-327810-kquh59ry 91 8 real real JJ cord-327810-kquh59ry 91 9 affordancesto affordancesto NNP cord-327810-kquh59ry 91 10 be be VB cord-327810-kquh59ry 91 11 realised realise VBN cord-327810-kquh59ry 91 12 , , , cord-327810-kquh59ry 91 13 the the DT cord-327810-kquh59ry 91 14 actor actor NN cord-327810-kquh59ry 91 15 ( ( -LRB- cord-327810-kquh59ry 91 16 e.g. e.g. RB cord-327810-kquh59ry 91 17 an an DT cord-327810-kquh59ry 91 18 organisation organisation NN cord-327810-kquh59ry 91 19 's 's POS cord-327810-kquh59ry 91 20 employee employee NN cord-327810-kquh59ry 91 21 , , , cord-327810-kquh59ry 91 22 team team NN cord-327810-kquh59ry 91 23 or or CC cord-327810-kquh59ry 91 24 unit unit NN cord-327810-kquh59ry 91 25 ) ) -RRB- cord-327810-kquh59ry 91 26 needs need VBZ cord-327810-kquh59ry 91 27 to to TO cord-327810-kquh59ry 91 28 recognise recognise VB cord-327810-kquh59ry 91 29 the the DT cord-327810-kquh59ry 91 30 affordance affordance NN cord-327810-kquh59ry 91 31 ( ( -LRB- cord-327810-kquh59ry 91 32 Davern Davern NNP cord-327810-kquh59ry 91 33 , , , cord-327810-kquh59ry 91 34 Shaft Shaft NNP cord-327810-kquh59ry 91 35 , , , cord-327810-kquh59ry 91 36 & & CC cord-327810-kquh59ry 91 37 Te'eni Te'eni NNP cord-327810-kquh59ry 91 38 , , , cord-327810-kquh59ry 91 39 2012a 2012a CD cord-327810-kquh59ry 91 40 , , , cord-327810-kquh59ry 91 41 2012b 2012b CD cord-327810-kquh59ry 91 42 and and CC cord-327810-kquh59ry 91 43 enact enact VB cord-327810-kquh59ry 91 44 it -PRON- PRP cord-327810-kquh59ry 91 45 . . . cord-327810-kquh59ry 92 1 For for IN cord-327810-kquh59ry 92 2 instance instance NN cord-327810-kquh59ry 92 3 , , , cord-327810-kquh59ry 92 4 for for IN cord-327810-kquh59ry 92 5 the the DT cord-327810-kquh59ry 92 6 connectivity connectivity NN cord-327810-kquh59ry 92 7 characteristic characteristic NN cord-327810-kquh59ry 92 8 of of IN cord-327810-kquh59ry 92 9 a a DT cord-327810-kquh59ry 92 10 web web NN cord-327810-kquh59ry 92 11 browser browser NN cord-327810-kquh59ry 92 12 to to TO cord-327810-kquh59ry 92 13 enable enable VB cord-327810-kquh59ry 92 14 an an DT cord-327810-kquh59ry 92 15 internet internet NN cord-327810-kquh59ry 92 16 user user NN cord-327810-kquh59ry 92 17 to to TO cord-327810-kquh59ry 92 18 access access VB cord-327810-kquh59ry 92 19 information information NN cord-327810-kquh59ry 92 20 on on IN cord-327810-kquh59ry 92 21 a a DT cord-327810-kquh59ry 92 22 remote remote JJ cord-327810-kquh59ry 92 23 server server NN cord-327810-kquh59ry 92 24 , , , cord-327810-kquh59ry 92 25 the the DT cord-327810-kquh59ry 92 26 user user NN cord-327810-kquh59ry 92 27 needs need VBZ cord-327810-kquh59ry 92 28 to to TO cord-327810-kquh59ry 92 29 understand understand VB cord-327810-kquh59ry 92 30 what what WP cord-327810-kquh59ry 92 31 the the DT cord-327810-kquh59ry 92 32 browser browser NN cord-327810-kquh59ry 92 33 is be VBZ cord-327810-kquh59ry 92 34 for for IN cord-327810-kquh59ry 92 35 and and CC cord-327810-kquh59ry 92 36 how how WRB cord-327810-kquh59ry 92 37 to to TO cord-327810-kquh59ry 92 38 use use VB cord-327810-kquh59ry 92 39 it -PRON- PRP cord-327810-kquh59ry 92 40 . . . cord-327810-kquh59ry 93 1 The the DT cord-327810-kquh59ry 93 2 actor actor NN cord-327810-kquh59ry 93 3 may may MD cord-327810-kquh59ry 93 4 recognise recognise VB cord-327810-kquh59ry 93 5 the the DT cord-327810-kquh59ry 93 6 affordance affordance NN cord-327810-kquh59ry 93 7 by by IN cord-327810-kquh59ry 93 8 virtue virtue NN cord-327810-kquh59ry 93 9 of of IN cord-327810-kquh59ry 93 10 the the DT cord-327810-kquh59ry 93 11 features feature NNS cord-327810-kquh59ry 93 12 of of IN cord-327810-kquh59ry 93 13 the the DT cord-327810-kquh59ry 93 14 artefactfor artefactfor JJ cord-327810-kquh59ry 93 15 instance instance NN cord-327810-kquh59ry 93 16 , , , cord-327810-kquh59ry 93 17 the the DT cord-327810-kquh59ry 93 18 presence presence NN cord-327810-kquh59ry 93 19 of of IN cord-327810-kquh59ry 93 20 " " `` cord-327810-kquh59ry 93 21 on on IN cord-327810-kquh59ry 93 22 " " '' cord-327810-kquh59ry 93 23 and and CC cord-327810-kquh59ry 93 24 " " `` cord-327810-kquh59ry 93 25 off off IN cord-327810-kquh59ry 93 26 " " '' cord-327810-kquh59ry 93 27 labels label NNS cord-327810-kquh59ry 93 28 on on IN cord-327810-kquh59ry 93 29 the the DT cord-327810-kquh59ry 93 30 switch switch NN cord-327810-kquh59ry 93 31 . . . cord-327810-kquh59ry 94 1 In in IN cord-327810-kquh59ry 94 2 addition addition NN cord-327810-kquh59ry 94 3 , , , cord-327810-kquh59ry 94 4 the the DT cord-327810-kquh59ry 94 5 recognition recognition NN cord-327810-kquh59ry 94 6 of of IN cord-327810-kquh59ry 94 7 affordances affordance NNS cord-327810-kquh59ry 94 8 is be VBZ cord-327810-kquh59ry 94 9 conditioned condition VBN cord-327810-kquh59ry 94 10 by by IN cord-327810-kquh59ry 94 11 the the DT cord-327810-kquh59ry 94 12 organisational organisational JJ cord-327810-kquh59ry 94 13 systems system NNS cord-327810-kquh59ry 94 14 in in IN cord-327810-kquh59ry 94 15 which which WDT cord-327810-kquh59ry 94 16 the the DT cord-327810-kquh59ry 94 17 artefact artefact NN cord-327810-kquh59ry 94 18 is be VBZ cord-327810-kquh59ry 94 19 deployed deploy VBN cord-327810-kquh59ry 94 20 . . . cord-327810-kquh59ry 95 1 For for IN cord-327810-kquh59ry 95 2 example example NN cord-327810-kquh59ry 95 3 , , , cord-327810-kquh59ry 95 4 Leonardi Leonardi NNP cord-327810-kquh59ry 95 5 ( ( -LRB- cord-327810-kquh59ry 95 6 2013 2013 CD cord-327810-kquh59ry 95 7 ) ) -RRB- cord-327810-kquh59ry 95 8 reported report VBD cord-327810-kquh59ry 95 9 how how WRB cord-327810-kquh59ry 95 10 employees employee NNS cord-327810-kquh59ry 95 11 from from IN cord-327810-kquh59ry 95 12 different different JJ cord-327810-kquh59ry 95 13 departments department NNS cord-327810-kquh59ry 95 14 in in IN cord-327810-kquh59ry 95 15 one one CD cord-327810-kquh59ry 95 16 organisation organisation NN cord-327810-kquh59ry 95 17 used use VBD cord-327810-kquh59ry 95 18 a a DT cord-327810-kquh59ry 95 19 training training NN cord-327810-kquh59ry 95 20 simulation simulation NN cord-327810-kquh59ry 95 21 software software NN cord-327810-kquh59ry 95 22 in in IN cord-327810-kquh59ry 95 23 markedly markedly RB cord-327810-kquh59ry 95 24 different different JJ cord-327810-kquh59ry 95 25 ways way NNS cord-327810-kquh59ry 95 26 . . . cord-327810-kquh59ry 96 1 Contextual contextual JJ cord-327810-kquh59ry 96 2 features feature NNS cord-327810-kquh59ry 96 3 which which WDT cord-327810-kquh59ry 96 4 may may MD cord-327810-kquh59ry 96 5 impact impact VB cord-327810-kquh59ry 96 6 on on IN cord-327810-kquh59ry 96 7 the the DT cord-327810-kquh59ry 96 8 recognition recognition NN cord-327810-kquh59ry 96 9 of of IN cord-327810-kquh59ry 96 10 the the DT cord-327810-kquh59ry 96 11 affordance affordance NN cord-327810-kquh59ry 96 12 include include VBP cord-327810-kquh59ry 96 13 the the DT cord-327810-kquh59ry 96 14 organisational organisational JJ cord-327810-kquh59ry 96 15 and and CC cord-327810-kquh59ry 96 16 environmental environmental JJ cord-327810-kquh59ry 96 17 structures structure NNS cord-327810-kquh59ry 96 18 and and CC cord-327810-kquh59ry 96 19 demands demand NNS cord-327810-kquh59ry 96 20 ; ; , cord-327810-kquh59ry 96 21 attitudes attitude NNS cord-327810-kquh59ry 96 22 and and CC cord-327810-kquh59ry 96 23 perceptions perception NNS cord-327810-kquh59ry 96 24 towards towards IN cord-327810-kquh59ry 96 25 the the DT cord-327810-kquh59ry 96 26 artefact artefact NN cord-327810-kquh59ry 96 27 ; ; : cord-327810-kquh59ry 96 28 the the DT cord-327810-kquh59ry 96 29 level level NN cord-327810-kquh59ry 96 30 of of IN cord-327810-kquh59ry 96 31 effort effort NN cord-327810-kquh59ry 96 32 required require VBN cord-327810-kquh59ry 96 33 from from IN cord-327810-kquh59ry 96 34 the the DT cord-327810-kquh59ry 96 35 actor actor NN cord-327810-kquh59ry 96 36 ; ; : cord-327810-kquh59ry 96 37 the the DT cord-327810-kquh59ry 96 38 actors actor NNS cord-327810-kquh59ry 96 39 ' ' POS cord-327810-kquh59ry 96 40 skill skill NN cord-327810-kquh59ry 96 41 , , , cord-327810-kquh59ry 96 42 ability ability NN cord-327810-kquh59ry 96 43 and and CC cord-327810-kquh59ry 96 44 understanding understanding NN cord-327810-kquh59ry 96 45 ; ; : cord-327810-kquh59ry 96 46 and and CC cord-327810-kquh59ry 96 47 the the DT cord-327810-kquh59ry 96 48 actors actor NNS cord-327810-kquh59ry 96 49 ' ' POS cord-327810-kquh59ry 96 50 ultimate ultimate JJ cord-327810-kquh59ry 96 51 goal goal NN cord-327810-kquh59ry 96 52 ( ( -LRB- cord-327810-kquh59ry 96 53 Bernhard Bernhard NNP cord-327810-kquh59ry 96 54 , , , cord-327810-kquh59ry 96 55 Recker Recker NNP cord-327810-kquh59ry 96 56 , , , cord-327810-kquh59ry 96 57 & & CC cord-327810-kquh59ry 96 58 Burton Burton NNP cord-327810-kquh59ry 96 59 - - HYPH cord-327810-kquh59ry 96 60 Jones Jones NNP cord-327810-kquh59ry 96 61 , , , cord-327810-kquh59ry 96 62 2013 2013 CD cord-327810-kquh59ry 96 63 ; ; : cord-327810-kquh59ry 96 64 Volkoff Volkoff NNP cord-327810-kquh59ry 96 65 & & CC cord-327810-kquh59ry 96 66 Strong Strong NNP cord-327810-kquh59ry 96 67 , , , cord-327810-kquh59ry 96 68 2013 2013 CD cord-327810-kquh59ry 96 69 ) ) -RRB- cord-327810-kquh59ry 96 70 . . . cord-327810-kquh59ry 97 1 Affordances affordance NNS cord-327810-kquh59ry 97 2 are be VBP cord-327810-kquh59ry 97 3 relationalthat relationalthat NN cord-327810-kquh59ry 97 4 is be VBZ cord-327810-kquh59ry 97 5 , , , cord-327810-kquh59ry 97 6 the the DT cord-327810-kquh59ry 97 7 realisation realisation NN cord-327810-kquh59ry 97 8 of of IN cord-327810-kquh59ry 97 9 an an DT cord-327810-kquh59ry 97 10 affordance affordance NN cord-327810-kquh59ry 97 11 is be VBZ cord-327810-kquh59ry 97 12 both both DT cord-327810-kquh59ry 97 13 technology technology NN cord-327810-kquh59ry 97 14 - - HYPH cord-327810-kquh59ry 97 15 and and CC cord-327810-kquh59ry 97 16 actor actor NN cord-327810-kquh59ry 97 17 - - HYPH cord-327810-kquh59ry 97 18 specific specific JJ cord-327810-kquh59ry 98 1 ( ( -LRB- cord-327810-kquh59ry 98 2 Strong strong JJ cord-327810-kquh59ry 98 3 et et FW cord-327810-kquh59ry 98 4 al al NNP cord-327810-kquh59ry 98 5 . . NNP cord-327810-kquh59ry 98 6 , , , cord-327810-kquh59ry 98 7 2014 2014 CD cord-327810-kquh59ry 98 8 ) ) -RRB- cord-327810-kquh59ry 98 9 . . . cord-327810-kquh59ry 99 1 Therefore therefore RB cord-327810-kquh59ry 99 2 , , , cord-327810-kquh59ry 99 3 their -PRON- PRP$ cord-327810-kquh59ry 99 4 study study NN cord-327810-kquh59ry 99 5 requires require VBZ cord-327810-kquh59ry 99 6 the the DT cord-327810-kquh59ry 99 7 investigation investigation NN cord-327810-kquh59ry 99 8 of of IN cord-327810-kquh59ry 99 9 the the DT cord-327810-kquh59ry 99 10 technical technical JJ cord-327810-kquh59ry 99 11 features feature NNS cord-327810-kquh59ry 99 12 of of IN cord-327810-kquh59ry 99 13 the the DT cord-327810-kquh59ry 99 14 artefact artefact NN cord-327810-kquh59ry 99 15 , , , cord-327810-kquh59ry 99 16 the the DT cord-327810-kquh59ry 99 17 social social JJ cord-327810-kquh59ry 99 18 features feature VBZ cord-327810-kquh59ry 99 19 related relate VBN cord-327810-kquh59ry 99 20 to to IN cord-327810-kquh59ry 99 21 the the DT cord-327810-kquh59ry 99 22 user user NN cord-327810-kquh59ry 99 23 and and CC cord-327810-kquh59ry 99 24 how how WRB cord-327810-kquh59ry 99 25 the the DT cord-327810-kquh59ry 99 26 two two CD cord-327810-kquh59ry 99 27 impact impact NN cord-327810-kquh59ry 99 28 on on IN cord-327810-kquh59ry 99 29 each each DT cord-327810-kquh59ry 99 30 other other JJ cord-327810-kquh59ry 99 31 ( ( -LRB- cord-327810-kquh59ry 99 32 Volkoff Volkoff NNP cord-327810-kquh59ry 99 33 & & CC cord-327810-kquh59ry 99 34 Strong Strong NNP cord-327810-kquh59ry 99 35 , , , cord-327810-kquh59ry 99 36 2013 2013 CD cord-327810-kquh59ry 99 37 ; ; : cord-327810-kquh59ry 99 38 Zammuto Zammuto NNP cord-327810-kquh59ry 99 39 , , , cord-327810-kquh59ry 99 40 Griffith Griffith NNP cord-327810-kquh59ry 99 41 , , , cord-327810-kquh59ry 99 42 Majchrzak Majchrzak NNP cord-327810-kquh59ry 99 43 , , , cord-327810-kquh59ry 99 44 Dougherty Dougherty NNP cord-327810-kquh59ry 99 45 , , , cord-327810-kquh59ry 99 46 & & CC cord-327810-kquh59ry 99 47 Faraj Faraj NNP cord-327810-kquh59ry 99 48 , , , cord-327810-kquh59ry 99 49 2007 2007 CD cord-327810-kquh59ry 99 50 ) ) -RRB- cord-327810-kquh59ry 99 51 , , , cord-327810-kquh59ry 99 52 In in IN cord-327810-kquh59ry 99 53 this this DT cord-327810-kquh59ry 99 54 way way NN cord-327810-kquh59ry 99 55 , , , cord-327810-kquh59ry 99 56 the the DT cord-327810-kquh59ry 99 57 theory theory NN cord-327810-kquh59ry 99 58 of of IN cord-327810-kquh59ry 99 59 affordances affordance NNS cord-327810-kquh59ry 99 60 rejects reject VBZ cord-327810-kquh59ry 99 61 the the DT cord-327810-kquh59ry 99 62 notion notion NN cord-327810-kquh59ry 99 63 of of IN cord-327810-kquh59ry 99 64 either either CC cord-327810-kquh59ry 99 65 a a DT cord-327810-kquh59ry 99 66 technological technological JJ cord-327810-kquh59ry 99 67 or or CC cord-327810-kquh59ry 99 68 an an DT cord-327810-kquh59ry 99 69 organisational organisational JJ cord-327810-kquh59ry 99 70 imperative imperative NN cord-327810-kquh59ry 99 71 ( ( -LRB- cord-327810-kquh59ry 99 72 Zammuto Zammuto NNP cord-327810-kquh59ry 99 73 et et NNP cord-327810-kquh59ry 99 74 al al NNP cord-327810-kquh59ry 99 75 . . NNP cord-327810-kquh59ry 99 76 , , , cord-327810-kquh59ry 99 77 2007 2007 CD cord-327810-kquh59ry 99 78 ) ) -RRB- cord-327810-kquh59ry 99 79 , , , cord-327810-kquh59ry 99 80 and and CC cord-327810-kquh59ry 99 81 focuses focus VBZ cord-327810-kquh59ry 99 82 , , , cord-327810-kquh59ry 99 83 instead instead RB cord-327810-kquh59ry 99 84 , , , cord-327810-kquh59ry 99 85 on on IN cord-327810-kquh59ry 99 86 the the DT cord-327810-kquh59ry 99 87 iteration iteration NN cord-327810-kquh59ry 99 88 between between IN cord-327810-kquh59ry 99 89 the the DT cord-327810-kquh59ry 99 90 two two CD cord-327810-kquh59ry 99 91 ( ( -LRB- cord-327810-kquh59ry 99 92 Leonardi Leonardi NNP cord-327810-kquh59ry 99 93 , , , cord-327810-kquh59ry 99 94 2013 2013 CD cord-327810-kquh59ry 99 95 ; ; : cord-327810-kquh59ry 99 96 Strong strong JJ cord-327810-kquh59ry 99 97 et et FW cord-327810-kquh59ry 99 98 al al NNP cord-327810-kquh59ry 99 99 . . NNP cord-327810-kquh59ry 99 100 , , , cord-327810-kquh59ry 99 101 2014 2014 CD cord-327810-kquh59ry 99 102 ) ) -RRB- cord-327810-kquh59ry 99 103 . . . cord-327810-kquh59ry 100 1 Artificial artificial JJ cord-327810-kquh59ry 100 2 intelligence intelligence NN cord-327810-kquh59ry 100 3 is be VBZ cord-327810-kquh59ry 100 4 an an DT cord-327810-kquh59ry 100 5 assemblage assemblage NN cord-327810-kquh59ry 100 6 of of IN cord-327810-kquh59ry 100 7 technological technological JJ cord-327810-kquh59ry 100 8 components component NNS cord-327810-kquh59ry 100 9 which which WDT cord-327810-kquh59ry 100 10 collect collect VBP cord-327810-kquh59ry 100 11 , , , cord-327810-kquh59ry 100 12 process process NN cord-327810-kquh59ry 100 13 and and CC cord-327810-kquh59ry 100 14 act act VB cord-327810-kquh59ry 100 15 on on IN cord-327810-kquh59ry 100 16 data datum NNS cord-327810-kquh59ry 100 17 in in IN cord-327810-kquh59ry 100 18 ways way NNS cord-327810-kquh59ry 100 19 that that WDT cord-327810-kquh59ry 100 20 simulate simulate VBP cord-327810-kquh59ry 100 21 human human JJ cord-327810-kquh59ry 100 22 intelligence intelligence NN cord-327810-kquh59ry 100 23 ( ( -LRB- cord-327810-kquh59ry 100 24 Canhoto Canhoto NNP cord-327810-kquh59ry 100 25 & & CC cord-327810-kquh59ry 100 26 Clear Clear NNP cord-327810-kquh59ry 100 27 , , , cord-327810-kquh59ry 100 28 2020 2020 CD cord-327810-kquh59ry 100 29 ) ) -RRB- cord-327810-kquh59ry 100 30 . . . cord-327810-kquh59ry 101 1 AI AI NNP cord-327810-kquh59ry 101 2 can can MD cord-327810-kquh59ry 101 3 handle handle VB cord-327810-kquh59ry 101 4 large large JJ cord-327810-kquh59ry 101 5 volumes volume NNS cord-327810-kquh59ry 101 6 of of IN cord-327810-kquh59ry 101 7 data datum NNS cord-327810-kquh59ry 101 8 , , , cord-327810-kquh59ry 101 9 including include VBG cord-327810-kquh59ry 101 10 unstructured unstructured JJ cord-327810-kquh59ry 101 11 inputs input NNS cord-327810-kquh59ry 101 12 such such JJ cord-327810-kquh59ry 101 13 as as IN cord-327810-kquh59ry 101 14 images image NNS cord-327810-kquh59ry 101 15 or or CC cord-327810-kquh59ry 101 16 speech speech NN cord-327810-kquh59ry 101 17 , , , cord-327810-kquh59ry 101 18 which which WDT cord-327810-kquh59ry 101 19 makes make VBZ cord-327810-kquh59ry 101 20 it -PRON- PRP cord-327810-kquh59ry 101 21 extremely extremely RB cord-327810-kquh59ry 101 22 relevantor relevantor NN cord-327810-kquh59ry 102 1 even even RB cord-327810-kquh59ry 102 2 essentialin essentialin NNP cord-327810-kquh59ry 102 3 the the DT cord-327810-kquh59ry 102 4 age age NN cord-327810-kquh59ry 102 5 of of IN cord-327810-kquh59ry 102 6 Big Big NNP cord-327810-kquh59ry 102 7 Data Data NNP cord-327810-kquh59ry 102 8 ( ( -LRB- cord-327810-kquh59ry 102 9 Kietzmann Kietzmann NNP cord-327810-kquh59ry 102 10 , , , cord-327810-kquh59ry 102 11 Paschen Paschen NNP cord-327810-kquh59ry 102 12 , , , cord-327810-kquh59ry 102 13 & & CC cord-327810-kquh59ry 102 14 Treen Treen NNP cord-327810-kquh59ry 102 15 , , , cord-327810-kquh59ry 102 16 2018 2018 CD cord-327810-kquh59ry 102 17 ) ) -RRB- cord-327810-kquh59ry 102 18 . . . cord-327810-kquh59ry 103 1 The the DT cord-327810-kquh59ry 103 2 core core NN cord-327810-kquh59ry 103 3 component component NN cord-327810-kquh59ry 103 4 of of IN cord-327810-kquh59ry 103 5 an an DT cord-327810-kquh59ry 103 6 AI AI NNP cord-327810-kquh59ry 103 7 solution solution NN cord-327810-kquh59ry 103 8 is be VBZ cord-327810-kquh59ry 103 9 the the DT cord-327810-kquh59ry 103 10 machine machine NN cord-327810-kquh59ry 103 11 learning learning NN cord-327810-kquh59ry 103 12 algorithm algorithm NN cord-327810-kquh59ry 103 13 , , , cord-327810-kquh59ry 103 14 which which WDT cord-327810-kquh59ry 103 15 processes process VBZ cord-327810-kquh59ry 103 16 the the DT cord-327810-kquh59ry 103 17 data data NN cord-327810-kquh59ry 103 18 inputs input NNS cord-327810-kquh59ry 103 19 ( ( -LRB- cord-327810-kquh59ry 103 20 Skiena Skiena NNP cord-327810-kquh59ry 103 21 , , , cord-327810-kquh59ry 103 22 2012 2012 CD cord-327810-kquh59ry 103 23 ) ) -RRB- cord-327810-kquh59ry 103 24 . . . cord-327810-kquh59ry 104 1 What what WP cord-327810-kquh59ry 104 2 distinguishes distinguish VBZ cord-327810-kquh59ry 104 3 machine machine NN cord-327810-kquh59ry 104 4 learning learn VBG cord-327810-kquh59ry 104 5 from from IN cord-327810-kquh59ry 104 6 classical classical JJ cord-327810-kquh59ry 104 7 programming programming NN cord-327810-kquh59ry 104 8 is be VBZ cord-327810-kquh59ry 104 9 that that IN cord-327810-kquh59ry 104 10 , , , cord-327810-kquh59ry 104 11 in in IN cord-327810-kquh59ry 104 12 the the DT cord-327810-kquh59ry 104 13 former former JJ cord-327810-kquh59ry 104 14 , , , cord-327810-kquh59ry 104 15 the the DT cord-327810-kquh59ry 104 16 goal goal NN cord-327810-kquh59ry 104 17 of of IN cord-327810-kquh59ry 104 18 the the DT cord-327810-kquh59ry 104 19 computational computational JJ cord-327810-kquh59ry 104 20 procedure procedure NN cord-327810-kquh59ry 104 21 is be VBZ cord-327810-kquh59ry 104 22 to to TO cord-327810-kquh59ry 104 23 find find VB cord-327810-kquh59ry 104 24 patterns pattern NNS cord-327810-kquh59ry 104 25 in in IN cord-327810-kquh59ry 104 26 the the DT cord-327810-kquh59ry 104 27 data data NN cord-327810-kquh59ry 104 28 set set VBN cord-327810-kquh59ry 104 29 , , , cord-327810-kquh59ry 104 30 i.e. i.e. FW cord-327810-kquh59ry 104 31 the the DT cord-327810-kquh59ry 104 32 rules rule NNS cord-327810-kquh59ry 104 33 that that WDT cord-327810-kquh59ry 104 34 link link VBP cord-327810-kquh59ry 104 35 the the DT cord-327810-kquh59ry 104 36 inputs input NNS cord-327810-kquh59ry 104 37 to to IN cord-327810-kquh59ry 104 38 the the DT cord-327810-kquh59ry 104 39 outputs output NNS cord-327810-kquh59ry 104 40 . . . cord-327810-kquh59ry 105 1 In in IN cord-327810-kquh59ry 105 2 contrast contrast NN cord-327810-kquh59ry 105 3 , , , cord-327810-kquh59ry 105 4 in in IN cord-327810-kquh59ry 105 5 classical classical JJ cord-327810-kquh59ry 105 6 programming programming NN cord-327810-kquh59ry 105 7 , , , cord-327810-kquh59ry 105 8 the the DT cord-327810-kquh59ry 105 9 rules rule NNS cord-327810-kquh59ry 105 10 are be VBP cord-327810-kquh59ry 105 11 developed develop VBN cord-327810-kquh59ry 105 12 a a DT cord-327810-kquh59ry 105 13 priori priori FW cord-327810-kquh59ry 105 14 , , , cord-327810-kquh59ry 105 15 and and CC cord-327810-kquh59ry 105 16 the the DT cord-327810-kquh59ry 105 17 goal goal NN cord-327810-kquh59ry 105 18 of of IN cord-327810-kquh59ry 105 19 the the DT cord-327810-kquh59ry 105 20 computational computational JJ cord-327810-kquh59ry 105 21 procedure procedure NN cord-327810-kquh59ry 105 22 is be VBZ cord-327810-kquh59ry 105 23 to to TO cord-327810-kquh59ry 105 24 apply apply VB cord-327810-kquh59ry 105 25 those those DT cord-327810-kquh59ry 105 26 rules rule NNS cord-327810-kquh59ry 105 27 to to IN cord-327810-kquh59ry 105 28 input input NN cord-327810-kquh59ry 105 29 data datum NNS cord-327810-kquh59ry 105 30 , , , cord-327810-kquh59ry 105 31 in in IN cord-327810-kquh59ry 105 32 order order NN cord-327810-kquh59ry 105 33 to to TO cord-327810-kquh59ry 105 34 produce produce VB cord-327810-kquh59ry 105 35 an an DT cord-327810-kquh59ry 105 36 output output NN cord-327810-kquh59ry 105 37 . . . cord-327810-kquh59ry 106 1 There there EX cord-327810-kquh59ry 106 2 are be VBP cord-327810-kquh59ry 106 3 various various JJ cord-327810-kquh59ry 106 4 types type NNS cord-327810-kquh59ry 106 5 of of IN cord-327810-kquh59ry 106 6 machine machine NN cord-327810-kquh59ry 106 7 learning learning NN cord-327810-kquh59ry 106 8 , , , cord-327810-kquh59ry 106 9 each each DT cord-327810-kquh59ry 106 10 applicable applicable JJ cord-327810-kquh59ry 106 11 to to IN cord-327810-kquh59ry 106 12 a a DT cord-327810-kquh59ry 106 13 different different JJ cord-327810-kquh59ry 106 14 type type NN cord-327810-kquh59ry 106 15 of of IN cord-327810-kquh59ry 106 16 problem problem NN cord-327810-kquh59ry 106 17 . . . cord-327810-kquh59ry 107 1 Supervised supervise VBN cord-327810-kquh59ry 107 2 machine machine NN cord-327810-kquh59ry 107 3 learning learning NN cord-327810-kquh59ry 107 4 is be VBZ cord-327810-kquh59ry 107 5 indicated indicate VBN cord-327810-kquh59ry 107 6 for for IN cord-327810-kquh59ry 107 7 situations situation NNS cord-327810-kquh59ry 107 8 whereby whereby WRB cord-327810-kquh59ry 107 9 there there EX cord-327810-kquh59ry 107 10 are be VBP cord-327810-kquh59ry 107 11 known know VBN cord-327810-kquh59ry 107 12 inputs input NNS cord-327810-kquh59ry 107 13 and and CC cord-327810-kquh59ry 107 14 known know VBN cord-327810-kquh59ry 107 15 outputssuch outputssuch JJ cord-327810-kquh59ry 107 16 as as IN cord-327810-kquh59ry 107 17 patterns pattern NNS cord-327810-kquh59ry 107 18 of of IN cord-327810-kquh59ry 107 19 cell cell NN cord-327810-kquh59ry 107 20 variations variation NNS cord-327810-kquh59ry 107 21 vs. vs. IN cord-327810-kquh59ry 107 22 stages stage NNS cord-327810-kquh59ry 107 23 of of IN cord-327810-kquh59ry 107 24 cancer cancer NN cord-327810-kquh59ry 107 25 ( ( -LRB- cord-327810-kquh59ry 107 26 Tucker Tucker NNP cord-327810-kquh59ry 107 27 , , , cord-327810-kquh59ry 107 28 2018 2018 CD cord-327810-kquh59ry 107 29 ) ) -RRB- cord-327810-kquh59ry 107 30 . . . cord-327810-kquh59ry 108 1 The the DT cord-327810-kquh59ry 108 2 analyst analyst NN cord-327810-kquh59ry 108 3 gives give VBZ cord-327810-kquh59ry 108 4 the the DT cord-327810-kquh59ry 108 5 computer computer NN cord-327810-kquh59ry 108 6 training training NN cord-327810-kquh59ry 108 7 datasets dataset NNS cord-327810-kquh59ry 108 8 , , , cord-327810-kquh59ry 108 9 with with IN cord-327810-kquh59ry 108 10 data datum NNS cord-327810-kquh59ry 108 11 labelled label VBN cord-327810-kquh59ry 108 12 as as IN cord-327810-kquh59ry 108 13 either either DT cord-327810-kquh59ry 108 14 input input NN cord-327810-kquh59ry 108 15 or or CC cord-327810-kquh59ry 108 16 output output NN cord-327810-kquh59ry 108 17 . . . cord-327810-kquh59ry 109 1 The the DT cord-327810-kquh59ry 109 2 function function NN cord-327810-kquh59ry 109 3 of of IN cord-327810-kquh59ry 109 4 the the DT cord-327810-kquh59ry 109 5 algorithm algorithm NN cord-327810-kquh59ry 109 6 is be VBZ cord-327810-kquh59ry 109 7 to to TO cord-327810-kquh59ry 109 8 learn learn VB cord-327810-kquh59ry 109 9 the the DT cord-327810-kquh59ry 109 10 patterns pattern NNS cord-327810-kquh59ry 109 11 that that WDT cord-327810-kquh59ry 109 12 connect connect VBP cord-327810-kquh59ry 109 13 the the DT cord-327810-kquh59ry 109 14 inputs input NNS cord-327810-kquh59ry 109 15 to to IN cord-327810-kquh59ry 109 16 the the DT cord-327810-kquh59ry 109 17 outputs output NNS cord-327810-kquh59ry 109 18 , , , cord-327810-kquh59ry 109 19 and and CC cord-327810-kquh59ry 109 20 to to TO cord-327810-kquh59ry 109 21 develop develop VB cord-327810-kquh59ry 109 22 rules rule NNS cord-327810-kquh59ry 109 23 to to TO cord-327810-kquh59ry 109 24 be be VB cord-327810-kquh59ry 109 25 applied apply VBN cord-327810-kquh59ry 109 26 to to IN cord-327810-kquh59ry 109 27 future future JJ cord-327810-kquh59ry 109 28 instances instance NNS cord-327810-kquh59ry 109 29 of of IN cord-327810-kquh59ry 109 30 the the DT cord-327810-kquh59ry 109 31 same same JJ cord-327810-kquh59ry 109 32 problem problem NN cord-327810-kquh59ry 109 33 . . . cord-327810-kquh59ry 110 1 The the DT cord-327810-kquh59ry 110 2 opposite opposite JJ cord-327810-kquh59ry 110 3 approach approach NN cord-327810-kquh59ry 110 4 is be VBZ cord-327810-kquh59ry 110 5 unsupervised unsupervise VBN cord-327810-kquh59ry 110 6 machine machine NN cord-327810-kquh59ry 110 7 learning learning NN cord-327810-kquh59ry 110 8 , , , cord-327810-kquh59ry 110 9 which which WDT cord-327810-kquh59ry 110 10 is be VBZ cord-327810-kquh59ry 110 11 indicated indicate VBN cord-327810-kquh59ry 110 12 for for IN cord-327810-kquh59ry 110 13 data data NN cord-327810-kquh59ry 110 14 sets set NNS cord-327810-kquh59ry 110 15 where where WRB cord-327810-kquh59ry 110 16 it -PRON- PRP cord-327810-kquh59ry 110 17 is be VBZ cord-327810-kquh59ry 110 18 not not RB cord-327810-kquh59ry 110 19 known know VBN cord-327810-kquh59ry 110 20 which which WDT cord-327810-kquh59ry 110 21 data datum NNS cord-327810-kquh59ry 110 22 points point NNS cord-327810-kquh59ry 110 23 refer refer VBP cord-327810-kquh59ry 110 24 to to IN cord-327810-kquh59ry 110 25 inputs input NNS cord-327810-kquh59ry 110 26 and and CC cord-327810-kquh59ry 110 27 which which WDT cord-327810-kquh59ry 110 28 ones one NNS cord-327810-kquh59ry 110 29 refer refer VBP cord-327810-kquh59ry 110 30 to to IN cord-327810-kquh59ry 110 31 outputsfor outputsfor NNP cord-327810-kquh59ry 110 32 instance instance NN cord-327810-kquh59ry 110 33 , , , cord-327810-kquh59ry 110 34 a a DT cord-327810-kquh59ry 110 35 basket basket NN cord-327810-kquh59ry 110 36 of of IN cord-327810-kquh59ry 110 37 items item NNS cord-327810-kquh59ry 110 38 frequently frequently RB cord-327810-kquh59ry 110 39 bought buy VBD cord-327810-kquh59ry 110 40 together together RB cord-327810-kquh59ry 110 41 . . . cord-327810-kquh59ry 111 1 The the DT cord-327810-kquh59ry 111 2 analyst analyst NN cord-327810-kquh59ry 111 3 gives give VBZ cord-327810-kquh59ry 111 4 the the DT cord-327810-kquh59ry 111 5 computer computer NN cord-327810-kquh59ry 111 6 a a DT cord-327810-kquh59ry 111 7 training training NN cord-327810-kquh59ry 111 8 dataset dataset NN cord-327810-kquh59ry 111 9 with with IN cord-327810-kquh59ry 111 10 no no DT cord-327810-kquh59ry 111 11 labels label NNS cord-327810-kquh59ry 111 12 . . . cord-327810-kquh59ry 112 1 The the DT cord-327810-kquh59ry 112 2 algorithm algorithm NN cord-327810-kquh59ry 112 3 's 's POS cord-327810-kquh59ry 112 4 task task NN cord-327810-kquh59ry 112 5 is be VBZ cord-327810-kquh59ry 112 6 to to TO cord-327810-kquh59ry 112 7 find find VB cord-327810-kquh59ry 112 8 the the DT cord-327810-kquh59ry 112 9 best good JJS cord-327810-kquh59ry 112 10 way way NN cord-327810-kquh59ry 112 11 of of IN cord-327810-kquh59ry 112 12 grouping group VBG cord-327810-kquh59ry 112 13 the the DT cord-327810-kquh59ry 112 14 data data NN cord-327810-kquh59ry 112 15 points point NNS cord-327810-kquh59ry 112 16 , , , cord-327810-kquh59ry 112 17 and and CC cord-327810-kquh59ry 112 18 to to TO cord-327810-kquh59ry 112 19 develop develop VB cord-327810-kquh59ry 112 20 rules rule NNS cord-327810-kquh59ry 112 21 for for IN cord-327810-kquh59ry 112 22 how how WRB cord-327810-kquh59ry 112 23 they -PRON- PRP cord-327810-kquh59ry 112 24 may may MD cord-327810-kquh59ry 112 25 be be VB cord-327810-kquh59ry 112 26 related relate VBN cord-327810-kquh59ry 112 27 . . . cord-327810-kquh59ry 113 1 An an DT cord-327810-kquh59ry 113 2 intermediate intermediate JJ cord-327810-kquh59ry 113 3 approach approach NN cord-327810-kquh59ry 113 4 , , , cord-327810-kquh59ry 113 5 reinforced reinforce VBN cord-327810-kquh59ry 113 6 machine machine NN cord-327810-kquh59ry 113 7 learning learning NN cord-327810-kquh59ry 113 8 , , , cord-327810-kquh59ry 113 9 should should MD cord-327810-kquh59ry 113 10 be be VB cord-327810-kquh59ry 113 11 applied apply VBN cord-327810-kquh59ry 113 12 to to IN cord-327810-kquh59ry 113 13 problems problem NNS cord-327810-kquh59ry 113 14 where where WRB cord-327810-kquh59ry 113 15 certain certain JJ cord-327810-kquh59ry 113 16 courses course NNS cord-327810-kquh59ry 113 17 of of IN cord-327810-kquh59ry 113 18 actions action NNS cord-327810-kquh59ry 113 19 produce produce VBP cord-327810-kquh59ry 113 20 better well JJR cord-327810-kquh59ry 113 21 results result NNS cord-327810-kquh59ry 113 22 than than IN cord-327810-kquh59ry 113 23 othersfor othersfor JJ cord-327810-kquh59ry 113 24 instance instance NN cord-327810-kquh59ry 113 25 , , , cord-327810-kquh59ry 113 26 playing play VBG cord-327810-kquh59ry 113 27 a a DT cord-327810-kquh59ry 113 28 game game NN cord-327810-kquh59ry 114 1 ( ( -LRB- cord-327810-kquh59ry 114 2 Mnih Mnih NNP cord-327810-kquh59ry 114 3 et et NNP cord-327810-kquh59ry 114 4 al al NNP cord-327810-kquh59ry 114 5 . . NNP cord-327810-kquh59ry 114 6 , , , cord-327810-kquh59ry 114 7 2013 2013 CD cord-327810-kquh59ry 114 8 ) ) -RRB- cord-327810-kquh59ry 114 9 . . . cord-327810-kquh59ry 115 1 The the DT cord-327810-kquh59ry 115 2 analyst analyst NN cord-327810-kquh59ry 115 3 gives give VBZ cord-327810-kquh59ry 115 4 the the DT cord-327810-kquh59ry 115 5 computer computer NN cord-327810-kquh59ry 115 6 a a DT cord-327810-kquh59ry 115 7 dataset dataset NN cord-327810-kquh59ry 115 8 plus plus CC cord-327810-kquh59ry 115 9 a a DT cord-327810-kquh59ry 115 10 goal goal NN cord-327810-kquh59ry 115 11 , , , cord-327810-kquh59ry 115 12 as as RB cord-327810-kquh59ry 115 13 well well RB cord-327810-kquh59ry 115 14 as as IN cord-327810-kquh59ry 115 15 rewards reward NNS cord-327810-kquh59ry 115 16 ( ( -LRB- cord-327810-kquh59ry 115 17 or or CC cord-327810-kquh59ry 115 18 penalties penalty NNS cord-327810-kquh59ry 115 19 ) ) -RRB- cord-327810-kquh59ry 115 20 for for IN cord-327810-kquh59ry 115 21 the the DT cord-327810-kquh59ry 115 22 actions action NNS cord-327810-kquh59ry 115 23 that that WDT cord-327810-kquh59ry 115 24 it -PRON- PRP cord-327810-kquh59ry 115 25 takes take VBZ cord-327810-kquh59ry 115 26 . . . cord-327810-kquh59ry 116 1 The the DT cord-327810-kquh59ry 116 2 algorithm algorithm NN cord-327810-kquh59ry 116 3 's 's POS cord-327810-kquh59ry 116 4 task task NN cord-327810-kquh59ry 116 5 is be VBZ cord-327810-kquh59ry 116 6 to to TO cord-327810-kquh59ry 116 7 find find VB cord-327810-kquh59ry 116 8 the the DT cord-327810-kquh59ry 116 9 best good JJS cord-327810-kquh59ry 116 10 combination combination NN cord-327810-kquh59ry 116 11 of of IN cord-327810-kquh59ry 116 12 actions action NNS cord-327810-kquh59ry 116 13 to to TO cord-327810-kquh59ry 116 14 attain attain VB cord-327810-kquh59ry 116 15 that that DT cord-327810-kquh59ry 116 16 goal goal NN cord-327810-kquh59ry 116 17 . . . cord-327810-kquh59ry 117 1 To to TO cord-327810-kquh59ry 117 2 achieve achieve VB cord-327810-kquh59ry 117 3 that that DT cord-327810-kquh59ry 117 4 , , , cord-327810-kquh59ry 117 5 the the DT cord-327810-kquh59ry 117 6 algorithm algorithm NN cord-327810-kquh59ry 117 7 sorts sort VBZ cord-327810-kquh59ry 117 8 through through IN cord-327810-kquh59ry 117 9 possible possible JJ cord-327810-kquh59ry 117 10 combinations combination NNS cord-327810-kquh59ry 117 11 of of IN cord-327810-kquh59ry 117 12 data datum NNS cord-327810-kquh59ry 117 13 , , , cord-327810-kquh59ry 117 14 and and CC cord-327810-kquh59ry 117 15 analyses analyse VBZ cord-327810-kquh59ry 117 16 the the DT cord-327810-kquh59ry 117 17 rewards reward NNS cord-327810-kquh59ry 117 18 for for IN cord-327810-kquh59ry 117 19 different different JJ cord-327810-kquh59ry 117 20 combinations combination NNS cord-327810-kquh59ry 117 21 , , , cord-327810-kquh59ry 117 22 to to TO cord-327810-kquh59ry 117 23 find find VB cord-327810-kquh59ry 117 24 the the DT cord-327810-kquh59ry 117 25 patterns pattern NNS cord-327810-kquh59ry 117 26 that that WDT cord-327810-kquh59ry 117 27 maximise maximise VBP cord-327810-kquh59ry 117 28 the the DT cord-327810-kquh59ry 117 29 overall overall JJ cord-327810-kquh59ry 117 30 goal goal NN cord-327810-kquh59ry 117 31 . . . cord-327810-kquh59ry 118 1 The the DT cord-327810-kquh59ry 118 2 choice choice NN cord-327810-kquh59ry 118 3 of of IN cord-327810-kquh59ry 118 4 type type NN cord-327810-kquh59ry 118 5 of of IN cord-327810-kquh59ry 118 6 algorithm algorithm NN cord-327810-kquh59ry 118 7 to to TO cord-327810-kquh59ry 118 8 use use VB cord-327810-kquh59ry 118 9 should should MD cord-327810-kquh59ry 118 10 be be VB cord-327810-kquh59ry 118 11 based base VBN cord-327810-kquh59ry 118 12 on on IN cord-327810-kquh59ry 118 13 fit fit NN cord-327810-kquh59ry 118 14 with with IN cord-327810-kquh59ry 118 15 type type NN cord-327810-kquh59ry 118 16 of of IN cord-327810-kquh59ry 118 17 problem problem NN cord-327810-kquh59ry 118 18 ( ( -LRB- cord-327810-kquh59ry 118 19 Skiena Skiena NNP cord-327810-kquh59ry 118 20 , , , cord-327810-kquh59ry 118 21 2012 2012 CD cord-327810-kquh59ry 118 22 ) ) -RRB- cord-327810-kquh59ry 118 23 . . . cord-327810-kquh59ry 119 1 However however RB cord-327810-kquh59ry 119 2 , , , cord-327810-kquh59ry 119 3 in in IN cord-327810-kquh59ry 119 4 practice practice NN cord-327810-kquh59ry 119 5 , , , cord-327810-kquh59ry 119 6 the the DT cord-327810-kquh59ry 119 7 choice choice NN cord-327810-kquh59ry 119 8 is be VBZ cord-327810-kquh59ry 119 9 often often RB cord-327810-kquh59ry 119 10 determined determine VBN cord-327810-kquh59ry 119 11 by by IN cord-327810-kquh59ry 119 12 pragmatic pragmatic JJ cord-327810-kquh59ry 119 13 reasons reason NNS cord-327810-kquh59ry 119 14 , , , cord-327810-kquh59ry 119 15 such such JJ cord-327810-kquh59ry 119 16 as as IN cord-327810-kquh59ry 119 17 the the DT cord-327810-kquh59ry 119 18 analyst analyst NN cord-327810-kquh59ry 119 19 's 's POS cord-327810-kquh59ry 119 20 skills skill NNS cord-327810-kquh59ry 119 21 , , , cord-327810-kquh59ry 119 22 compatibility compatibility NN cord-327810-kquh59ry 119 23 between between IN cord-327810-kquh59ry 119 24 programming programming NN cord-327810-kquh59ry 119 25 languages language NNS cord-327810-kquh59ry 119 26 ( ( -LRB- cord-327810-kquh59ry 119 27 Calvard Calvard NNP cord-327810-kquh59ry 119 28 , , , cord-327810-kquh59ry 119 29 2016 2016 CD cord-327810-kquh59ry 119 30 ) ) -RRB- cord-327810-kquh59ry 119 31 or or CC cord-327810-kquh59ry 119 32 processing process VBG cord-327810-kquh59ry 119 33 power power NN cord-327810-kquh59ry 119 34 available available JJ cord-327810-kquh59ry 119 35 ( ( -LRB- cord-327810-kquh59ry 119 36 Agarwal Agarwal NNP cord-327810-kquh59ry 119 37 , , , cord-327810-kquh59ry 119 38 2014 2014 CD cord-327810-kquh59ry 119 39 ) ) -RRB- cord-327810-kquh59ry 119 40 . . . cord-327810-kquh59ry 120 1 Data datum NNS cord-327810-kquh59ry 120 2 are be VBP cord-327810-kquh59ry 120 3 integral integral JJ cord-327810-kquh59ry 120 4 to to IN cord-327810-kquh59ry 120 5 the the DT cord-327810-kquh59ry 120 6 development development NN cord-327810-kquh59ry 120 7 of of IN cord-327810-kquh59ry 120 8 machine machine NN cord-327810-kquh59ry 120 9 learning learn VBG cord-327810-kquh59ry 120 10 algorithms algorithm NNS cord-327810-kquh59ry 120 11 and and CC cord-327810-kquh59ry 120 12 , , , cord-327810-kquh59ry 120 13 hence hence RB cord-327810-kquh59ry 120 14 , , , cord-327810-kquh59ry 120 15 to to IN cord-327810-kquh59ry 120 16 the the DT cord-327810-kquh59ry 120 17 system system NN cord-327810-kquh59ry 120 18 's 's POS cord-327810-kquh59ry 120 19 performance performance NN cord-327810-kquh59ry 120 20 . . . cord-327810-kquh59ry 121 1 Without without IN cord-327810-kquh59ry 121 2 data datum NNS cord-327810-kquh59ry 121 3 , , , cord-327810-kquh59ry 121 4 algorithms algorithm NNS cord-327810-kquh59ry 121 5 have have VBP cord-327810-kquh59ry 121 6 been be VBN cord-327810-kquh59ry 121 7 described describe VBN cord-327810-kquh59ry 121 8 as as IN cord-327810-kquh59ry 121 9 mathematical mathematical JJ cord-327810-kquh59ry 121 10 fiction fiction NN cord-327810-kquh59ry 121 11 ( ( -LRB- cord-327810-kquh59ry 121 12 Constantiou Constantiou NNP cord-327810-kquh59ry 121 13 & & CC cord-327810-kquh59ry 121 14 Kallinikos Kallinikos NNP cord-327810-kquh59ry 121 15 , , , cord-327810-kquh59ry 121 16 2015 2015 CD cord-327810-kquh59ry 121 17 ) ) -RRB- cord-327810-kquh59ry 121 18 . . . cord-327810-kquh59ry 122 1 Depending depend VBG cord-327810-kquh59ry 122 2 on on IN cord-327810-kquh59ry 122 3 the the DT cord-327810-kquh59ry 122 4 technical technical JJ cord-327810-kquh59ry 122 5 characteristics characteristic NNS cord-327810-kquh59ry 122 6 of of IN cord-327810-kquh59ry 122 7 the the DT cord-327810-kquh59ry 122 8 system system NN cord-327810-kquh59ry 122 9 , , , cord-327810-kquh59ry 122 10 this this DT cord-327810-kquh59ry 122 11 may may MD cord-327810-kquh59ry 122 12 be be VB cord-327810-kquh59ry 122 13 only only RB cord-327810-kquh59ry 122 14 structured structured JJ cord-327810-kquh59ry 122 15 data datum NNS cord-327810-kquh59ry 122 16 ( ( -LRB- cord-327810-kquh59ry 122 17 namely namely RB cord-327810-kquh59ry 122 18 numeric numeric JJ cord-327810-kquh59ry 122 19 data datum NNS cord-327810-kquh59ry 122 20 ) ) -RRB- cord-327810-kquh59ry 122 21 , , , cord-327810-kquh59ry 122 22 or or CC cord-327810-kquh59ry 122 23 also also RB cord-327810-kquh59ry 122 24 include include VBP cord-327810-kquh59ry 122 25 unstructured unstructured JJ cord-327810-kquh59ry 122 26 data datum NNS cord-327810-kquh59ry 122 27 such such JJ cord-327810-kquh59ry 122 28 as as IN cord-327810-kquh59ry 122 29 images image NNS cord-327810-kquh59ry 122 30 or or CC cord-327810-kquh59ry 122 31 voice voice NN cord-327810-kquh59ry 122 32 ( ( -LRB- cord-327810-kquh59ry 122 33 Paschen Paschen NNP cord-327810-kquh59ry 122 34 , , , cord-327810-kquh59ry 122 35 Pitt Pitt NNP cord-327810-kquh59ry 122 36 , , , cord-327810-kquh59ry 122 37 & & CC cord-327810-kquh59ry 122 38 Kietzmann Kietzmann NNP cord-327810-kquh59ry 122 39 , , , cord-327810-kquh59ry 122 40 2020 2020 CD cord-327810-kquh59ry 122 41 ) ) -RRB- cord-327810-kquh59ry 122 42 . . . cord-327810-kquh59ry 123 1 Datasets dataset NNS cord-327810-kquh59ry 123 2 may may MD cord-327810-kquh59ry 123 3 be be VB cord-327810-kquh59ry 123 4 collated collate VBN cord-327810-kquh59ry 123 5 from from IN cord-327810-kquh59ry 123 6 historical historical JJ cord-327810-kquh59ry 123 7 databases database NNS cord-327810-kquh59ry 123 8 , , , cord-327810-kquh59ry 123 9 such such JJ cord-327810-kquh59ry 123 10 as as IN cord-327810-kquh59ry 123 11 shipping shipping NN cord-327810-kquh59ry 123 12 addresses address NNS cord-327810-kquh59ry 123 13 or or CC cord-327810-kquh59ry 123 14 the the DT cord-327810-kquh59ry 123 15 type type NN cord-327810-kquh59ry 123 16 of of IN cord-327810-kquh59ry 123 17 IP ip NN cord-327810-kquh59ry 123 18 connection connection NN cord-327810-kquh59ry 123 19 used use VBN cord-327810-kquh59ry 123 20 ( ( -LRB- cord-327810-kquh59ry 123 21 O'Hear O'Hear NNP cord-327810-kquh59ry 123 22 , , , cord-327810-kquh59ry 123 23 2016 2016 CD cord-327810-kquh59ry 123 24 ) ) -RRB- cord-327810-kquh59ry 123 25 ; ; : cord-327810-kquh59ry 123 26 real real JJ cord-327810-kquh59ry 123 27 time time NN cord-327810-kquh59ry 123 28 data datum NNS cord-327810-kquh59ry 123 29 , , , cord-327810-kquh59ry 123 30 collected collect VBN cord-327810-kquh59ry 123 31 via via IN cord-327810-kquh59ry 123 32 physical physical JJ cord-327810-kquh59ry 123 33 sensors sensor NNS cord-327810-kquh59ry 123 34 or or CC cord-327810-kquh59ry 123 35 online online JJ cord-327810-kquh59ry 123 36 tracking tracking NN cord-327810-kquh59ry 123 37 ; ; : cord-327810-kquh59ry 123 38 or or CC cord-327810-kquh59ry 123 39 knowledge knowledge NN cord-327810-kquh59ry 123 40 data datum NNS cord-327810-kquh59ry 123 41 , , , cord-327810-kquh59ry 123 42 such such JJ cord-327810-kquh59ry 123 43 as as IN cord-327810-kquh59ry 123 44 whether whether IN cord-327810-kquh59ry 123 45 previous previous JJ cord-327810-kquh59ry 123 46 product product NN cord-327810-kquh59ry 123 47 recommendations recommendation NNS cord-327810-kquh59ry 123 48 were be VBD cord-327810-kquh59ry 123 49 accepted accept VBN cord-327810-kquh59ry 123 50 or or CC cord-327810-kquh59ry 123 51 rejected reject VBN cord-327810-kquh59ry 123 52 . . . cord-327810-kquh59ry 124 1 Moreover moreover RB cord-327810-kquh59ry 124 2 , , , cord-327810-kquh59ry 124 3 data datum NNS cord-327810-kquh59ry 124 4 can can MD cord-327810-kquh59ry 124 5 be be VB cord-327810-kquh59ry 124 6 sourced source VBN cord-327810-kquh59ry 124 7 internally internally RB cord-327810-kquh59ry 124 8 or or CC cord-327810-kquh59ry 124 9 externally externally RB cord-327810-kquh59ry 124 10 . . . cord-327810-kquh59ry 125 1 The the DT cord-327810-kquh59ry 125 2 choice choice NN cord-327810-kquh59ry 125 3 of of IN cord-327810-kquh59ry 125 4 which which WDT cord-327810-kquh59ry 125 5 type type NN cord-327810-kquh59ry 125 6 of of IN cord-327810-kquh59ry 125 7 data datum NNS cord-327810-kquh59ry 125 8 to to TO cord-327810-kquh59ry 125 9 use use VB cord-327810-kquh59ry 125 10 , , , cord-327810-kquh59ry 125 11 or or CC cord-327810-kquh59ry 125 12 how how WRB cord-327810-kquh59ry 125 13 much much JJ cord-327810-kquh59ry 125 14 data datum NNS cord-327810-kquh59ry 125 15 , , , cord-327810-kquh59ry 125 16 is be VBZ cord-327810-kquh59ry 125 17 often often RB cord-327810-kquh59ry 125 18 constrained constrain VBN cord-327810-kquh59ry 125 19 by by IN cord-327810-kquh59ry 125 20 the the DT cord-327810-kquh59ry 125 21 need need NN cord-327810-kquh59ry 125 22 for for IN cord-327810-kquh59ry 125 23 compatibility compatibility NN cord-327810-kquh59ry 125 24 between between IN cord-327810-kquh59ry 125 25 the the DT cord-327810-kquh59ry 125 26 different different JJ cord-327810-kquh59ry 125 27 elements element NNS cord-327810-kquh59ry 125 28 of of IN cord-327810-kquh59ry 125 29 the the DT cord-327810-kquh59ry 125 30 AI AI NNP cord-327810-kquh59ry 125 31 solution solution NN cord-327810-kquh59ry 125 32 . . . cord-327810-kquh59ry 126 1 Standardisation standardisation NN cord-327810-kquh59ry 126 2 increases increase VBZ cord-327810-kquh59ry 126 3 the the DT cord-327810-kquh59ry 126 4 ability ability NN cord-327810-kquh59ry 126 5 to to TO cord-327810-kquh59ry 126 6 use use VB cord-327810-kquh59ry 126 7 multiple multiple JJ cord-327810-kquh59ry 126 8 data datum NNS cord-327810-kquh59ry 126 9 sources source NNS cord-327810-kquh59ry 126 10 , , , cord-327810-kquh59ry 126 11 but but CC cord-327810-kquh59ry 126 12 also also RB cord-327810-kquh59ry 126 13 reduces reduce VBZ cord-327810-kquh59ry 126 14 the the DT cord-327810-kquh59ry 126 15 system system NN cord-327810-kquh59ry 126 16 's 's POS cord-327810-kquh59ry 126 17 flexibility flexibility NN cord-327810-kquh59ry 126 18 and and CC cord-327810-kquh59ry 126 19 limits limit VBZ cord-327810-kquh59ry 126 20 its -PRON- PRP$ cord-327810-kquh59ry 126 21 contextual contextual JJ cord-327810-kquh59ry 126 22 richness richness NN cord-327810-kquh59ry 126 23 ( ( -LRB- cord-327810-kquh59ry 126 24 Alaimo Alaimo NNP cord-327810-kquh59ry 126 25 & & CC cord-327810-kquh59ry 126 26 Kallinikos Kallinikos NNP cord-327810-kquh59ry 126 27 , , , cord-327810-kquh59ry 126 28 2017 2017 CD cord-327810-kquh59ry 126 29 ) ) -RRB- cord-327810-kquh59ry 126 30 . . . cord-327810-kquh59ry 127 1 Another another DT cord-327810-kquh59ry 127 2 important important JJ cord-327810-kquh59ry 127 3 issue issue NN cord-327810-kquh59ry 127 4 concerns concern VBZ cord-327810-kquh59ry 127 5 the the DT cord-327810-kquh59ry 127 6 quality quality NN cord-327810-kquh59ry 127 7 of of IN cord-327810-kquh59ry 127 8 the the DT cord-327810-kquh59ry 127 9 training training NN cord-327810-kquh59ry 127 10 data datum NNS cord-327810-kquh59ry 127 11 set set VBN cord-327810-kquh59ry 127 12 , , , cord-327810-kquh59ry 127 13 namely namely RB cord-327810-kquh59ry 127 14 how how WRB cord-327810-kquh59ry 127 15 the the DT cord-327810-kquh59ry 127 16 data datum NNS cord-327810-kquh59ry 127 17 were be VBD cord-327810-kquh59ry 127 18 collected collect VBN cord-327810-kquh59ry 127 19 , , , cord-327810-kquh59ry 127 20 their -PRON- PRP$ cord-327810-kquh59ry 127 21 recency recency NN cord-327810-kquh59ry 127 22 and and CC cord-327810-kquh59ry 127 23 whether whether IN cord-327810-kquh59ry 127 24 they -PRON- PRP cord-327810-kquh59ry 127 25 are be VBP cord-327810-kquh59ry 127 26 representative representative JJ cord-327810-kquh59ry 127 27 of of IN cord-327810-kquh59ry 127 28 the the DT cord-327810-kquh59ry 127 29 population population NN cord-327810-kquh59ry 127 30 at at IN cord-327810-kquh59ry 127 31 large large JJ cord-327810-kquh59ry 127 32 ( ( -LRB- cord-327810-kquh59ry 127 33 Hudson Hudson NNP cord-327810-kquh59ry 127 34 , , , cord-327810-kquh59ry 127 35 2017 2017 CD cord-327810-kquh59ry 127 36 ) ) -RRB- cord-327810-kquh59ry 127 37 . . . cord-327810-kquh59ry 128 1 This this DT cord-327810-kquh59ry 128 2 problem problem NN cord-327810-kquh59ry 128 3 is be VBZ cord-327810-kquh59ry 128 4 particularly particularly RB cord-327810-kquh59ry 128 5 relevant relevant JJ cord-327810-kquh59ry 128 6 in in IN cord-327810-kquh59ry 128 7 the the DT cord-327810-kquh59ry 128 8 case case NN cord-327810-kquh59ry 128 9 of of IN cord-327810-kquh59ry 128 10 external external JJ cord-327810-kquh59ry 128 11 data datum NNS cord-327810-kquh59ry 128 12 , , , cord-327810-kquh59ry 128 13 when when WRB cord-327810-kquh59ry 128 14 firms firm NNS cord-327810-kquh59ry 128 15 are be VBP cord-327810-kquh59ry 128 16 unable unable JJ cord-327810-kquh59ry 128 17 to to TO cord-327810-kquh59ry 128 18 access access VB cord-327810-kquh59ry 128 19 and and CC cord-327810-kquh59ry 128 20 assess assess VB cord-327810-kquh59ry 128 21 the the DT cord-327810-kquh59ry 128 22 underlying underlie VBG cord-327810-kquh59ry 128 23 assumptions assumption NNS cord-327810-kquh59ry 128 24 and and CC cord-327810-kquh59ry 128 25 data datum NNS cord-327810-kquh59ry 128 26 sources source NNS cord-327810-kquh59ry 128 27 ( ( -LRB- cord-327810-kquh59ry 128 28 Khan Khan NNP cord-327810-kquh59ry 128 29 , , , cord-327810-kquh59ry 128 30 Gadalla Gadalla NNP cord-327810-kquh59ry 128 31 , , , cord-327810-kquh59ry 128 32 Mitchell Mitchell NNP cord-327810-kquh59ry 128 33 - - HYPH cord-327810-kquh59ry 128 34 Keller Keller NNP cord-327810-kquh59ry 128 35 , , , cord-327810-kquh59ry 128 36 & & CC cord-327810-kquh59ry 128 37 Goldberg Goldberg NNP cord-327810-kquh59ry 128 38 , , , cord-327810-kquh59ry 128 39 2016 2016 CD cord-327810-kquh59ry 128 40 ) ) -RRB- cord-327810-kquh59ry 128 41 . . . cord-327810-kquh59ry 129 1 Once once IN cord-327810-kquh59ry 129 2 data datum NNS cord-327810-kquh59ry 129 3 have have VBP cord-327810-kquh59ry 129 4 been be VBN cord-327810-kquh59ry 129 5 processed process VBN cord-327810-kquh59ry 129 6 through through IN cord-327810-kquh59ry 129 7 the the DT cord-327810-kquh59ry 129 8 machine machine NN cord-327810-kquh59ry 129 9 learning learning NN cord-327810-kquh59ry 129 10 algorithm algorithm NN cord-327810-kquh59ry 129 11 , , , cord-327810-kquh59ry 129 12 the the DT cord-327810-kquh59ry 129 13 system system NN cord-327810-kquh59ry 129 14 produces produce VBZ cord-327810-kquh59ry 129 15 an an DT cord-327810-kquh59ry 129 16 output output NN cord-327810-kquh59ry 129 17 , , , cord-327810-kquh59ry 129 18 which which WDT cord-327810-kquh59ry 129 19 may may MD cord-327810-kquh59ry 129 20 vary vary VB cord-327810-kquh59ry 129 21 in in IN cord-327810-kquh59ry 129 22 terms term NNS cord-327810-kquh59ry 129 23 of of IN cord-327810-kquh59ry 129 24 type type NN cord-327810-kquh59ry 129 25 and and CC cord-327810-kquh59ry 129 26 autonomy autonomy NN cord-327810-kquh59ry 129 27 from from IN cord-327810-kquh59ry 129 28 human human JJ cord-327810-kquh59ry 129 29 intervention intervention NN cord-327810-kquh59ry 130 1 ( ( -LRB- cord-327810-kquh59ry 130 2 Canhoto Canhoto NNP cord-327810-kquh59ry 130 3 & & CC cord-327810-kquh59ry 130 4 Clear Clear NNP cord-327810-kquh59ry 130 5 , , , cord-327810-kquh59ry 130 6 2020 2020 CD cord-327810-kquh59ry 130 7 ) ) -RRB- cord-327810-kquh59ry 130 8 . . . cord-327810-kquh59ry 131 1 The the DT cord-327810-kquh59ry 131 2 examples example NNS cord-327810-kquh59ry 131 3 of of IN cord-327810-kquh59ry 131 4 machine machine NN cord-327810-kquh59ry 131 5 learning learning NN cord-327810-kquh59ry 131 6 that that WDT cord-327810-kquh59ry 131 7 tend tend VBP cord-327810-kquh59ry 131 8 to to TO cord-327810-kquh59ry 131 9 be be VB cord-327810-kquh59ry 131 10 featured feature VBN cord-327810-kquh59ry 131 11 in in IN cord-327810-kquh59ry 131 12 the the DT cord-327810-kquh59ry 131 13 media medium NNS cord-327810-kquh59ry 131 14 are be VBP cord-327810-kquh59ry 131 15 those those DT cord-327810-kquh59ry 131 16 where where WRB cord-327810-kquh59ry 131 17 the the DT cord-327810-kquh59ry 131 18 system system NN cord-327810-kquh59ry 131 19 has have VBZ cord-327810-kquh59ry 131 20 autonomy autonomy NN cord-327810-kquh59ry 131 21 to to TO cord-327810-kquh59ry 131 22 act act VB cord-327810-kquh59ry 131 23 on on IN cord-327810-kquh59ry 131 24 the the DT cord-327810-kquh59ry 131 25 basis basis NN cord-327810-kquh59ry 131 26 of of IN cord-327810-kquh59ry 131 27 the the DT cord-327810-kquh59ry 131 28 results result NNS cord-327810-kquh59ry 131 29 of of IN cord-327810-kquh59ry 131 30 the the DT cord-327810-kquh59ry 131 31 computational computational JJ cord-327810-kquh59ry 131 32 processsuch processsuch NN cord-327810-kquh59ry 131 33 as as IN cord-327810-kquh59ry 131 34 steering steer VBG cord-327810-kquh59ry 131 35 a a DT cord-327810-kquh59ry 131 36 car car NN cord-327810-kquh59ry 131 37 without without IN cord-327810-kquh59ry 131 38 human human JJ cord-327810-kquh59ry 131 39 intervention intervention NN cord-327810-kquh59ry 131 40 ( ( -LRB- cord-327810-kquh59ry 131 41 Goodall Goodall NNP cord-327810-kquh59ry 131 42 , , , cord-327810-kquh59ry 131 43 2016 2016 CD cord-327810-kquh59ry 131 44 ) ) -RRB- cord-327810-kquh59ry 131 45 . . . cord-327810-kquh59ry 132 1 However however RB cord-327810-kquh59ry 132 2 , , , cord-327810-kquh59ry 132 3 the the DT cord-327810-kquh59ry 132 4 system system NN cord-327810-kquh59ry 132 5 's 's POS cord-327810-kquh59ry 132 6 output output NN cord-327810-kquh59ry 132 7 could could MD cord-327810-kquh59ry 132 8 be be VB cord-327810-kquh59ry 132 9 something something NN cord-327810-kquh59ry 132 10 as as RB cord-327810-kquh59ry 132 11 simple simple JJ cord-327810-kquh59ry 132 12 as as IN cord-327810-kquh59ry 132 13 a a DT cord-327810-kquh59ry 132 14 score score NN cord-327810-kquh59ry 132 15 , , , cord-327810-kquh59ry 132 16 with with IN cord-327810-kquh59ry 132 17 no no DT cord-327810-kquh59ry 132 18 performative performative JJ cord-327810-kquh59ry 132 19 value value NN cord-327810-kquh59ry 132 20 until until IN cord-327810-kquh59ry 132 21 an an DT cord-327810-kquh59ry 132 22 analyst analyst NN cord-327810-kquh59ry 132 23 acts act VBZ cord-327810-kquh59ry 132 24 on on IN cord-327810-kquh59ry 132 25 it -PRON- PRP cord-327810-kquh59ry 132 26 ( ( -LRB- cord-327810-kquh59ry 132 27 e.g. e.g. RB cord-327810-kquh59ry 132 28 Elkins Elkins NNP cord-327810-kquh59ry 132 29 , , , cord-327810-kquh59ry 132 30 Dunbar Dunbar NNP cord-327810-kquh59ry 132 31 , , , cord-327810-kquh59ry 132 32 Adame Adame NNP cord-327810-kquh59ry 132 33 , , , cord-327810-kquh59ry 132 34 & & CC cord-327810-kquh59ry 132 35 Nunamaker Nunamaker NNP cord-327810-kquh59ry 132 36 , , , cord-327810-kquh59ry 132 37 2013 2013 CD cord-327810-kquh59ry 132 38 ) ) -RRB- cord-327810-kquh59ry 132 39 . . . cord-327810-kquh59ry 133 1 The the DT cord-327810-kquh59ry 133 2 output output NN cord-327810-kquh59ry 133 3 can can MD cord-327810-kquh59ry 133 4 also also RB cord-327810-kquh59ry 133 5 be be VB cord-327810-kquh59ry 133 6 re re VBN cord-327810-kquh59ry 133 7 - - VBN cord-327810-kquh59ry 133 8 entered enter VBN cord-327810-kquh59ry 133 9 into into IN cord-327810-kquh59ry 133 10 the the DT cord-327810-kquh59ry 133 11 training training NN cord-327810-kquh59ry 133 12 data datum NNS cord-327810-kquh59ry 133 13 set set VBN cord-327810-kquh59ry 133 14 , , , cord-327810-kquh59ry 133 15 to to TO cord-327810-kquh59ry 133 16 further far RBR cord-327810-kquh59ry 133 17 the the DT cord-327810-kquh59ry 133 18 algorithm algorithm NN cord-327810-kquh59ry 133 19 's 's POS cord-327810-kquh59ry 133 20 development development NN cord-327810-kquh59ry 133 21 . . . cord-327810-kquh59ry 134 1 For for IN cord-327810-kquh59ry 134 2 instance instance NN cord-327810-kquh59ry 134 3 , , , cord-327810-kquh59ry 134 4 AlphaGo AlphaGo NNP cord-327810-kquh59ry 134 5 Zero Zero NNP cord-327810-kquh59ry 134 6 has have VBZ cord-327810-kquh59ry 134 7 mastered master VBN cord-327810-kquh59ry 134 8 the the DT cord-327810-kquh59ry 134 9 board board NN cord-327810-kquh59ry 134 10 game game NN cord-327810-kquh59ry 134 11 Go go VB cord-327810-kquh59ry 134 12 by by IN cord-327810-kquh59ry 134 13 playing play VBG cord-327810-kquh59ry 134 14 against against IN cord-327810-kquh59ry 134 15 itself -PRON- PRP cord-327810-kquh59ry 134 16 over over RB cord-327810-kquh59ry 134 17 and and CC cord-327810-kquh59ry 134 18 over over RB cord-327810-kquh59ry 134 19 again again RB cord-327810-kquh59ry 135 1 ( ( -LRB- cord-327810-kquh59ry 135 2 Silver Silver NNP cord-327810-kquh59ry 135 3 et et NNP cord-327810-kquh59ry 135 4 al al NNP cord-327810-kquh59ry 135 5 . . NNP cord-327810-kquh59ry 135 6 , , , cord-327810-kquh59ry 135 7 2017 2017 CD cord-327810-kquh59ry 135 8 ) ) -RRB- cord-327810-kquh59ry 135 9 . . . cord-327810-kquh59ry 136 1 This this DT cord-327810-kquh59ry 136 2 means mean VBZ cord-327810-kquh59ry 136 3 that that IN cord-327810-kquh59ry 136 4 machine machine NN cord-327810-kquh59ry 136 5 learning learning NN cord-327810-kquh59ry 136 6 algorithms algorithm NNS cord-327810-kquh59ry 136 7 have have VBP cord-327810-kquh59ry 136 8 the the DT cord-327810-kquh59ry 136 9 capacity capacity NN cord-327810-kquh59ry 136 10 to to TO cord-327810-kquh59ry 136 11 learn learn VB cord-327810-kquh59ry 136 12 over over IN cord-327810-kquh59ry 136 13 time time NN cord-327810-kquh59ry 136 14 , , , cord-327810-kquh59ry 136 15 and and CC cord-327810-kquh59ry 136 16 to to TO cord-327810-kquh59ry 136 17 adapt adapt VB cord-327810-kquh59ry 136 18 to to IN cord-327810-kquh59ry 136 19 changes change NNS cord-327810-kquh59ry 136 20 in in IN cord-327810-kquh59ry 136 21 the the DT cord-327810-kquh59ry 136 22 environment environment NN cord-327810-kquh59ry 136 23 ( ( -LRB- cord-327810-kquh59ry 136 24 Russell Russell NNP cord-327810-kquh59ry 136 25 & & CC cord-327810-kquh59ry 136 26 Norvig Norvig NNP cord-327810-kquh59ry 136 27 , , , cord-327810-kquh59ry 136 28 2016 2016 CD cord-327810-kquh59ry 136 29 ) ) -RRB- cord-327810-kquh59ry 136 30 . . . cord-327810-kquh59ry 137 1 However however RB cord-327810-kquh59ry 137 2 , , , cord-327810-kquh59ry 137 3 it -PRON- PRP cord-327810-kquh59ry 137 4 also also RB cord-327810-kquh59ry 137 5 means mean VBZ cord-327810-kquh59ry 137 6 that that IN cord-327810-kquh59ry 137 7 machine machine NN cord-327810-kquh59ry 137 8 learning learning NN cord-327810-kquh59ry 137 9 can can MD cord-327810-kquh59ry 137 10 create create VB cord-327810-kquh59ry 137 11 self self NN cord-327810-kquh59ry 137 12 - - HYPH cord-327810-kquh59ry 137 13 reinforcing reinforce VBG cord-327810-kquh59ry 137 14 feedback feedback NN cord-327810-kquh59ry 137 15 loops loop NNS cord-327810-kquh59ry 137 16 , , , cord-327810-kquh59ry 137 17 quickly quickly RB cord-327810-kquh59ry 137 18 becoming become VBG cord-327810-kquh59ry 137 19 so so RB cord-327810-kquh59ry 137 20 complex complex JJ cord-327810-kquh59ry 137 21 that that DT cord-327810-kquh59ry 137 22 analysis analysis NN cord-327810-kquh59ry 137 23 can can MD cord-327810-kquh59ry 137 24 no no RB cord-327810-kquh59ry 137 25 longer longer RB cord-327810-kquh59ry 137 26 explain explain VB cord-327810-kquh59ry 137 27 how how WRB cord-327810-kquh59ry 137 28 they -PRON- PRP cord-327810-kquh59ry 137 29 work work VBP cord-327810-kquh59ry 137 30 . . . cord-327810-kquh59ry 138 1 An an DT cord-327810-kquh59ry 138 2 example example NN cord-327810-kquh59ry 138 3 was be VBD cord-327810-kquh59ry 138 4 Facebook Facebook NNP cord-327810-kquh59ry 138 5 's 's POS cord-327810-kquh59ry 138 6 AI AI NNP cord-327810-kquh59ry 138 7 negotiation negotiation NN cord-327810-kquh59ry 138 8 bots bot NNS cord-327810-kquh59ry 138 9 , , , cord-327810-kquh59ry 138 10 which which WDT cord-327810-kquh59ry 138 11 developed develop VBD cord-327810-kquh59ry 138 12 their -PRON- PRP$ cord-327810-kquh59ry 138 13 own own JJ cord-327810-kquh59ry 138 14 , , , cord-327810-kquh59ry 138 15 incomprehensible incomprehensible JJ cord-327810-kquh59ry 138 16 - - HYPH cord-327810-kquh59ry 138 17 to to IN cord-327810-kquh59ry 138 18 - - HYPH cord-327810-kquh59ry 138 19 humans human NNS cord-327810-kquh59ry 138 20 , , , cord-327810-kquh59ry 138 21 language language NN cord-327810-kquh59ry 138 22 ( ( -LRB- cord-327810-kquh59ry 138 23 Lewis Lewis NNP cord-327810-kquh59ry 138 24 , , , cord-327810-kquh59ry 138 25 Yarats Yarats NNP cord-327810-kquh59ry 138 26 , , , cord-327810-kquh59ry 138 27 Dauphin Dauphin NNP cord-327810-kquh59ry 138 28 , , , cord-327810-kquh59ry 138 29 Parikh Parikh NNP cord-327810-kquh59ry 138 30 , , , cord-327810-kquh59ry 138 31 & & CC cord-327810-kquh59ry 138 32 Batra Batra NNP cord-327810-kquh59ry 138 33 , , , cord-327810-kquh59ry 138 34 2017 2017 CD cord-327810-kquh59ry 138 35 ) ) -RRB- cord-327810-kquh59ry 138 36 . . . cord-327810-kquh59ry 139 1 Self self NN cord-327810-kquh59ry 139 2 - - HYPH cord-327810-kquh59ry 139 3 reinforcing reinforce VBG cord-327810-kquh59ry 139 4 loops loop NNS cord-327810-kquh59ry 139 5 can can MD cord-327810-kquh59ry 139 6 also also RB cord-327810-kquh59ry 139 7 spread spread VB cord-327810-kquh59ry 139 8 biases bias NNS cord-327810-kquh59ry 139 9 and and CC cord-327810-kquh59ry 139 10 mistakes mistake NNS cord-327810-kquh59ry 139 11 . . . cord-327810-kquh59ry 140 1 For for IN cord-327810-kquh59ry 140 2 example example NN cord-327810-kquh59ry 140 3 , , , cord-327810-kquh59ry 140 4 AI ai NN cord-327810-kquh59ry 140 5 - - HYPH cord-327810-kquh59ry 140 6 powered power VBN cord-327810-kquh59ry 140 7 bots bot NNS cord-327810-kquh59ry 140 8 that that WDT cord-327810-kquh59ry 140 9 automatically automatically RB cord-327810-kquh59ry 140 10 aggregate aggregate VBP cord-327810-kquh59ry 140 11 news news NN cord-327810-kquh59ry 140 12 feeds feed NNS cord-327810-kquh59ry 140 13 ' ' '' cord-327810-kquh59ry 140 14 content content NN cord-327810-kquh59ry 140 15 can can MD cord-327810-kquh59ry 140 16 spread spread VB cord-327810-kquh59ry 140 17 unverified unverified JJ cord-327810-kquh59ry 140 18 information information NN cord-327810-kquh59ry 140 19 and and CC cord-327810-kquh59ry 140 20 rumours rumour NNS cord-327810-kquh59ry 140 21 ( ( -LRB- cord-327810-kquh59ry 140 22 Ferrara Ferrara NNP cord-327810-kquh59ry 140 23 , , , cord-327810-kquh59ry 140 24 Varol Varol NNP cord-327810-kquh59ry 140 25 , , , cord-327810-kquh59ry 140 26 Davis Davis NNP cord-327810-kquh59ry 140 27 , , , cord-327810-kquh59ry 140 28 Menczer Menczer NNP cord-327810-kquh59ry 140 29 , , , cord-327810-kquh59ry 140 30 & & CC cord-327810-kquh59ry 140 31 Flammini Flammini NNP cord-327810-kquh59ry 140 32 , , , cord-327810-kquh59ry 140 33 2014 2014 CD cord-327810-kquh59ry 140 34 ) ) -RRB- cord-327810-kquh59ry 140 35 , , , cord-327810-kquh59ry 140 36 while while IN cord-327810-kquh59ry 140 37 automatic automatic JJ cord-327810-kquh59ry 140 38 trading trading NN cord-327810-kquh59ry 140 39 algorithms algorithm NNS cord-327810-kquh59ry 140 40 have have VBP cord-327810-kquh59ry 140 41 been be VBN cord-327810-kquh59ry 140 42 blamed blame VBN cord-327810-kquh59ry 140 43 for for IN cord-327810-kquh59ry 140 44 creating create VBG cord-327810-kquh59ry 140 45 flash flash NN cord-327810-kquh59ry 140 46 crashes crash NNS cord-327810-kquh59ry 140 47 in in IN cord-327810-kquh59ry 140 48 the the DT cord-327810-kquh59ry 140 49 U. U. NNP cord-327810-kquh59ry 140 50 S. S. NNP cord-327810-kquh59ry 140 51 stock stock NN cord-327810-kquh59ry 140 52 market market NN cord-327810-kquh59ry 140 53 ( ( -LRB- cord-327810-kquh59ry 140 54 Varol Varol NNP cord-327810-kquh59ry 140 55 , , , cord-327810-kquh59ry 140 56 Ferrara Ferrara NNP cord-327810-kquh59ry 140 57 , , , cord-327810-kquh59ry 140 58 Davis Davis NNP cord-327810-kquh59ry 140 59 , , , cord-327810-kquh59ry 140 60 Menczer Menczer NNP cord-327810-kquh59ry 140 61 , , , cord-327810-kquh59ry 140 62 & & CC cord-327810-kquh59ry 140 63 Flammini Flammini NNP cord-327810-kquh59ry 140 64 , , , cord-327810-kquh59ry 140 65 2017 2017 CD cord-327810-kquh59ry 140 66 ) ) -RRB- cord-327810-kquh59ry 140 67 . . . cord-327810-kquh59ry 141 1 This this DT cord-327810-kquh59ry 141 2 problem problem NN cord-327810-kquh59ry 141 3 is be VBZ cord-327810-kquh59ry 141 4 particularly particularly RB cord-327810-kquh59ry 141 5 relevant relevant JJ cord-327810-kquh59ry 141 6 in in IN cord-327810-kquh59ry 141 7 the the DT cord-327810-kquh59ry 141 8 case case NN cord-327810-kquh59ry 141 9 of of IN cord-327810-kquh59ry 141 10 predictive predictive JJ cord-327810-kquh59ry 141 11 analytics analytic NNS cord-327810-kquh59ry 141 12 , , , cord-327810-kquh59ry 141 13 where where WRB cord-327810-kquh59ry 141 14 analysts analyst NNS cord-327810-kquh59ry 141 15 are be VBP cord-327810-kquh59ry 141 16 unable unable JJ cord-327810-kquh59ry 141 17 to to TO cord-327810-kquh59ry 141 18 assess assess VB cord-327810-kquh59ry 141 19 the the DT cord-327810-kquh59ry 141 20 quality quality NN cord-327810-kquh59ry 141 21 of of IN cord-327810-kquh59ry 141 22 the the DT cord-327810-kquh59ry 141 23 output output NN cord-327810-kquh59ry 141 24 prior prior RB cord-327810-kquh59ry 141 25 to to IN cord-327810-kquh59ry 141 26 implementation implementation NN cord-327810-kquh59ry 141 27 and and CC cord-327810-kquh59ry 141 28 scaling scaling NN cord-327810-kquh59ry 141 29 ( ( -LRB- cord-327810-kquh59ry 141 30 Mittelstadt Mittelstadt NNP cord-327810-kquh59ry 141 31 , , , cord-327810-kquh59ry 141 32 Allo Allo NNP cord-327810-kquh59ry 141 33 , , , cord-327810-kquh59ry 141 34 Taddeo Taddeo NNP cord-327810-kquh59ry 141 35 , , , cord-327810-kquh59ry 141 36 Wachter Wachter NNP cord-327810-kquh59ry 141 37 , , , cord-327810-kquh59ry 141 38 & & CC cord-327810-kquh59ry 141 39 Floridi Floridi NNP cord-327810-kquh59ry 141 40 , , , cord-327810-kquh59ry 141 41 2016 2016 CD cord-327810-kquh59ry 141 42 ) ) -RRB- cord-327810-kquh59ry 141 43 . . . cord-327810-kquh59ry 142 1 AI AI NNP cord-327810-kquh59ry 142 2 and and CC cord-327810-kquh59ry 142 3 machine machine NN cord-327810-kquh59ry 142 4 learning learning NN cord-327810-kquh59ry 142 5 can can MD cord-327810-kquh59ry 142 6 be be VB cord-327810-kquh59ry 142 7 deployed deploy VBN cord-327810-kquh59ry 142 8 to to TO cord-327810-kquh59ry 142 9 perform perform VB cord-327810-kquh59ry 142 10 mechanical mechanical JJ cord-327810-kquh59ry 142 11 , , , cord-327810-kquh59ry 142 12 analytical analytical JJ cord-327810-kquh59ry 142 13 , , , cord-327810-kquh59ry 142 14 intuitive intuitive JJ cord-327810-kquh59ry 142 15 or or CC cord-327810-kquh59ry 142 16 even even RB cord-327810-kquh59ry 142 17 empathetic empathetic JJ cord-327810-kquh59ry 142 18 tasks task NNS cord-327810-kquh59ry 142 19 , , , cord-327810-kquh59ry 142 20 although although IN cord-327810-kquh59ry 142 21 , , , cord-327810-kquh59ry 142 22 given give VBN cord-327810-kquh59ry 142 23 the the DT cord-327810-kquh59ry 142 24 current current JJ cord-327810-kquh59ry 142 25 state state NN cord-327810-kquh59ry 142 26 of of IN cord-327810-kquh59ry 142 27 development development NN cord-327810-kquh59ry 142 28 of of IN cord-327810-kquh59ry 142 29 the the DT cord-327810-kquh59ry 142 30 technology technology NN cord-327810-kquh59ry 142 31 , , , cord-327810-kquh59ry 142 32 they -PRON- PRP cord-327810-kquh59ry 142 33 are be VBP cord-327810-kquh59ry 142 34 better well RBR cord-327810-kquh59ry 142 35 suited suit VBN cord-327810-kquh59ry 142 36 for for IN cord-327810-kquh59ry 142 37 the the DT cord-327810-kquh59ry 142 38 former former JJ cord-327810-kquh59ry 142 39 than than IN cord-327810-kquh59ry 142 40 the the DT cord-327810-kquh59ry 142 41 latter latter JJ cord-327810-kquh59ry 142 42 ones one NNS cord-327810-kquh59ry 142 43 ( ( -LRB- cord-327810-kquh59ry 142 44 Huang Huang NNP cord-327810-kquh59ry 142 45 & & CC cord-327810-kquh59ry 142 46 Rust Rust NNP cord-327810-kquh59ry 142 47 , , , cord-327810-kquh59ry 142 48 2018 2018 CD cord-327810-kquh59ry 142 49 ) ) -RRB- cord-327810-kquh59ry 142 50 . . . cord-327810-kquh59ry 143 1 In in IN cord-327810-kquh59ry 143 2 summary summary NN cord-327810-kquh59ry 143 3 ( ( -LRB- cord-327810-kquh59ry 143 4 Fig Fig NNP cord-327810-kquh59ry 143 5 . . . cord-327810-kquh59ry 143 6 1 1 CD cord-327810-kquh59ry 143 7 ) ) -RRB- cord-327810-kquh59ry 143 8 , , , cord-327810-kquh59ry 143 9 the the DT cord-327810-kquh59ry 143 10 potential potential NN cord-327810-kquh59ry 143 11 of of IN cord-327810-kquh59ry 143 12 machine machine NN cord-327810-kquh59ry 143 13 learning learn VBG cord-327810-kquh59ry 143 14 to to TO cord-327810-kquh59ry 143 15 be be VB cord-327810-kquh59ry 143 16 used use VBN cord-327810-kquh59ry 143 17 in in IN cord-327810-kquh59ry 143 18 different different JJ cord-327810-kquh59ry 143 19 scenarios scenario NNS cord-327810-kquh59ry 143 20 is be VBZ cord-327810-kquh59ry 143 21 shaped shape VBN cord-327810-kquh59ry 143 22 by by IN cord-327810-kquh59ry 143 23 technical technical JJ cord-327810-kquh59ry 143 24 features feature NNS cord-327810-kquh59ry 143 25 such such JJ cord-327810-kquh59ry 143 26 as as IN cord-327810-kquh59ry 143 27 its -PRON- PRP$ cord-327810-kquh59ry 143 28 ability ability NN cord-327810-kquh59ry 143 29 to to TO cord-327810-kquh59ry 143 30 learn learn VB cord-327810-kquh59ry 143 31 patterns pattern NNS cord-327810-kquh59ry 143 32 in in IN cord-327810-kquh59ry 143 33 data datum NNS cord-327810-kquh59ry 143 34 , , , cord-327810-kquh59ry 143 35 process process VBP cord-327810-kquh59ry 143 36 various various JJ cord-327810-kquh59ry 143 37 types type NNS cord-327810-kquh59ry 143 38 of of IN cord-327810-kquh59ry 143 39 data datum NNS cord-327810-kquh59ry 143 40 and and CC cord-327810-kquh59ry 143 41 act act VB cord-327810-kquh59ry 143 42 autonomously autonomously RB cord-327810-kquh59ry 143 43 . . . cord-327810-kquh59ry 144 1 Moreover moreover RB cord-327810-kquh59ry 144 2 , , , cord-327810-kquh59ry 144 3 it -PRON- PRP cord-327810-kquh59ry 144 4 is be VBZ cord-327810-kquh59ry 144 5 shaped shape VBN cord-327810-kquh59ry 144 6 by by IN cord-327810-kquh59ry 144 7 contextual contextual JJ cord-327810-kquh59ry 144 8 features feature NNS cord-327810-kquh59ry 144 9 such such JJ cord-327810-kquh59ry 144 10 as as IN cord-327810-kquh59ry 144 11 the the DT cord-327810-kquh59ry 144 12 type type NN cord-327810-kquh59ry 144 13 of of IN cord-327810-kquh59ry 144 14 problem problem NN cord-327810-kquh59ry 144 15 to to TO cord-327810-kquh59ry 144 16 which which WDT cord-327810-kquh59ry 144 17 it -PRON- PRP cord-327810-kquh59ry 144 18 is be VBZ cord-327810-kquh59ry 144 19 applied apply VBN cord-327810-kquh59ry 144 20 , , , cord-327810-kquh59ry 144 21 the the DT cord-327810-kquh59ry 144 22 analyst analyst NN cord-327810-kquh59ry 144 23 's 's POS cord-327810-kquh59ry 144 24 skills skill NNS cord-327810-kquh59ry 144 25 , , , cord-327810-kquh59ry 144 26 system system NN cord-327810-kquh59ry 144 27 compatibility compatibility NN cord-327810-kquh59ry 144 28 , , , cord-327810-kquh59ry 144 29 processing processing NN cord-327810-kquh59ry 144 30 power power NN cord-327810-kquh59ry 144 31 , , , cord-327810-kquh59ry 144 32 variability variability NN cord-327810-kquh59ry 144 33 of of IN cord-327810-kquh59ry 144 34 data datum NNS cord-327810-kquh59ry 144 35 , , , cord-327810-kquh59ry 144 36 quality quality NN cord-327810-kquh59ry 144 37 of of IN cord-327810-kquh59ry 144 38 the the DT cord-327810-kquh59ry 144 39 data data NN cord-327810-kquh59ry 144 40 set set NN cord-327810-kquh59ry 144 41 , , , cord-327810-kquh59ry 144 42 acceptability acceptability NN cord-327810-kquh59ry 144 43 of of IN cord-327810-kquh59ry 144 44 the the DT cord-327810-kquh59ry 144 45 output output NN cord-327810-kquh59ry 144 46 , , , cord-327810-kquh59ry 144 47 comprehensibility comprehensibility NN cord-327810-kquh59ry 144 48 , , , cord-327810-kquh59ry 144 49 risk risk NN cord-327810-kquh59ry 144 50 of of IN cord-327810-kquh59ry 144 51 unchecked unchecked JJ cord-327810-kquh59ry 144 52 biases bias NNS cord-327810-kquh59ry 144 53 and and CC cord-327810-kquh59ry 144 54 mistakes mistake NNS cord-327810-kquh59ry 144 55 and and CC cord-327810-kquh59ry 144 56 the the DT cord-327810-kquh59ry 144 57 nature nature NN cord-327810-kquh59ry 144 58 of of IN cord-327810-kquh59ry 144 59 the the DT cord-327810-kquh59ry 144 60 task task NN cord-327810-kquh59ry 144 61 . . . cord-327810-kquh59ry 145 1 Defendants defendant NNS cord-327810-kquh59ry 145 2 of of IN cord-327810-kquh59ry 145 3 machine machine NN cord-327810-kquh59ry 145 4 learning learn VBG cord-327810-kquh59ry 145 5 use use NN cord-327810-kquh59ry 145 6 in in IN cord-327810-kquh59ry 145 7 AML AML NNP cord-327810-kquh59ry 145 8 highlight highlight VBP cord-327810-kquh59ry 145 9 the the DT cord-327810-kquh59ry 145 10 potential potential NN cord-327810-kquh59ry 145 11 of of IN cord-327810-kquh59ry 145 12 this this DT cord-327810-kquh59ry 145 13 technology technology NN cord-327810-kquh59ry 145 14 to to TO cord-327810-kquh59ry 145 15 discover discover VB cord-327810-kquh59ry 145 16 novel novel JJ cord-327810-kquh59ry 145 17 patterns pattern NNS cord-327810-kquh59ry 145 18 in in IN cord-327810-kquh59ry 145 19 financial financial JJ cord-327810-kquh59ry 145 20 transaction transaction NN cord-327810-kquh59ry 145 21 data datum NNS cord-327810-kquh59ry 145 22 , , , cord-327810-kquh59ry 145 23 and and CC cord-327810-kquh59ry 145 24 to to TO cord-327810-kquh59ry 145 25 do do VB cord-327810-kquh59ry 145 26 so so RB cord-327810-kquh59ry 145 27 in in IN cord-327810-kquh59ry 145 28 a a DT cord-327810-kquh59ry 145 29 cost cost NN cord-327810-kquh59ry 145 30 - - HYPH cord-327810-kquh59ry 145 31 effective effective JJ cord-327810-kquh59ry 145 32 manner manner NN cord-327810-kquh59ry 145 33 ( ( -LRB- cord-327810-kquh59ry 145 34 e.g. e.g. IN cord-327810-kquh59ry 145 35 Fernandez Fernandez NNP cord-327810-kquh59ry 145 36 , , , cord-327810-kquh59ry 145 37 2019 2019 CD cord-327810-kquh59ry 145 38 ) ) -RRB- cord-327810-kquh59ry 145 39 . . . cord-327810-kquh59ry 146 1 However however RB cord-327810-kquh59ry 146 2 , , , cord-327810-kquh59ry 146 3 whether whether IN cord-327810-kquh59ry 146 4 that that DT cord-327810-kquh59ry 146 5 potential potential NN cord-327810-kquh59ry 146 6 is be VBZ cord-327810-kquh59ry 146 7 realised realise VBN cord-327810-kquh59ry 146 8 or or CC cord-327810-kquh59ry 146 9 not not RB cord-327810-kquh59ry 146 10 depends depend VBZ cord-327810-kquh59ry 146 11 entirely entirely RB cord-327810-kquh59ry 146 12 on on IN cord-327810-kquh59ry 146 13 the the DT cord-327810-kquh59ry 146 14 interplay interplay NN cord-327810-kquh59ry 146 15 between between IN cord-327810-kquh59ry 146 16 the the DT cord-327810-kquh59ry 146 17 technical technical JJ cord-327810-kquh59ry 146 18 and and CC cord-327810-kquh59ry 146 19 contextual contextual JJ cord-327810-kquh59ry 146 20 features feature NNS cord-327810-kquh59ry 146 21 of of IN cord-327810-kquh59ry 146 22 AML AML NNP cord-327810-kquh59ry 146 23 programmes programme NNS cord-327810-kquh59ry 146 24 . . . cord-327810-kquh59ry 147 1 We -PRON- PRP cord-327810-kquh59ry 147 2 investigated investigate VBD cord-327810-kquh59ry 147 3 this this DT cord-327810-kquh59ry 147 4 problem problem NN cord-327810-kquh59ry 147 5 empirically empirically RB cord-327810-kquh59ry 147 6 , , , cord-327810-kquh59ry 147 7 as as IN cord-327810-kquh59ry 147 8 described describe VBN cord-327810-kquh59ry 147 9 next next RB cord-327810-kquh59ry 147 10 . . . cord-327810-kquh59ry 148 1 Given give VBN cord-327810-kquh59ry 148 2 the the DT cord-327810-kquh59ry 148 3 relational relational JJ cord-327810-kquh59ry 148 4 and and CC cord-327810-kquh59ry 148 5 dynamic dynamic JJ cord-327810-kquh59ry 148 6 nature nature NN cord-327810-kquh59ry 148 7 of of IN cord-327810-kquh59ry 148 8 affordances affordance NNS cord-327810-kquh59ry 148 9 , , , cord-327810-kquh59ry 148 10 they -PRON- PRP cord-327810-kquh59ry 148 11 are be VBP cord-327810-kquh59ry 148 12 best well RBS cord-327810-kquh59ry 148 13 studied study VBN cord-327810-kquh59ry 148 14 via via IN cord-327810-kquh59ry 148 15 qualitative qualitative JJ cord-327810-kquh59ry 148 16 methods method NNS cord-327810-kquh59ry 148 17 ( ( -LRB- cord-327810-kquh59ry 148 18 Bernhard Bernhard NNP cord-327810-kquh59ry 148 19 et et NNP cord-327810-kquh59ry 148 20 al al NNP cord-327810-kquh59ry 148 21 . . NNP cord-327810-kquh59ry 148 22 , , , cord-327810-kquh59ry 148 23 2013 2013 CD cord-327810-kquh59ry 148 24 ) ) -RRB- cord-327810-kquh59ry 148 25 . . . cord-327810-kquh59ry 149 1 The the DT cord-327810-kquh59ry 149 2 explanatory explanatory JJ cord-327810-kquh59ry 149 3 case case NN cord-327810-kquh59ry 149 4 study study NN cord-327810-kquh59ry 149 5 methodology methodology NN cord-327810-kquh59ry 149 6 is be VBZ cord-327810-kquh59ry 149 7 particularly particularly RB cord-327810-kquh59ry 149 8 well well RB cord-327810-kquh59ry 149 9 suited suited JJ cord-327810-kquh59ry 149 10 for for IN cord-327810-kquh59ry 149 11 affordances affordance NNS cord-327810-kquh59ry 149 12 ' ' POS cord-327810-kquh59ry 149 13 research research NN cord-327810-kquh59ry 149 14 ( ( -LRB- cord-327810-kquh59ry 149 15 Leonardi Leonardi NNP cord-327810-kquh59ry 149 16 , , , cord-327810-kquh59ry 149 17 2013 2013 CD cord-327810-kquh59ry 149 18 ) ) -RRB- cord-327810-kquh59ry 149 19 , , , cord-327810-kquh59ry 149 20 as as IN cord-327810-kquh59ry 149 21 it -PRON- PRP cord-327810-kquh59ry 149 22 enables enable VBZ cord-327810-kquh59ry 149 23 researchers researcher NNS cord-327810-kquh59ry 149 24 to to TO cord-327810-kquh59ry 149 25 identify identify VB cord-327810-kquh59ry 149 26 the the DT cord-327810-kquh59ry 149 27 genesis genesis NN cord-327810-kquh59ry 149 28 of of IN cord-327810-kquh59ry 149 29 change change NN cord-327810-kquh59ry 149 30 , , , cord-327810-kquh59ry 149 31 in in IN cord-327810-kquh59ry 149 32 context context NN cord-327810-kquh59ry 149 33 ( ( -LRB- cord-327810-kquh59ry 149 34 Dubé Dubé NNP cord-327810-kquh59ry 149 35 and and CC cord-327810-kquh59ry 149 36 Paré Paré NNP cord-327810-kquh59ry 149 37 , , , cord-327810-kquh59ry 149 38 2003 2003 CD cord-327810-kquh59ry 149 39 ) ) -RRB- cord-327810-kquh59ry 149 40 . . . cord-327810-kquh59ry 150 1 Case case NN cord-327810-kquh59ry 150 2 study study NN cord-327810-kquh59ry 150 3 methodology methodology NN cord-327810-kquh59ry 150 4 is be VBZ cord-327810-kquh59ry 150 5 also also RB cord-327810-kquh59ry 150 6 indicated indicate VBN cord-327810-kquh59ry 150 7 to to TO cord-327810-kquh59ry 150 8 study study VB cord-327810-kquh59ry 150 9 the the DT cord-327810-kquh59ry 150 10 development development NN cord-327810-kquh59ry 150 11 of of IN cord-327810-kquh59ry 150 12 algorithms algorithm NNS cord-327810-kquh59ry 150 13 , , , cord-327810-kquh59ry 150 14 to to TO cord-327810-kquh59ry 150 15 eliminate eliminate VB cord-327810-kquh59ry 150 16 the the DT cord-327810-kquh59ry 150 17 possible possible JJ cord-327810-kquh59ry 150 18 effects effect NNS cord-327810-kquh59ry 150 19 of of IN cord-327810-kquh59ry 150 20 spurious spurious JJ cord-327810-kquh59ry 150 21 correlations correlation NNS cord-327810-kquh59ry 150 22 which which WDT cord-327810-kquh59ry 150 23 can can MD cord-327810-kquh59ry 150 24 mask mask VB cord-327810-kquh59ry 150 25 which which WDT cord-327810-kquh59ry 150 26 variables variable NNS cord-327810-kquh59ry 150 27 are be VBP cord-327810-kquh59ry 150 28 used use VBN cord-327810-kquh59ry 150 29 , , , cord-327810-kquh59ry 150 30 how how WRB cord-327810-kquh59ry 150 31 and and CC cord-327810-kquh59ry 150 32 why why WRB cord-327810-kquh59ry 150 33 ( ( -LRB- cord-327810-kquh59ry 150 34 O'Neil O'Neil NNP cord-327810-kquh59ry 150 35 & & CC cord-327810-kquh59ry 150 36 Schutt Schutt NNP cord-327810-kquh59ry 150 37 , , , cord-327810-kquh59ry 150 38 2013 2013 CD cord-327810-kquh59ry 150 39 ) ) -RRB- cord-327810-kquh59ry 150 40 . . . cord-327810-kquh59ry 151 1 Negotiating negotiate VBG cord-327810-kquh59ry 151 2 access access NN cord-327810-kquh59ry 151 3 for for IN cord-327810-kquh59ry 151 4 this this DT cord-327810-kquh59ry 151 5 type type NN cord-327810-kquh59ry 151 6 of of IN cord-327810-kquh59ry 151 7 study study NN cord-327810-kquh59ry 151 8 is be VBZ cord-327810-kquh59ry 151 9 extremely extremely RB cord-327810-kquh59ry 151 10 difficult difficult JJ cord-327810-kquh59ry 151 11 . . . cord-327810-kquh59ry 152 1 First first RB cord-327810-kquh59ry 152 2 , , , cord-327810-kquh59ry 152 3 the the DT cord-327810-kquh59ry 152 4 development development NN cord-327810-kquh59ry 152 5 and and CC cord-327810-kquh59ry 152 6 use use NN cord-327810-kquh59ry 152 7 of of IN cord-327810-kquh59ry 152 8 algorithms algorithm NNS cord-327810-kquh59ry 152 9 is be VBZ cord-327810-kquh59ry 152 10 usually usually RB cord-327810-kquh59ry 152 11 shrouded shroud VBN cord-327810-kquh59ry 152 12 in in IN cord-327810-kquh59ry 152 13 secrecy secrecy NN cord-327810-kquh59ry 152 14 ( ( -LRB- cord-327810-kquh59ry 152 15 Beer Beer NNP cord-327810-kquh59ry 152 16 & & CC cord-327810-kquh59ry 152 17 Burrows Burrows NNP cord-327810-kquh59ry 152 18 , , , cord-327810-kquh59ry 152 19 2013 2013 CD cord-327810-kquh59ry 152 20 ) ) -RRB- cord-327810-kquh59ry 152 21 , , , cord-327810-kquh59ry 152 22 with with IN cord-327810-kquh59ry 152 23 most most JJS cord-327810-kquh59ry 152 24 analysis analysis NN cord-327810-kquh59ry 152 25 of of IN cord-327810-kquh59ry 152 26 algorithmic algorithmic JJ cord-327810-kquh59ry 152 27 decision decision NN cord-327810-kquh59ry 152 28 making make VBG cord-327810-kquh59ry 152 29 relying rely VBG cord-327810-kquh59ry 152 30 on on IN cord-327810-kquh59ry 152 31 reverse reverse JJ cord-327810-kquh59ry 152 32 engineering engineering NN cord-327810-kquh59ry 152 33 of of IN cord-327810-kquh59ry 152 34 algorithms algorithm NNS cord-327810-kquh59ry 152 35 ( ( -LRB- cord-327810-kquh59ry 152 36 O'Neil O'Neil NNP cord-327810-kquh59ry 152 37 & & CC cord-327810-kquh59ry 152 38 Schutt Schutt NNP cord-327810-kquh59ry 152 39 , , , cord-327810-kquh59ry 152 40 2013 2013 CD cord-327810-kquh59ry 152 41 ) ) -RRB- cord-327810-kquh59ry 152 42 . . . cord-327810-kquh59ry 153 1 It -PRON- PRP cord-327810-kquh59ry 153 2 is be VBZ cord-327810-kquh59ry 153 3 particularly particularly RB cord-327810-kquh59ry 153 4 difficult difficult JJ cord-327810-kquh59ry 153 5 to to TO cord-327810-kquh59ry 153 6 get get VB cord-327810-kquh59ry 153 7 access access NN cord-327810-kquh59ry 153 8 to to IN cord-327810-kquh59ry 153 9 financial financial JJ cord-327810-kquh59ry 153 10 services service NNS cord-327810-kquh59ry 153 11 organisations organisation NNS cord-327810-kquh59ry 153 12 , , , cord-327810-kquh59ry 153 13 due due IN cord-327810-kquh59ry 153 14 to to IN cord-327810-kquh59ry 153 15 the the DT cord-327810-kquh59ry 153 16 secretive secretive JJ cord-327810-kquh59ry 153 17 nature nature NN cord-327810-kquh59ry 153 18 of of IN cord-327810-kquh59ry 153 19 this this DT cord-327810-kquh59ry 153 20 sector sector NN cord-327810-kquh59ry 153 21 and and CC cord-327810-kquh59ry 153 22 particularly particularly RB cord-327810-kquh59ry 153 23 since since IN cord-327810-kquh59ry 153 24 the the DT cord-327810-kquh59ry 153 25 banking banking NN cord-327810-kquh59ry 153 26 crisis crisis NN cord-327810-kquh59ry 153 27 of of IN cord-327810-kquh59ry 153 28 2009 2009 CD cord-327810-kquh59ry 154 1 ( ( -LRB- cord-327810-kquh59ry 154 2 Canhoto Canhoto NNP cord-327810-kquh59ry 154 3 et et NNP cord-327810-kquh59ry 154 4 al al NNP cord-327810-kquh59ry 154 5 . . NNP cord-327810-kquh59ry 154 6 , , , cord-327810-kquh59ry 154 7 2017 2017 CD cord-327810-kquh59ry 154 8 ) ) -RRB- cord-327810-kquh59ry 154 9 . . . cord-327810-kquh59ry 155 1 Moreover moreover RB cord-327810-kquh59ry 155 2 , , , cord-327810-kquh59ry 155 3 the the DT cord-327810-kquh59ry 155 4 subject subject JJ cord-327810-kquh59ry 155 5 matter matter NN cord-327810-kquh59ry 155 6 of of IN cord-327810-kquh59ry 155 7 this this DT cord-327810-kquh59ry 155 8 research research NN cord-327810-kquh59ry 155 9 ( ( -LRB- cord-327810-kquh59ry 155 10 money money NN cord-327810-kquh59ry 155 11 laundering laundering NN cord-327810-kquh59ry 155 12 detection detection NN cord-327810-kquh59ry 155 13 ) ) -RRB- cord-327810-kquh59ry 155 14 is be VBZ cord-327810-kquh59ry 155 15 deemed deem VBN cord-327810-kquh59ry 155 16 Fig Fig NNP cord-327810-kquh59ry 155 17 1 1 CD cord-327810-kquh59ry 155 18 . . . cord-327810-kquh59ry 156 1 The the DT cord-327810-kquh59ry 156 2 link link NN cord-327810-kquh59ry 156 3 between between IN cord-327810-kquh59ry 156 4 machine machine NN cord-327810-kquh59ry 156 5 learning learning NN cord-327810-kquh59ry 156 6 's 's POS cord-327810-kquh59ry 156 7 features feature NNS cord-327810-kquh59ry 156 8 , , , cord-327810-kquh59ry 156 9 context context NN cord-327810-kquh59ry 156 10 and and CC cord-327810-kquh59ry 156 11 affordances affordance NNS cord-327810-kquh59ry 156 12 . . . cord-327810-kquh59ry 157 1 by by IN cord-327810-kquh59ry 157 2 many many JJ cord-327810-kquh59ry 157 3 financial financial JJ cord-327810-kquh59ry 157 4 services service NNS cord-327810-kquh59ry 157 5 organisations organisation NNS cord-327810-kquh59ry 157 6 to to TO cord-327810-kquh59ry 157 7 be be VB cord-327810-kquh59ry 157 8 highly highly RB cord-327810-kquh59ry 157 9 sensitive sensitive JJ cord-327810-kquh59ry 157 10 : : : cord-327810-kquh59ry 157 11 financial financial JJ cord-327810-kquh59ry 157 12 institutions institution NNS cord-327810-kquh59ry 157 13 are be VBP cord-327810-kquh59ry 157 14 very very RB cord-327810-kquh59ry 157 15 reluctant reluctant JJ cord-327810-kquh59ry 157 16 to to TO cord-327810-kquh59ry 157 17 discuss discuss VB cord-327810-kquh59ry 157 18 their -PRON- PRP$ cord-327810-kquh59ry 157 19 approach approach NN cord-327810-kquh59ry 157 20 to to IN cord-327810-kquh59ry 157 21 money money NN cord-327810-kquh59ry 157 22 laundering laundering NN cord-327810-kquh59ry 157 23 and and CC cord-327810-kquh59ry 157 24 terrorism terrorism NN cord-327810-kquh59ry 157 25 financing financing NN cord-327810-kquh59ry 157 26 detection detection NN cord-327810-kquh59ry 157 27 for for IN cord-327810-kquh59ry 157 28 legal legal JJ cord-327810-kquh59ry 157 29 , , , cord-327810-kquh59ry 157 30 strategic strategic JJ cord-327810-kquh59ry 157 31 and and CC cord-327810-kquh59ry 157 32 operational operational JJ cord-327810-kquh59ry 157 33 reasons reason NNS cord-327810-kquh59ry 157 34 ( ( -LRB- cord-327810-kquh59ry 157 35 Ball Ball NNP cord-327810-kquh59ry 157 36 et et FW cord-327810-kquh59ry 157 37 al al NNP cord-327810-kquh59ry 157 38 . . NNP cord-327810-kquh59ry 157 39 , , , cord-327810-kquh59ry 157 40 2015 2015 CD cord-327810-kquh59ry 157 41 ) ) -RRB- cord-327810-kquh59ry 157 42 . . . cord-327810-kquh59ry 158 1 For for IN cord-327810-kquh59ry 158 2 all all PDT cord-327810-kquh59ry 158 3 these these DT cord-327810-kquh59ry 158 4 reasons reason NNS cord-327810-kquh59ry 158 5 , , , cord-327810-kquh59ry 158 6 we -PRON- PRP cord-327810-kquh59ry 158 7 used use VBD cord-327810-kquh59ry 158 8 a a DT cord-327810-kquh59ry 158 9 single single JJ cord-327810-kquh59ry 158 10 , , , cord-327810-kquh59ry 158 11 embedded embedded JJ cord-327810-kquh59ry 158 12 case case NN cord-327810-kquh59ry 158 13 study study NN cord-327810-kquh59ry 158 14 . . . cord-327810-kquh59ry 159 1 The the DT cord-327810-kquh59ry 159 2 focus focus NN cord-327810-kquh59ry 159 3 on on IN cord-327810-kquh59ry 159 4 a a DT cord-327810-kquh59ry 159 5 single single JJ cord-327810-kquh59ry 159 6 organisation organisation NN cord-327810-kquh59ry 159 7 , , , cord-327810-kquh59ry 159 8 while while IN cord-327810-kquh59ry 159 9 limiting limit VBG cord-327810-kquh59ry 159 10 in in IN cord-327810-kquh59ry 159 11 terms term NNS cord-327810-kquh59ry 159 12 of of IN cord-327810-kquh59ry 159 13 variability variability NN cord-327810-kquh59ry 159 14 of of IN cord-327810-kquh59ry 159 15 observations observation NNS cord-327810-kquh59ry 159 16 and and CC cord-327810-kquh59ry 159 17 generalisability generalisability NN cord-327810-kquh59ry 159 18 of of IN cord-327810-kquh59ry 159 19 the the DT cord-327810-kquh59ry 159 20 findings finding NNS cord-327810-kquh59ry 159 21 , , , cord-327810-kquh59ry 159 22 offers offer VBZ cord-327810-kquh59ry 159 23 a a DT cord-327810-kquh59ry 159 24 rich rich JJ cord-327810-kquh59ry 159 25 and and CC cord-327810-kquh59ry 159 26 holistic holistic JJ cord-327810-kquh59ry 159 27 perspective perspective NN cord-327810-kquh59ry 159 28 ( ( -LRB- cord-327810-kquh59ry 159 29 Creswell Creswell NNP cord-327810-kquh59ry 159 30 , , , cord-327810-kquh59ry 159 31 2003 2003 CD cord-327810-kquh59ry 159 32 ) ) -RRB- cord-327810-kquh59ry 159 33 that that WDT cord-327810-kquh59ry 159 34 is be VBZ cord-327810-kquh59ry 159 35 very very RB cord-327810-kquh59ry 159 36 much much RB cord-327810-kquh59ry 159 37 needed need VBN cord-327810-kquh59ry 159 38 in in IN cord-327810-kquh59ry 159 39 this this DT cord-327810-kquh59ry 159 40 under under RB cord-327810-kquh59ry 159 41 - - HYPH cord-327810-kquh59ry 159 42 researched research VBN cord-327810-kquh59ry 159 43 problem problem NN cord-327810-kquh59ry 159 44 area area NN cord-327810-kquh59ry 159 45 . . . cord-327810-kquh59ry 160 1 Moreover moreover RB cord-327810-kquh59ry 160 2 , , , cord-327810-kquh59ry 160 3 the the DT cord-327810-kquh59ry 160 4 use use NN cord-327810-kquh59ry 160 5 of of IN cord-327810-kquh59ry 160 6 multiple multiple JJ cord-327810-kquh59ry 160 7 sources source NNS cord-327810-kquh59ry 160 8 of of IN cord-327810-kquh59ry 160 9 data datum NNS cord-327810-kquh59ry 160 10 and and CC cord-327810-kquh59ry 160 11 of of IN cord-327810-kquh59ry 160 12 types type NNS cord-327810-kquh59ry 160 13 of of IN cord-327810-kquh59ry 160 14 evidence evidence NN cord-327810-kquh59ry 160 15 in in IN cord-327810-kquh59ry 160 16 the the DT cord-327810-kquh59ry 160 17 case case NN cord-327810-kquh59ry 160 18 study study NN cord-327810-kquh59ry 160 19 offers offer VBZ cord-327810-kquh59ry 160 20 a a DT cord-327810-kquh59ry 160 21 depth depth NN cord-327810-kquh59ry 160 22 of of IN cord-327810-kquh59ry 160 23 insight insight NN cord-327810-kquh59ry 160 24 into into IN cord-327810-kquh59ry 160 25 thinking think VBG cord-327810-kquh59ry 160 26 and and CC cord-327810-kquh59ry 160 27 doing do VBG cord-327810-kquh59ry 160 28 processes process NNS cord-327810-kquh59ry 160 29 not not RB cord-327810-kquh59ry 160 30 available available JJ cord-327810-kquh59ry 160 31 when when WRB cord-327810-kquh59ry 160 32 using use VBG cord-327810-kquh59ry 160 33 other other JJ cord-327810-kquh59ry 160 34 , , , cord-327810-kquh59ry 160 35 mono mono NN cord-327810-kquh59ry 160 36 - - HYPH cord-327810-kquh59ry 160 37 data data NN cord-327810-kquh59ry 160 38 collection collection NN cord-327810-kquh59ry 160 39 instrument instrument NN cord-327810-kquh59ry 160 40 approaches approach NNS cord-327810-kquh59ry 160 41 ( ( -LRB- cord-327810-kquh59ry 160 42 Woodside Woodside NNP cord-327810-kquh59ry 160 43 , , , cord-327810-kquh59ry 160 44 2010 2010 CD cord-327810-kquh59ry 160 45 ) ) -RRB- cord-327810-kquh59ry 160 46 . . . cord-327810-kquh59ry 161 1 The the DT cord-327810-kquh59ry 161 2 unit unit NN cord-327810-kquh59ry 161 3 of of IN cord-327810-kquh59ry 161 4 analysis analysis NN cord-327810-kquh59ry 161 5 was be VBD cord-327810-kquh59ry 161 6 a a DT cord-327810-kquh59ry 161 7 UK UK NNP cord-327810-kquh59ry 161 8 - - HYPH cord-327810-kquh59ry 161 9 based base VBN cord-327810-kquh59ry 161 10 financial financial JJ cord-327810-kquh59ry 161 11 services service NNS cord-327810-kquh59ry 161 12 organisation organisation NN cord-327810-kquh59ry 161 13 , , , cord-327810-kquh59ry 161 14 to to TO cord-327810-kquh59ry 161 15 be be VB cord-327810-kquh59ry 161 16 referred refer VBN cord-327810-kquh59ry 161 17 to to IN cord-327810-kquh59ry 161 18 as as IN cord-327810-kquh59ry 161 19 BANK BANK NNP cord-327810-kquh59ry 161 20 . . . cord-327810-kquh59ry 162 1 BANK BANK NNP cord-327810-kquh59ry 162 2 is be VBZ cord-327810-kquh59ry 162 3 part part NN cord-327810-kquh59ry 162 4 of of IN cord-327810-kquh59ry 162 5 one one CD cord-327810-kquh59ry 162 6 of of IN cord-327810-kquh59ry 162 7 UK UK NNP cord-327810-kquh59ry 162 8 's 's POS cord-327810-kquh59ry 162 9 largest large JJS cord-327810-kquh59ry 162 10 financial financial JJ cord-327810-kquh59ry 162 11 services service NNS cord-327810-kquh59ry 162 12 groups group NNS cord-327810-kquh59ry 162 13 . . . cord-327810-kquh59ry 163 1 Its -PRON- PRP$ cord-327810-kquh59ry 163 2 largest large JJS cord-327810-kquh59ry 163 3 business business NN cord-327810-kquh59ry 163 4 unit unit NN cord-327810-kquh59ry 163 5 is be VBZ cord-327810-kquh59ry 163 6 retail retail JJ cord-327810-kquh59ry 163 7 banking banking NN cord-327810-kquh59ry 163 8 , , , cord-327810-kquh59ry 163 9 contributing contribute VBG cord-327810-kquh59ry 163 10 to to IN cord-327810-kquh59ry 163 11 over over IN cord-327810-kquh59ry 163 12 three three CD cord-327810-kquh59ry 163 13 - - HYPH cord-327810-kquh59ry 163 14 quarters quarter NNS cord-327810-kquh59ry 163 15 of of IN cord-327810-kquh59ry 163 16 the the DT cord-327810-kquh59ry 163 17 group group NN cord-327810-kquh59ry 163 18 's 's POS cord-327810-kquh59ry 163 19 profit profit NN cord-327810-kquh59ry 163 20 . . . cord-327810-kquh59ry 164 1 The the DT cord-327810-kquh59ry 164 2 retail retail JJ cord-327810-kquh59ry 164 3 business business NN cord-327810-kquh59ry 164 4 includes include VBZ cord-327810-kquh59ry 164 5 the the DT cord-327810-kquh59ry 164 6 provision provision NN cord-327810-kquh59ry 164 7 of of IN cord-327810-kquh59ry 164 8 current current JJ cord-327810-kquh59ry 164 9 accounts account NNS cord-327810-kquh59ry 164 10 , , , cord-327810-kquh59ry 164 11 savings saving NNS cord-327810-kquh59ry 164 12 , , , cord-327810-kquh59ry 164 13 personal personal JJ cord-327810-kquh59ry 164 14 loans loan NNS cord-327810-kquh59ry 164 15 and and CC cord-327810-kquh59ry 164 16 mortgage mortgage NN cord-327810-kquh59ry 164 17 services service NNS cord-327810-kquh59ry 164 18 , , , cord-327810-kquh59ry 164 19 long long JJ cord-327810-kquh59ry 164 20 term term NN cord-327810-kquh59ry 164 21 investment investment NN cord-327810-kquh59ry 164 22 products product NNS cord-327810-kquh59ry 164 23 and and CC cord-327810-kquh59ry 164 24 credit credit NN cord-327810-kquh59ry 164 25 cards card NNS cord-327810-kquh59ry 164 26 , , , cord-327810-kquh59ry 164 27 among among IN cord-327810-kquh59ry 164 28 others other NNS cord-327810-kquh59ry 164 29 . . . cord-327810-kquh59ry 165 1 In in IN cord-327810-kquh59ry 165 2 line line NN cord-327810-kquh59ry 165 3 with with IN cord-327810-kquh59ry 165 4 the the DT cord-327810-kquh59ry 165 5 framework framework NN cord-327810-kquh59ry 165 6 articulated articulate VBN cord-327810-kquh59ry 165 7 in in IN cord-327810-kquh59ry 165 8 the the DT cord-327810-kquh59ry 165 9 previous previous JJ cord-327810-kquh59ry 165 10 section section NN cord-327810-kquh59ry 165 11 , , , cord-327810-kquh59ry 165 12 data datum NNS cord-327810-kquh59ry 165 13 collection collection NN cord-327810-kquh59ry 165 14 had have VBD cord-327810-kquh59ry 165 15 two two CD cord-327810-kquh59ry 165 16 foci focus NNS cord-327810-kquh59ry 165 17 : : : cord-327810-kquh59ry 165 18 the the DT cord-327810-kquh59ry 165 19 technical technical JJ cord-327810-kquh59ry 165 20 features feature NNS cord-327810-kquh59ry 165 21 ( ( -LRB- cord-327810-kquh59ry 165 22 the the DT cord-327810-kquh59ry 165 23 algorithms algorithm NNS cord-327810-kquh59ry 165 24 and and CC cord-327810-kquh59ry 165 25 data datum NNS cord-327810-kquh59ry 165 26 used use VBN cord-327810-kquh59ry 165 27 , , , cord-327810-kquh59ry 165 28 and and CC cord-327810-kquh59ry 165 29 the the DT cord-327810-kquh59ry 165 30 type type NN cord-327810-kquh59ry 165 31 of of IN cord-327810-kquh59ry 165 32 outputs output NNS cord-327810-kquh59ry 165 33 developed develop VBN cord-327810-kquh59ry 165 34 ) ) -RRB- cord-327810-kquh59ry 165 35 and and CC cord-327810-kquh59ry 165 36 the the DT cord-327810-kquh59ry 165 37 contextual contextual JJ cord-327810-kquh59ry 165 38 features feature NNS cord-327810-kquh59ry 165 39 ( ( -LRB- cord-327810-kquh59ry 165 40 the the DT cord-327810-kquh59ry 165 41 type type NN cord-327810-kquh59ry 165 42 of of IN cord-327810-kquh59ry 165 43 problem problem NN cord-327810-kquh59ry 165 44 , , , cord-327810-kquh59ry 165 45 skills skill NNS cord-327810-kquh59ry 165 46 , , , cord-327810-kquh59ry 165 47 etc etc FW cord-327810-kquh59ry 165 48 … … NFP cord-327810-kquh59ry 165 49 ) ) -RRB- cord-327810-kquh59ry 165 50 of of IN cord-327810-kquh59ry 165 51 money money NN cord-327810-kquh59ry 165 52 laundering laundering NN cord-327810-kquh59ry 165 53 profile profile NN cord-327810-kquh59ry 165 54 development development NN cord-327810-kquh59ry 165 55 at at IN cord-327810-kquh59ry 165 56 BANK BANK NNP cord-327810-kquh59ry 165 57 . . . cord-327810-kquh59ry 166 1 The the DT cord-327810-kquh59ry 166 2 data datum NNS cord-327810-kquh59ry 166 3 collected collect VBN cord-327810-kquh59ry 166 4 is be VBZ cord-327810-kquh59ry 166 5 summarised summarise VBN cord-327810-kquh59ry 166 6 in in IN cord-327810-kquh59ry 166 7 Table Table NNP cord-327810-kquh59ry 166 8 1 1 CD cord-327810-kquh59ry 166 9 . . . cord-327810-kquh59ry 167 1 All all DT cord-327810-kquh59ry 167 2 interviews interview NNS cord-327810-kquh59ry 167 3 were be VBD cord-327810-kquh59ry 167 4 recorded record VBN cord-327810-kquh59ry 167 5 and and CC cord-327810-kquh59ry 167 6 transcribed transcribe VBN cord-327810-kquh59ry 167 7 , , , cord-327810-kquh59ry 167 8 while while IN cord-327810-kquh59ry 167 9 contemporaneous contemporaneous JJ cord-327810-kquh59ry 167 10 notes note NNS cord-327810-kquh59ry 167 11 were be VBD cord-327810-kquh59ry 167 12 taken take VBN cord-327810-kquh59ry 167 13 during during IN cord-327810-kquh59ry 167 14 the the DT cord-327810-kquh59ry 167 15 observations observation NNS cord-327810-kquh59ry 167 16 . . . cord-327810-kquh59ry 168 1 The the DT cord-327810-kquh59ry 168 2 data datum NNS cord-327810-kquh59ry 168 3 collected collect VBN cord-327810-kquh59ry 168 4 were be VBD cord-327810-kquh59ry 168 5 first first RB cord-327810-kquh59ry 168 6 analysed analyse VBN cord-327810-kquh59ry 168 7 according accord VBG cord-327810-kquh59ry 168 8 to to IN cord-327810-kquh59ry 168 9 the the DT cord-327810-kquh59ry 168 10 data data NN cord-327810-kquh59ry 168 11 collection collection NN cord-327810-kquh59ry 168 12 instrument instrument NN cord-327810-kquh59ry 168 13 ( ( -LRB- cord-327810-kquh59ry 168 14 e.g. e.g. IN cord-327810-kquh59ry 168 15 electronic electronic JJ cord-327810-kquh59ry 168 16 documents document NNS cord-327810-kquh59ry 168 17 ) ) -RRB- cord-327810-kquh59ry 168 18 , , , cord-327810-kquh59ry 168 19 and and CC cord-327810-kquh59ry 168 20 then then RB cord-327810-kquh59ry 168 21 across across IN cord-327810-kquh59ry 168 22 methods method NNS cord-327810-kquh59ry 168 23 ( ( -LRB- cord-327810-kquh59ry 168 24 e. e. NNP cord-327810-kquh59ry 168 25 g. g. NNP cord-327810-kquh59ry 168 26 interview interview NNP cord-327810-kquh59ry 168 27 with with IN cord-327810-kquh59ry 168 28 vs. vs. CC cord-327810-kquh59ry 168 29 observation observation NN cord-327810-kquh59ry 168 30 of of IN cord-327810-kquh59ry 168 31 system system NN cord-327810-kquh59ry 168 32 administrator administrator NN cord-327810-kquh59ry 168 33 ) ) -RRB- cord-327810-kquh59ry 168 34 . . . cord-327810-kquh59ry 169 1 This this DT cord-327810-kquh59ry 169 2 approach approach NN cord-327810-kquh59ry 169 3 helped help VBD cord-327810-kquh59ry 169 4 to to TO cord-327810-kquh59ry 169 5 recognise recognise VB cord-327810-kquh59ry 169 6 converging converge VBG cord-327810-kquh59ry 169 7 findings finding NNS cord-327810-kquh59ry 169 8 , , , cord-327810-kquh59ry 169 9 and and CC cord-327810-kquh59ry 169 10 increased increase VBD cord-327810-kquh59ry 169 11 the the DT cord-327810-kquh59ry 169 12 robustness robustness NN cord-327810-kquh59ry 169 13 of of IN cord-327810-kquh59ry 169 14 the the DT cord-327810-kquh59ry 169 15 analysis analysis NN cord-327810-kquh59ry 169 16 ( ( -LRB- cord-327810-kquh59ry 169 17 Jick Jick NNP cord-327810-kquh59ry 169 18 , , , cord-327810-kquh59ry 169 19 1979 1979 CD cord-327810-kquh59ry 169 20 ) ) -RRB- cord-327810-kquh59ry 169 21 . . . cord-327810-kquh59ry 170 1 The the DT cord-327810-kquh59ry 170 2 coding coding NN cord-327810-kquh59ry 170 3 process process NN cord-327810-kquh59ry 170 4 followed follow VBD cord-327810-kquh59ry 170 5 the the DT cord-327810-kquh59ry 170 6 approach approach NN cord-327810-kquh59ry 170 7 outlined outline VBN cord-327810-kquh59ry 170 8 in in IN cord-327810-kquh59ry 170 9 Miles Miles NNP cord-327810-kquh59ry 170 10 and and CC cord-327810-kquh59ry 170 11 Huberman Huberman NNP cord-327810-kquh59ry 170 12 ( ( -LRB- cord-327810-kquh59ry 170 13 1994 1994 CD cord-327810-kquh59ry 170 14 ) ) -RRB- cord-327810-kquh59ry 170 15 , , , cord-327810-kquh59ry 170 16 whereby whereby WRB cord-327810-kquh59ry 170 17 an an DT cord-327810-kquh59ry 170 18 initial initial JJ cord-327810-kquh59ry 170 19 list list NN cord-327810-kquh59ry 170 20 of of IN cord-327810-kquh59ry 170 21 codes code NNS cord-327810-kquh59ry 170 22 was be VBD cord-327810-kquh59ry 170 23 developed develop VBN cord-327810-kquh59ry 170 24 based base VBN cord-327810-kquh59ry 170 25 on on IN cord-327810-kquh59ry 170 26 the the DT cord-327810-kquh59ry 170 27 theoretical theoretical JJ cord-327810-kquh59ry 170 28 categories category NNS cord-327810-kquh59ry 170 29 depicted depict VBN cord-327810-kquh59ry 170 30 in in IN cord-327810-kquh59ry 170 31 Fig Fig NNP cord-327810-kquh59ry 170 32 . . NNP cord-327810-kquh59ry 170 33 1 1 CD cord-327810-kquh59ry 170 34 , , , cord-327810-kquh59ry 170 35 and and CC cord-327810-kquh59ry 170 36 applied apply VBD cord-327810-kquh59ry 170 37 deductively deductively RB cord-327810-kquh59ry 170 38 to to IN cord-327810-kquh59ry 170 39 the the DT cord-327810-kquh59ry 170 40 data datum NNS cord-327810-kquh59ry 170 41 . . . cord-327810-kquh59ry 171 1 This this DT cord-327810-kquh59ry 171 2 list list NN cord-327810-kquh59ry 171 3 was be VBD cord-327810-kquh59ry 171 4 , , , cord-327810-kquh59ry 171 5 subsequently subsequently RB cord-327810-kquh59ry 171 6 , , , cord-327810-kquh59ry 171 7 augmented augment VBN cord-327810-kquh59ry 171 8 with with IN cord-327810-kquh59ry 171 9 codes code NNS cord-327810-kquh59ry 171 10 emerging emerge VBG cord-327810-kquh59ry 171 11 inductively inductively RB cord-327810-kquh59ry 171 12 during during IN cord-327810-kquh59ry 171 13 the the DT cord-327810-kquh59ry 171 14 hermeneutic hermeneutic JJ cord-327810-kquh59ry 171 15 process process NN cord-327810-kquh59ry 171 16 of of IN cord-327810-kquh59ry 171 17 data datum NNS cord-327810-kquh59ry 171 18 analysis analysis NN cord-327810-kquh59ry 171 19 . . . cord-327810-kquh59ry 172 1 Finally finally RB cord-327810-kquh59ry 172 2 , , , cord-327810-kquh59ry 172 3 a a DT cord-327810-kquh59ry 172 4 detailed detailed JJ cord-327810-kquh59ry 172 5 case case NN cord-327810-kquh59ry 172 6 history history NN cord-327810-kquh59ry 172 7 was be VBD cord-327810-kquh59ry 172 8 developed develop VBN cord-327810-kquh59ry 172 9 and and CC cord-327810-kquh59ry 172 10 presented present VBN cord-327810-kquh59ry 172 11 to to IN cord-327810-kquh59ry 172 12 the the DT cord-327810-kquh59ry 172 13 research research NN cord-327810-kquh59ry 172 14 participants participant NNS cord-327810-kquh59ry 172 15 , , , cord-327810-kquh59ry 172 16 to to TO cord-327810-kquh59ry 172 17 confirm confirm VB cord-327810-kquh59ry 172 18 the the DT cord-327810-kquh59ry 172 19 accuracy accuracy NN cord-327810-kquh59ry 172 20 of of IN cord-327810-kquh59ry 172 21 the the DT cord-327810-kquh59ry 172 22 findings finding NNS cord-327810-kquh59ry 172 23 . . . cord-327810-kquh59ry 173 1 Like like IN cord-327810-kquh59ry 173 2 other other JJ cord-327810-kquh59ry 173 3 financial financial JJ cord-327810-kquh59ry 173 4 institutions institution NNS cord-327810-kquh59ry 173 5 in in IN cord-327810-kquh59ry 173 6 the the DT cord-327810-kquh59ry 173 7 UK UK NNP cord-327810-kquh59ry 173 8 , , , cord-327810-kquh59ry 173 9 BANK BANK NNP cord-327810-kquh59ry 173 10 needs need VBZ cord-327810-kquh59ry 173 11 to to TO cord-327810-kquh59ry 173 12 analyse analyse VB cord-327810-kquh59ry 173 13 the the DT cord-327810-kquh59ry 173 14 records record NNS cord-327810-kquh59ry 173 15 of of IN cord-327810-kquh59ry 173 16 financial financial JJ cord-327810-kquh59ry 173 17 transactions transaction NNS cord-327810-kquh59ry 173 18 of of IN cord-327810-kquh59ry 173 19 its -PRON- PRP$ cord-327810-kquh59ry 173 20 customers customer NNS cord-327810-kquh59ry 173 21 , , , cord-327810-kquh59ry 173 22 in in IN cord-327810-kquh59ry 173 23 order order NN cord-327810-kquh59ry 173 24 to to TO cord-327810-kquh59ry 173 25 identify identify VB cord-327810-kquh59ry 173 26 those those DT cord-327810-kquh59ry 173 27 that that WDT cord-327810-kquh59ry 173 28 might may MD cord-327810-kquh59ry 173 29 be be VB cord-327810-kquh59ry 173 30 linked link VBN cord-327810-kquh59ry 173 31 to to IN cord-327810-kquh59ry 173 32 underlying underlying JJ cord-327810-kquh59ry 173 33 criminal criminal JJ cord-327810-kquh59ry 173 34 activity activity NN cord-327810-kquh59ry 173 35 . . . cord-327810-kquh59ry 174 1 The the DT cord-327810-kquh59ry 174 2 regulator regulator NN cord-327810-kquh59ry 174 3 does do VBZ cord-327810-kquh59ry 174 4 not not RB cord-327810-kquh59ry 174 5 provide provide VB cord-327810-kquh59ry 174 6 financial financial JJ cord-327810-kquh59ry 174 7 service service NN cord-327810-kquh59ry 174 8 providers provider NNS cord-327810-kquh59ry 174 9 with with IN cord-327810-kquh59ry 174 10 models model NNS cord-327810-kquh59ry 174 11 for for IN cord-327810-kquh59ry 174 12 querying query VBG cord-327810-kquh59ry 174 13 the the DT cord-327810-kquh59ry 174 14 database database NN cord-327810-kquh59ry 174 15 , , , cord-327810-kquh59ry 174 16 so so CC cord-327810-kquh59ry 174 17 it -PRON- PRP cord-327810-kquh59ry 174 18 is be VBZ cord-327810-kquh59ry 174 19 up up IN cord-327810-kquh59ry 174 20 to to IN cord-327810-kquh59ry 174 21 BANK BANK NNP cord-327810-kquh59ry 174 22 to to TO cord-327810-kquh59ry 174 23 develop develop VB cord-327810-kquh59ry 174 24 its -PRON- PRP$ cord-327810-kquh59ry 174 25 own own JJ cord-327810-kquh59ry 174 26 . . . cord-327810-kquh59ry 175 1 An an DT cord-327810-kquh59ry 175 2 important important JJ cord-327810-kquh59ry 175 3 factor factor NN cord-327810-kquh59ry 175 4 to to TO cord-327810-kquh59ry 175 5 consider consider VB cord-327810-kquh59ry 175 6 is be VBZ cord-327810-kquh59ry 175 7 that that IN cord-327810-kquh59ry 175 8 the the DT cord-327810-kquh59ry 175 9 financial financial JJ cord-327810-kquh59ry 175 10 transactions transaction NNS cord-327810-kquh59ry 175 11 are be VBP cord-327810-kquh59ry 175 12 not not RB cord-327810-kquh59ry 175 13 , , , cord-327810-kquh59ry 175 14 usually usually RB cord-327810-kquh59ry 175 15 , , , cord-327810-kquh59ry 175 16 illegal illegal JJ cord-327810-kquh59ry 175 17 . . . cord-327810-kquh59ry 176 1 Indeed indeed RB cord-327810-kquh59ry 176 2 , , , cord-327810-kquh59ry 176 3 unless unless IN cord-327810-kquh59ry 176 4 the the DT cord-327810-kquh59ry 176 5 client client NN cord-327810-kquh59ry 176 6 is be VBZ cord-327810-kquh59ry 176 7 defrauding defraud VBG cord-327810-kquh59ry 176 8 BANK BANK NNP cord-327810-kquh59ry 176 9 , , , cord-327810-kquh59ry 176 10 the the DT cord-327810-kquh59ry 176 11 transactions transaction NNS cord-327810-kquh59ry 176 12 themselves -PRON- PRP cord-327810-kquh59ry 176 13 are be VBP cord-327810-kquh59ry 176 14 legitimate legitimate JJ cord-327810-kquh59ry 176 15 , , , cord-327810-kquh59ry 176 16 and and CC cord-327810-kquh59ry 176 17 part part NN cord-327810-kquh59ry 176 18 of of IN cord-327810-kquh59ry 176 19 the the DT cord-327810-kquh59ry 176 20 normal normal JJ cord-327810-kquh59ry 176 21 business business NN cord-327810-kquh59ry 176 22 of of IN cord-327810-kquh59ry 176 23 a a DT cord-327810-kquh59ry 176 24 financial financial JJ cord-327810-kquh59ry 176 25 services service NNS cord-327810-kquh59ry 176 26 organisation organisation NN cord-327810-kquh59ry 176 27 . . . cord-327810-kquh59ry 177 1 That that RB cord-327810-kquh59ry 177 2 is is RB cord-327810-kquh59ry 177 3 , , , cord-327810-kquh59ry 177 4 what what WP cord-327810-kquh59ry 177 5 BANK bank NN cord-327810-kquh59ry 177 6 is be VBZ cord-327810-kquh59ry 177 7 actually actually RB cord-327810-kquh59ry 177 8 trying try VBG cord-327810-kquh59ry 177 9 to to TO cord-327810-kquh59ry 177 10 achieve achieve VB cord-327810-kquh59ry 177 11 with with IN cord-327810-kquh59ry 177 12 AML AML NNP cord-327810-kquh59ry 177 13 profiling profiling NN cord-327810-kquh59ry 178 1 is be VBZ cord-327810-kquh59ry 178 2 to to TO cord-327810-kquh59ry 178 3 identify identify VB cord-327810-kquh59ry 178 4 the the DT cord-327810-kquh59ry 178 5 patterns pattern NNS cord-327810-kquh59ry 178 6 of of IN cord-327810-kquh59ry 178 7 behaviours behaviour NNS cord-327810-kquh59ry 178 8 followed follow VBD cord-327810-kquh59ry 178 9 uniquely uniquely RB cord-327810-kquh59ry 178 10 by by IN cord-327810-kquh59ry 178 11 customers customer NNS cord-327810-kquh59ry 178 12 that that WDT cord-327810-kquh59ry 178 13 are be VBP cord-327810-kquh59ry 178 14 attempting attempt VBG cord-327810-kquh59ry 178 15 to to TO cord-327810-kquh59ry 178 16 disguise disguise VB cord-327810-kquh59ry 178 17 the the DT cord-327810-kquh59ry 178 18 illegal illegal JJ cord-327810-kquh59ry 178 19 source source NN cord-327810-kquh59ry 178 20 or or CC cord-327810-kquh59ry 178 21 illegal illegal JJ cord-327810-kquh59ry 178 22 intended intend VBN cord-327810-kquh59ry 178 23 use use NN cord-327810-kquh59ry 178 24 of of IN cord-327810-kquh59ry 178 25 their -PRON- PRP$ cord-327810-kquh59ry 178 26 money money NN cord-327810-kquh59ry 178 27 : : : cord-327810-kquh59ry 178 28 ' ' '' cord-327810-kquh59ry 178 29 We -PRON- PRP cord-327810-kquh59ry 178 30 are be VBP cord-327810-kquh59ry 178 31 trying try VBG cord-327810-kquh59ry 178 32 to to TO cord-327810-kquh59ry 178 33 find find VB cord-327810-kquh59ry 178 34 out out RP cord-327810-kquh59ry 178 35 , , , cord-327810-kquh59ry 178 36 first first RB cord-327810-kquh59ry 178 37 of of IN cord-327810-kquh59ry 178 38 all all DT cord-327810-kquh59ry 178 39 , , , cord-327810-kquh59ry 178 40 a a DT cord-327810-kquh59ry 178 41 very very RB cord-327810-kquh59ry 178 42 basic basic JJ cord-327810-kquh59ry 178 43 profile profile NN cord-327810-kquh59ry 178 44 … … NFP cord-327810-kquh59ry 179 1 For for IN cord-327810-kquh59ry 179 2 instance instance NN cord-327810-kquh59ry 179 3 , , , cord-327810-kquh59ry 179 4 a a DT cord-327810-kquh59ry 179 5 finding finding NN cord-327810-kquh59ry 179 6 may may MD cord-327810-kquh59ry 179 7 be be VB cord-327810-kquh59ry 179 8 that that IN cord-327810-kquh59ry 179 9 a a DT cord-327810-kquh59ry 179 10 customer customer NN cord-327810-kquh59ry 179 11 aged age VBN cord-327810-kquh59ry 179 12 between between IN cord-327810-kquh59ry 179 13 25 25 CD cord-327810-kquh59ry 179 14 and and CC cord-327810-kquh59ry 179 15 40 40 CD cord-327810-kquh59ry 179 16 years year NNS cord-327810-kquh59ry 179 17 old old JJ cord-327810-kquh59ry 179 18 is be VBZ cord-327810-kquh59ry 179 19 twice twice RB cord-327810-kquh59ry 179 20 as as RB cord-327810-kquh59ry 179 21 likely likely JJ cord-327810-kquh59ry 179 22 to to TO cord-327810-kquh59ry 179 23 be be VB cord-327810-kquh59ry 179 24 [ [ -LRB- cord-327810-kquh59ry 179 25 involved involve VBN cord-327810-kquh59ry 179 26 in in IN cord-327810-kquh59ry 179 27 criminal criminal JJ cord-327810-kquh59ry 179 28 activity activity NN cord-327810-kquh59ry 179 29 than than IN cord-327810-kquh59ry 179 30 ] ] -RRB- cord-327810-kquh59ry 179 31 the the DT cord-327810-kquh59ry 179 32 entire entire JJ cord-327810-kquh59ry 179 33 customer customer NN cord-327810-kquh59ry 179 34 base base NN cord-327810-kquh59ry 179 35 . . . cord-327810-kquh59ry 179 36 ' ' '' cord-327810-kquh59ry 180 1 ( ( -LRB- cord-327810-kquh59ry 180 2 Interview Interview NNP cord-327810-kquh59ry 180 3 , , , cord-327810-kquh59ry 180 4 Systems Systems NNP cord-327810-kquh59ry 180 5 manager manager NN cord-327810-kquh59ry 180 6 ) ) -RRB- cord-327810-kquh59ry 181 1 The the DT cord-327810-kquh59ry 181 2 favoured favoured JJ cord-327810-kquh59ry 181 3 approach approach NN cord-327810-kquh59ry 181 4 to to TO cord-327810-kquh59ry 181 5 develop develop VB cord-327810-kquh59ry 181 6 algorithms algorithm NNS cord-327810-kquh59ry 181 7 for for IN cord-327810-kquh59ry 181 8 AML AML NNP cord-327810-kquh59ry 181 9 detection detection NN cord-327810-kquh59ry 181 10 is be VBZ cord-327810-kquh59ry 181 11 by by IN cord-327810-kquh59ry 181 12 drawing draw VBG cord-327810-kquh59ry 181 13 on on IN cord-327810-kquh59ry 181 14 factual factual JJ cord-327810-kquh59ry 181 15 information information NN cord-327810-kquh59ry 181 16 provided provide VBN cord-327810-kquh59ry 181 17 by by IN cord-327810-kquh59ry 181 18 law law NN cord-327810-kquh59ry 181 19 enforcement enforcement NN cord-327810-kquh59ry 181 20 agencies agency NNS cord-327810-kquh59ry 181 21 regarding regard VBG cord-327810-kquh59ry 181 22 confirmed confirm VBN cord-327810-kquh59ry 181 23 cases case NNS cord-327810-kquh59ry 181 24 of of IN cord-327810-kquh59ry 181 25 criminal criminal JJ cord-327810-kquh59ry 181 26 activity activity NN cord-327810-kquh59ry 181 27 . . . cord-327810-kquh59ry 182 1 For for IN cord-327810-kquh59ry 182 2 instance instance NN cord-327810-kquh59ry 182 3 , , , cord-327810-kquh59ry 182 4 when when WRB cord-327810-kquh59ry 182 5 prosecutors prosecutor NNS cord-327810-kquh59ry 182 6 secure secure VBP cord-327810-kquh59ry 182 7 a a DT cord-327810-kquh59ry 182 8 conviction conviction NN cord-327810-kquh59ry 182 9 , , , cord-327810-kquh59ry 182 10 some some DT cord-327810-kquh59ry 182 11 information information NN cord-327810-kquh59ry 182 12 is be VBZ cord-327810-kquh59ry 182 13 made make VBN cord-327810-kquh59ry 182 14 public public JJ cord-327810-kquh59ry 182 15 about about IN cord-327810-kquh59ry 182 16 the the DT cord-327810-kquh59ry 182 17 convicted convict VBN cord-327810-kquh59ry 182 18 person(s person(s NNP cord-327810-kquh59ry 182 19 ) ) -RRB- cord-327810-kquh59ry 182 20 's 's POS cord-327810-kquh59ry 182 21 characteristics characteristic NNS cord-327810-kquh59ry 182 22 and and CC cord-327810-kquh59ry 182 23 financial financial JJ cord-327810-kquh59ry 182 24 behaviour behaviour NN cord-327810-kquh59ry 182 25 . . . cord-327810-kquh59ry 183 1 Hence hence RB cord-327810-kquh59ry 183 2 , , , cord-327810-kquh59ry 183 3 BANK BANK NNP cord-327810-kquh59ry 183 4 has have VBZ cord-327810-kquh59ry 183 5 access access NN cord-327810-kquh59ry 183 6 to to IN cord-327810-kquh59ry 183 7 historical historical JJ cord-327810-kquh59ry 183 8 data datum NNS cord-327810-kquh59ry 183 9 about about IN cord-327810-kquh59ry 183 10 confirmed confirm VBD cord-327810-kquh59ry 183 11 pairings pairing NNS cord-327810-kquh59ry 183 12 between between IN cord-327810-kquh59ry 183 13 a a DT cord-327810-kquh59ry 183 14 specific specific JJ cord-327810-kquh59ry 183 15 crime crime NN cord-327810-kquh59ry 183 16 and and CC cord-327810-kquh59ry 183 17 pattern pattern NN cord-327810-kquh59ry 183 18 of of IN cord-327810-kquh59ry 183 19 transactions transaction NNS cord-327810-kquh59ry 183 20 . . . cord-327810-kquh59ry 184 1 This this DT cord-327810-kquh59ry 184 2 information information NN cord-327810-kquh59ry 184 3 is be VBZ cord-327810-kquh59ry 184 4 valued value VBN cord-327810-kquh59ry 184 5 by by IN cord-327810-kquh59ry 184 6 BANK BANK NNP cord-327810-kquh59ry 184 7 because because IN cord-327810-kquh59ry 184 8 it -PRON- PRP cord-327810-kquh59ry 184 9 provides provide VBZ cord-327810-kquh59ry 184 10 confirmed confirm VBN cord-327810-kquh59ry 184 11 inputs input NNS cord-327810-kquh59ry 184 12 ( ( -LRB- cord-327810-kquh59ry 184 13 the the DT cord-327810-kquh59ry 184 14 person person NN cord-327810-kquh59ry 184 15 's 's POS cord-327810-kquh59ry 184 16 characteristics characteristic NNS cord-327810-kquh59ry 184 17 and and CC cord-327810-kquh59ry 184 18 behaviours behaviour NNS cord-327810-kquh59ry 184 19 ) ) -RRB- cord-327810-kquh59ry 184 20 and and CC cord-327810-kquh59ry 184 21 confirmed confirm VBD cord-327810-kquh59ry 184 22 outputs output NNS cord-327810-kquh59ry 184 23 ( ( -LRB- cord-327810-kquh59ry 184 24 what what WP cord-327810-kquh59ry 184 25 crimes crime VBZ cord-327810-kquh59ry 184 26 the the DT cord-327810-kquh59ry 184 27 person person NN cord-327810-kquh59ry 184 28 was be VBD cord-327810-kquh59ry 184 29 convicted convict VBN cord-327810-kquh59ry 184 30 of of IN cord-327810-kquh59ry 184 31 ) ) -RRB- cord-327810-kquh59ry 184 32 . . . cord-327810-kquh59ry 185 1 It -PRON- PRP cord-327810-kquh59ry 185 2 is be VBZ cord-327810-kquh59ry 185 3 , , , cord-327810-kquh59ry 185 4 therefore therefore RB cord-327810-kquh59ry 185 5 , , , cord-327810-kquh59ry 185 6 amenable amenable JJ cord-327810-kquh59ry 185 7 to to IN cord-327810-kquh59ry 185 8 analysis analysis NN cord-327810-kquh59ry 185 9 through through IN cord-327810-kquh59ry 185 10 supervised supervise VBN cord-327810-kquh59ry 185 11 learning learning NN cord-327810-kquh59ry 185 12 ( ( -LRB- cord-327810-kquh59ry 185 13 Fig Fig NNP cord-327810-kquh59ry 185 14 . . . cord-327810-kquh59ry 185 15 2a 2a CD cord-327810-kquh59ry 185 16 ) ) -RRB- cord-327810-kquh59ry 185 17 . . . cord-327810-kquh59ry 186 1 For for IN cord-327810-kquh59ry 186 2 instance instance NN cord-327810-kquh59ry 186 3 , , , cord-327810-kquh59ry 186 4 confirmed confirm VBD cord-327810-kquh59ry 186 5 reports report NNS cord-327810-kquh59ry 186 6 that that IN cord-327810-kquh59ry 186 7 a a DT cord-327810-kquh59ry 186 8 number number NN cord-327810-kquh59ry 186 9 of of IN cord-327810-kquh59ry 186 10 terrorist terrorist JJ cord-327810-kquh59ry 186 11 financers financer NNS cord-327810-kquh59ry 186 12 had have VBD cord-327810-kquh59ry 186 13 lived live VBN cord-327810-kquh59ry 186 14 in in IN cord-327810-kquh59ry 186 15 a a DT cord-327810-kquh59ry 186 16 particular particular JJ cord-327810-kquh59ry 186 17 geographical geographical JJ cord-327810-kquh59ry 186 18 area area NN cord-327810-kquh59ry 186 19 and and CC cord-327810-kquh59ry 186 20 been be VBN cord-327810-kquh59ry 186 21 involved involve VBN cord-327810-kquh59ry 186 22 in in IN cord-327810-kquh59ry 186 23 a a DT cord-327810-kquh59ry 186 24 specific specific JJ cord-327810-kquh59ry 186 25 type type NN cord-327810-kquh59ry 186 26 of of IN cord-327810-kquh59ry 186 27 business business NN cord-327810-kquh59ry 186 28 activity activity NN cord-327810-kquh59ry 186 29 led lead VBD cord-327810-kquh59ry 186 30 BANK BANK NNP cord-327810-kquh59ry 186 31 to to TO cord-327810-kquh59ry 186 32 investigate investigate VB cord-327810-kquh59ry 186 33 the the DT cord-327810-kquh59ry 186 34 transaction transaction NN cord-327810-kquh59ry 186 35 patterns pattern NNS cord-327810-kquh59ry 186 36 of of IN cord-327810-kquh59ry 186 37 that that DT cord-327810-kquh59ry 186 38 type type NN cord-327810-kquh59ry 186 39 of of IN cord-327810-kquh59ry 186 40 business business NN cord-327810-kquh59ry 186 41 account account NN cord-327810-kquh59ry 186 42 : : : cord-327810-kquh59ry 186 43 ' ' `` cord-327810-kquh59ry 186 44 There there EX cord-327810-kquh59ry 186 45 is be VBZ cord-327810-kquh59ry 186 46 an an DT cord-327810-kquh59ry 186 47 area area NN cord-327810-kquh59ry 186 48 ( ( -LRB- cord-327810-kquh59ry 186 49 … … NFP cord-327810-kquh59ry 186 50 ) ) -RRB- cord-327810-kquh59ry 186 51 with with IN cord-327810-kquh59ry 186 52 two two CD cord-327810-kquh59ry 186 53 particular particular JJ cord-327810-kquh59ry 186 54 postcodes postcode NNS cord-327810-kquh59ry 186 55 in in IN cord-327810-kquh59ry 186 56 which which WDT cord-327810-kquh59ry 186 57 there there EX cord-327810-kquh59ry 186 58 are be VBP cord-327810-kquh59ry 186 59 lots lot NNS cord-327810-kquh59ry 186 60 of of IN cord-327810-kquh59ry 186 61 [ [ -LRB- cord-327810-kquh59ry 186 62 particular particular JJ cord-327810-kquh59ry 186 63 type type NN cord-327810-kquh59ry 186 64 of of IN cord-327810-kquh59ry 186 65 business business NN cord-327810-kquh59ry 186 66 mentioned mention VBN cord-327810-kquh59ry 186 67 in in IN cord-327810-kquh59ry 186 68 conviction conviction NN cord-327810-kquh59ry 186 69 reports report NNS cord-327810-kquh59ry 186 70 ] ] -RRB- cord-327810-kquh59ry 186 71 . . . cord-327810-kquh59ry 187 1 One one CD cord-327810-kquh59ry 187 2 piece piece NN cord-327810-kquh59ry 187 3 of of IN cord-327810-kquh59ry 187 4 intelligence intelligence NN cord-327810-kquh59ry 187 5 that that WDT cord-327810-kquh59ry 187 6 we -PRON- PRP cord-327810-kquh59ry 187 7 had have VBD cord-327810-kquh59ry 187 8 was be VBD cord-327810-kquh59ry 187 9 that that IN cord-327810-kquh59ry 187 10 the the DT cord-327810-kquh59ry 187 11 only only JJ cord-327810-kquh59ry 187 12 two two CD cord-327810-kquh59ry 187 13 people people NNS cord-327810-kquh59ry 187 14 who who WP cord-327810-kquh59ry 187 15 were be VBD cord-327810-kquh59ry 187 16 ever ever RB cord-327810-kquh59ry 187 17 convicted convict VBN cord-327810-kquh59ry 187 18 for for IN cord-327810-kquh59ry 187 19 being be VBG cord-327810-kquh59ry 187 20 members member NNS cord-327810-kquh59ry 187 21 of of IN cord-327810-kquh59ry 187 22 al al NNP cord-327810-kquh59ry 187 23 - - HYPH cord-327810-kquh59ry 187 24 Qaida Qaida NNP cord-327810-kquh59ry 187 25 , , , cord-327810-kquh59ry 187 26 in in IN cord-327810-kquh59ry 187 27 the the DT cord-327810-kquh59ry 187 28 UK UK NNP cord-327810-kquh59ry 187 29 , , , cord-327810-kquh59ry 187 30 were be VBD cord-327810-kquh59ry 187 31 actually actually RB cord-327810-kquh59ry 187 32 from from IN cord-327810-kquh59ry 187 33 that that DT cord-327810-kquh59ry 187 34 area area NN cord-327810-kquh59ry 187 35 . . . cord-327810-kquh59ry 188 1 We -PRON- PRP cord-327810-kquh59ry 188 2 know know VBP cord-327810-kquh59ry 188 3 that that DT cord-327810-kquh59ry 188 4 area area NN cord-327810-kquh59ry 188 5 and and CC cord-327810-kquh59ry 188 6 a a DT cord-327810-kquh59ry 188 7 lot lot NN cord-327810-kquh59ry 188 8 of of IN cord-327810-kquh59ry 188 9 these these DT cord-327810-kquh59ry 188 10 [ [ -LRB- cord-327810-kquh59ry 188 11 businesses business NNS cord-327810-kquh59ry 188 12 ] ] -RRB- cord-327810-kquh59ry 188 13 ( ( -LRB- cord-327810-kquh59ry 188 14 … … NFP cord-327810-kquh59ry 188 15 ) ) -RRB- cord-327810-kquh59ry 188 16 We -PRON- PRP cord-327810-kquh59ry 188 17 can can MD cord-327810-kquh59ry 188 18 look look VB cord-327810-kquh59ry 188 19 at at IN cord-327810-kquh59ry 188 20 the the DT cord-327810-kquh59ry 188 21 customers customer NNS cord-327810-kquh59ry 188 22 who who WP cord-327810-kquh59ry 188 23 live live VBP cord-327810-kquh59ry 188 24 in in IN cord-327810-kquh59ry 188 25 that that DT cord-327810-kquh59ry 188 26 area area NN cord-327810-kquh59ry 188 27 . . . cord-327810-kquh59ry 188 28 ' ' '' cord-327810-kquh59ry 189 1 ( ( -LRB- cord-327810-kquh59ry 189 2 Interview interview NN cord-327810-kquh59ry 189 3 , , , cord-327810-kquh59ry 189 4 Head Head NNP cord-327810-kquh59ry 189 5 of of IN cord-327810-kquh59ry 189 6 FI FI NNP cord-327810-kquh59ry 189 7 team team NN cord-327810-kquh59ry 189 8 ) ) -RRB- cord-327810-kquh59ry 190 1 However however RB cord-327810-kquh59ry 190 2 , , , cord-327810-kquh59ry 190 3 this this DT cord-327810-kquh59ry 190 4 type type NN cord-327810-kquh59ry 190 5 of of IN cord-327810-kquh59ry 190 6 data datum NNS cord-327810-kquh59ry 190 7 is be VBZ cord-327810-kquh59ry 190 8 limited limit VBN cord-327810-kquh59ry 190 9 in in IN cord-327810-kquh59ry 190 10 both both DT cord-327810-kquh59ry 190 11 number number NN cord-327810-kquh59ry 190 12 and and CC cord-327810-kquh59ry 190 13 value value NN cord-327810-kquh59ry 190 14 . . . cord-327810-kquh59ry 191 1 In in IN cord-327810-kquh59ry 191 2 number number NN cord-327810-kquh59ry 191 3 , , , cord-327810-kquh59ry 191 4 because because IN cord-327810-kquh59ry 191 5 , , , cord-327810-kquh59ry 191 6 due due IN cord-327810-kquh59ry 191 7 to to IN cord-327810-kquh59ry 191 8 legal legal JJ cord-327810-kquh59ry 191 9 and and CC cord-327810-kquh59ry 191 10 operational operational JJ cord-327810-kquh59ry 191 11 constraints constraint NNS cord-327810-kquh59ry 191 12 , , , cord-327810-kquh59ry 191 13 not not RB cord-327810-kquh59ry 191 14 all all DT cord-327810-kquh59ry 191 15 details detail NNS cord-327810-kquh59ry 191 16 of of IN cord-327810-kquh59ry 191 17 the the DT cord-327810-kquh59ry 191 18 convictions conviction NNS cord-327810-kquh59ry 191 19 are be VBP cord-327810-kquh59ry 191 20 released release VBN cord-327810-kquh59ry 191 21 . . . cord-327810-kquh59ry 192 1 Moreover moreover RB cord-327810-kquh59ry 192 2 , , , cord-327810-kquh59ry 192 3 there there EX cord-327810-kquh59ry 192 4 is be VBZ cord-327810-kquh59ry 192 5 usually usually RB cord-327810-kquh59ry 192 6 a a DT cord-327810-kquh59ry 192 7 gap gap NN cord-327810-kquh59ry 192 8 of of IN cord-327810-kquh59ry 192 9 many many JJ cord-327810-kquh59ry 192 10 monthsand monthsand NN cord-327810-kquh59ry 192 11 , , , cord-327810-kquh59ry 192 12 often often RB cord-327810-kquh59ry 192 13 , , , cord-327810-kquh59ry 192 14 several several JJ cord-327810-kquh59ry 192 15 yearsbetween yearsbetween VBP cord-327810-kquh59ry 192 16 the the DT cord-327810-kquh59ry 192 17 criminal criminal JJ cord-327810-kquh59ry 192 18 activity activity NN cord-327810-kquh59ry 192 19 , , , cord-327810-kquh59ry 192 20 its -PRON- PRP$ cord-327810-kquh59ry 192 21 conviction conviction NN cord-327810-kquh59ry 192 22 and and CC cord-327810-kquh59ry 192 23 the the DT cord-327810-kquh59ry 192 24 subsequent subsequent JJ cord-327810-kquh59ry 192 25 release release NN cord-327810-kquh59ry 192 26 of of IN cord-327810-kquh59ry 192 27 information information NN cord-327810-kquh59ry 192 28 . . . cord-327810-kquh59ry 193 1 Therefore therefore RB cord-327810-kquh59ry 193 2 , , , cord-327810-kquh59ry 193 3 the the DT cord-327810-kquh59ry 193 4 training training NN cord-327810-kquh59ry 193 5 data datum NNS cord-327810-kquh59ry 193 6 set set NN cord-327810-kquh59ry 193 7 is be VBZ cord-327810-kquh59ry 193 8 very very RB cord-327810-kquh59ry 193 9 small small JJ cord-327810-kquh59ry 193 10 . . . cord-327810-kquh59ry 194 1 In in IN cord-327810-kquh59ry 194 2 value value NN cord-327810-kquh59ry 194 3 , , , cord-327810-kquh59ry 194 4 because because IN cord-327810-kquh59ry 194 5 the the DT cord-327810-kquh59ry 194 6 information information NN cord-327810-kquh59ry 194 7 that that WDT cord-327810-kquh59ry 194 8 is be VBZ cord-327810-kquh59ry 194 9 made make VBN cord-327810-kquh59ry 194 10 available available JJ cord-327810-kquh59ry 194 11 , , , cord-327810-kquh59ry 194 12 by by IN cord-327810-kquh59ry 194 13 its -PRON- PRP$ cord-327810-kquh59ry 194 14 nature nature NN cord-327810-kquh59ry 194 15 , , , cord-327810-kquh59ry 194 16 deals deal NNS cord-327810-kquh59ry 194 17 with with IN cord-327810-kquh59ry 194 18 specific specific JJ cord-327810-kquh59ry 194 19 events event NNS cord-327810-kquh59ry 194 20 and and CC cord-327810-kquh59ry 194 21 , , , cord-327810-kquh59ry 194 22 often often RB cord-327810-kquh59ry 194 23 , , , cord-327810-kquh59ry 194 24 unique unique JJ cord-327810-kquh59ry 194 25 behaviours behaviour NNS cord-327810-kquh59ry 194 26 . . . cord-327810-kquh59ry 195 1 In in IN cord-327810-kquh59ry 195 2 the the DT cord-327810-kquh59ry 195 3 case case NN cord-327810-kquh59ry 195 4 mentioned mention VBD cord-327810-kquh59ry 195 5 , , , cord-327810-kquh59ry 195 6 the the DT cord-327810-kquh59ry 195 7 information information NN cord-327810-kquh59ry 195 8 related relate VBN cord-327810-kquh59ry 195 9 to to IN cord-327810-kquh59ry 195 10 the the DT cord-327810-kquh59ry 195 11 source source NN cord-327810-kquh59ry 195 12 of of IN cord-327810-kquh59ry 195 13 funding funding NN cord-327810-kquh59ry 195 14 of of IN cord-327810-kquh59ry 195 15 a a DT cord-327810-kquh59ry 195 16 particular particular JJ cord-327810-kquh59ry 195 17 international international JJ cord-327810-kquh59ry 195 18 terrorist terrorist JJ cord-327810-kquh59ry 195 19 organisation organisation NN cord-327810-kquh59ry 195 20 associated associate VBN cord-327810-kquh59ry 195 21 with with IN cord-327810-kquh59ry 195 22 al al NNP cord-327810-kquh59ry 195 23 - - HYPH cord-327810-kquh59ry 195 24 Qaida Qaida NNP cord-327810-kquh59ry 195 25 . . . cord-327810-kquh59ry 196 1 Other other JJ cord-327810-kquh59ry 196 2 terrorist terrorist JJ cord-327810-kquh59ry 196 3 organisations organisation NNS cord-327810-kquh59ry 196 4 are be VBP cord-327810-kquh59ry 196 5 known know VBN cord-327810-kquh59ry 196 6 to to TO cord-327810-kquh59ry 196 7 use use VB cord-327810-kquh59ry 196 8 different different JJ cord-327810-kquh59ry 196 9 sources source NNS cord-327810-kquh59ry 196 10 of of IN cord-327810-kquh59ry 196 11 funding funding NN cord-327810-kquh59ry 196 12 , , , cord-327810-kquh59ry 196 13 such such JJ cord-327810-kquh59ry 196 14 as as IN cord-327810-kquh59ry 196 15 trafficking trafficking NN cord-327810-kquh59ry 196 16 or or CC cord-327810-kquh59ry 196 17 gambling gambling NN cord-327810-kquh59ry 196 18 . . . cord-327810-kquh59ry 197 1 Moreover moreover RB cord-327810-kquh59ry 197 2 , , , cord-327810-kquh59ry 197 3 following follow VBG cord-327810-kquh59ry 197 4 the the DT cord-327810-kquh59ry 197 5 conviction conviction NN cord-327810-kquh59ry 197 6 mentioned mention VBN cord-327810-kquh59ry 197 7 by by IN cord-327810-kquh59ry 197 8 this this DT cord-327810-kquh59ry 197 9 interviewee interviewee NN cord-327810-kquh59ry 197 10 , , , cord-327810-kquh59ry 197 11 there there EX cord-327810-kquh59ry 197 12 was be VBD cord-327810-kquh59ry 197 13 a a DT cord-327810-kquh59ry 197 14 change change NN cord-327810-kquh59ry 197 15 in in IN cord-327810-kquh59ry 197 16 the the DT cord-327810-kquh59ry 197 17 law law NN cord-327810-kquh59ry 197 18 that that WDT cord-327810-kquh59ry 197 19 curbed curb VBD cord-327810-kquh59ry 197 20 the the DT cord-327810-kquh59ry 197 21 activities activity NNS cord-327810-kquh59ry 197 22 of of IN cord-327810-kquh59ry 197 23 the the DT cord-327810-kquh59ry 197 24 type type NN cord-327810-kquh59ry 197 25 of of IN cord-327810-kquh59ry 197 26 business business NN cord-327810-kquh59ry 197 27 mentioned mention VBN cord-327810-kquh59ry 197 28 in in IN cord-327810-kquh59ry 197 29 the the DT cord-327810-kquh59ry 197 30 reports report NNS cord-327810-kquh59ry 197 31 ; ; : cord-327810-kquh59ry 197 32 and and CC cord-327810-kquh59ry 197 33 , , , cord-327810-kquh59ry 197 34 therefore therefore RB cord-327810-kquh59ry 197 35 , , , cord-327810-kquh59ry 197 36 limiting limit VBG cord-327810-kquh59ry 197 37 terrorist terrorist JJ cord-327810-kquh59ry 197 38 organisations organisation NNS cord-327810-kquh59ry 197 39 ' ' POS cord-327810-kquh59ry 197 40 ability ability NN cord-327810-kquh59ry 197 41 to to TO cord-327810-kquh59ry 197 42 be be VB cord-327810-kquh59ry 197 43 funded fund VBN cord-327810-kquh59ry 197 44 this this DT cord-327810-kquh59ry 197 45 way way NN cord-327810-kquh59ry 197 46 . . . cord-327810-kquh59ry 198 1 Finally finally RB cord-327810-kquh59ry 198 2 , , , cord-327810-kquh59ry 198 3 while while IN cord-327810-kquh59ry 198 4 BANK BANK NNP cord-327810-kquh59ry 198 5 had have VBD cord-327810-kquh59ry 198 6 customers customer NNS cord-327810-kquh59ry 198 7 with with IN cord-327810-kquh59ry 198 8 the the DT cord-327810-kquh59ry 198 9 characteristics characteristic NNS cord-327810-kquh59ry 198 10 mentioned mention VBN cord-327810-kquh59ry 198 11 , , , cord-327810-kquh59ry 198 12 this this DT cord-327810-kquh59ry 198 13 is be VBZ cord-327810-kquh59ry 198 14 not not RB cord-327810-kquh59ry 198 15 always always RB cord-327810-kquh59ry 198 16 the the DT cord-327810-kquh59ry 198 17 case case NN cord-327810-kquh59ry 198 18 . . . cord-327810-kquh59ry 199 1 Hence hence RB cord-327810-kquh59ry 199 2 , , , cord-327810-kquh59ry 199 3 the the DT cord-327810-kquh59ry 199 4 training training NN cord-327810-kquh59ry 199 5 data datum NNS cord-327810-kquh59ry 199 6 are be VBP cord-327810-kquh59ry 199 7 not not RB cord-327810-kquh59ry 199 8 always always RB cord-327810-kquh59ry 199 9 relevant relevant JJ cord-327810-kquh59ry 199 10 . . . cord-327810-kquh59ry 200 1 The the DT cord-327810-kquh59ry 200 2 second second JJ cord-327810-kquh59ry 200 3 favoured favour VBN cord-327810-kquh59ry 200 4 approach approach NN cord-327810-kquh59ry 200 5 to to TO cord-327810-kquh59ry 200 6 develop develop VB cord-327810-kquh59ry 200 7 money money NN cord-327810-kquh59ry 200 8 laundering laundering NN cord-327810-kquh59ry 200 9 detection detection NN cord-327810-kquh59ry 200 10 algorithms algorithm NNS cord-327810-kquh59ry 200 11 at at IN cord-327810-kquh59ry 200 12 BANK BANK NNP cord-327810-kquh59ry 200 13 is be VBZ cord-327810-kquh59ry 200 14 based base VBN cord-327810-kquh59ry 200 15 on on IN cord-327810-kquh59ry 200 16 Court Court NNP cord-327810-kquh59ry 200 17 Production Production NNP cord-327810-kquh59ry 200 18 Orders Orders NNPS cord-327810-kquh59ry 200 19 ( ( -LRB- cord-327810-kquh59ry 200 20 CPOs CPOs NNP cord-327810-kquh59ry 200 21 ) ) -RRB- cord-327810-kquh59ry 200 22 . . . cord-327810-kquh59ry 201 1 CPOs CPOs NNP cord-327810-kquh59ry 201 2 are be VBP cord-327810-kquh59ry 201 3 mechanisms mechanism NNS cord-327810-kquh59ry 201 4 used use VBN cord-327810-kquh59ry 201 5 by by IN cord-327810-kquh59ry 201 6 the the DT cord-327810-kquh59ry 201 7 court court NN cord-327810-kquh59ry 201 8 to to TO cord-327810-kquh59ry 201 9 gain gain VB cord-327810-kquh59ry 201 10 access access NN cord-327810-kquh59ry 201 11 to to IN cord-327810-kquh59ry 201 12 specific specific JJ cord-327810-kquh59ry 201 13 information information NN cord-327810-kquh59ry 201 14 about about IN cord-327810-kquh59ry 201 15 someone someone NN cord-327810-kquh59ry 201 16 who who WP cord-327810-kquh59ry 201 17 is be VBZ cord-327810-kquh59ry 201 18 being be VBG cord-327810-kquh59ry 201 19 investigated investigate VBN cord-327810-kquh59ry 201 20 for for IN cord-327810-kquh59ry 201 21 suspected suspect VBN cord-327810-kquh59ry 201 22 criminal criminal JJ cord-327810-kquh59ry 201 23 activity activity NN cord-327810-kquh59ry 201 24 . . . cord-327810-kquh59ry 202 1 The the DT cord-327810-kquh59ry 202 2 court court NN cord-327810-kquh59ry 202 3 contacts contact VBZ cord-327810-kquh59ry 202 4 financial financial JJ cord-327810-kquh59ry 202 5 institutions institution NNS cord-327810-kquh59ry 202 6 where where WRB cord-327810-kquh59ry 202 7 the the DT cord-327810-kquh59ry 202 8 suspect suspect NN cord-327810-kquh59ry 202 9 has have VBZ cord-327810-kquh59ry 202 10 accounts account NNS cord-327810-kquh59ry 202 11 , , , cord-327810-kquh59ry 202 12 asking ask VBG cord-327810-kquh59ry 202 13 for for IN cord-327810-kquh59ry 202 14 their -PRON- PRP$ cord-327810-kquh59ry 202 15 transaction transaction NN cord-327810-kquh59ry 202 16 history history NN cord-327810-kquh59ry 202 17 : : : cord-327810-kquh59ry 202 18 ' ' '' cord-327810-kquh59ry 202 19 We -PRON- PRP cord-327810-kquh59ry 202 20 are be VBP cord-327810-kquh59ry 202 21 asked ask VBN cord-327810-kquh59ry 202 22 to to TO cord-327810-kquh59ry 202 23 provide provide VB cord-327810-kquh59ry 202 24 a a DT cord-327810-kquh59ry 202 25 lot lot NN cord-327810-kquh59ry 202 26 of of IN cord-327810-kquh59ry 202 27 witness witness NN cord-327810-kquh59ry 202 28 statements statement NNS cord-327810-kquh59ry 202 29 . . . cord-327810-kquh59ry 203 1 We -PRON- PRP cord-327810-kquh59ry 203 2 often often RB cord-327810-kquh59ry 203 3 get get VBP cord-327810-kquh59ry 203 4 production production NN cord-327810-kquh59ry 203 5 orders order NNS cord-327810-kquh59ry 203 6 ( ( -LRB- cord-327810-kquh59ry 203 7 … … NFP cord-327810-kquh59ry 203 8 ) ) -RRB- cord-327810-kquh59ry 203 9 . . . cord-327810-kquh59ry 204 1 Our -PRON- PRP$ cord-327810-kquh59ry 204 2 action action NN cord-327810-kquh59ry 204 3 there there EX cord-327810-kquh59ry 204 4 is be VBZ cord-327810-kquh59ry 204 5 reactive reactive JJ cord-327810-kquh59ry 204 6 . . . cord-327810-kquh59ry 204 7 ' ' '' cord-327810-kquh59ry 205 1 ( ( -LRB- cord-327810-kquh59ry 205 2 Interview interview NN cord-327810-kquh59ry 205 3 , , , cord-327810-kquh59ry 205 4 Head Head NNP cord-327810-kquh59ry 205 5 of of IN cord-327810-kquh59ry 205 6 FI FI NNP cord-327810-kquh59ry 205 7 team team NN cord-327810-kquh59ry 205 8 ) ) -RRB- cord-327810-kquh59ry 206 1 Following follow VBG cord-327810-kquh59ry 206 2 the the DT cord-327810-kquh59ry 206 3 receipt receipt NN cord-327810-kquh59ry 206 4 of of IN cord-327810-kquh59ry 206 5 a a DT cord-327810-kquh59ry 206 6 CPO CPO NNP cord-327810-kquh59ry 206 7 , , , cord-327810-kquh59ry 206 8 BANK BANK NNP cord-327810-kquh59ry 206 9 investigates investigate VBZ cord-327810-kquh59ry 206 10 the the DT cord-327810-kquh59ry 206 11 pattern pattern NN cord-327810-kquh59ry 206 12 of of IN cord-327810-kquh59ry 206 13 financial financial JJ cord-327810-kquh59ry 206 14 transactions transaction NNS cord-327810-kquh59ry 206 15 for for IN cord-327810-kquh59ry 206 16 the the DT cord-327810-kquh59ry 206 17 account(s account(s NNP cord-327810-kquh59ry 206 18 ) ) -RRB- cord-327810-kquh59ry 206 19 flagged flag VBD cord-327810-kquh59ry 206 20 ( ( -LRB- cord-327810-kquh59ry 206 21 Fig Fig NNP cord-327810-kquh59ry 206 22 . . . cord-327810-kquh59ry 206 23 2b 2b LS cord-327810-kquh59ry 206 24 ) ) -RRB- cord-327810-kquh59ry 207 1 The the DT cord-327810-kquh59ry 207 2 advantages advantage NNS cord-327810-kquh59ry 207 3 of of IN cord-327810-kquh59ry 207 4 CPOs cpo NNS cord-327810-kquh59ry 207 5 are be VBP cord-327810-kquh59ry 207 6 that that IN cord-327810-kquh59ry 207 7 they -PRON- PRP cord-327810-kquh59ry 207 8 are be VBP cord-327810-kquh59ry 207 9 more more RBR cord-327810-kquh59ry 207 10 frequent frequent JJ cord-327810-kquh59ry 207 11 and and CC cord-327810-kquh59ry 207 12 timelier timely JJR cord-327810-kquh59ry 207 13 than than IN cord-327810-kquh59ry 207 14 convictions conviction NNS cord-327810-kquh59ry 207 15 , , , cord-327810-kquh59ry 207 16 which which WDT cord-327810-kquh59ry 207 17 increases increase VBZ cord-327810-kquh59ry 207 18 their -PRON- PRP$ cord-327810-kquh59ry 207 19 value value NN cord-327810-kquh59ry 207 20 as as IN cord-327810-kquh59ry 207 21 training training NN cord-327810-kquh59ry 207 22 datasets dataset NNS cord-327810-kquh59ry 207 23 . . . cord-327810-kquh59ry 208 1 However however RB cord-327810-kquh59ry 208 2 , , , cord-327810-kquh59ry 208 3 BANK BANK NNP cord-327810-kquh59ry 208 4 does do VBZ cord-327810-kquh59ry 208 5 not not RB cord-327810-kquh59ry 208 6 know know VB cord-327810-kquh59ry 208 7 what what WP cord-327810-kquh59ry 208 8 crime crime NN cord-327810-kquh59ry 208 9 the the DT cord-327810-kquh59ry 208 10 customers customer NNS cord-327810-kquh59ry 208 11 are be VBP cord-327810-kquh59ry 208 12 being be VBG cord-327810-kquh59ry 208 13 investigated investigate VBN cord-327810-kquh59ry 208 14 for for IN cord-327810-kquh59ry 208 15 , , , cord-327810-kquh59ry 208 16 or or CC cord-327810-kquh59ry 208 17 even even RB cord-327810-kquh59ry 208 18 whether whether IN cord-327810-kquh59ry 208 19 they -PRON- PRP cord-327810-kquh59ry 208 20 will will MD cord-327810-kquh59ry 208 21 end end VB cord-327810-kquh59ry 208 22 up up RP cord-327810-kquh59ry 208 23 being be VBG cord-327810-kquh59ry 208 24 convicted convict VBN cord-327810-kquh59ry 208 25 . . . cord-327810-kquh59ry 209 1 Therefore therefore RB cord-327810-kquh59ry 209 2 , , , cord-327810-kquh59ry 209 3 there there EX cord-327810-kquh59ry 209 4 is be VBZ cord-327810-kquh59ry 209 5 a a DT cord-327810-kquh59ry 209 6 low low JJ cord-327810-kquh59ry 209 7 level level NN cord-327810-kquh59ry 209 8 of of IN cord-327810-kquh59ry 209 9 certainty certainty NN cord-327810-kquh59ry 209 10 that that IN cord-327810-kquh59ry 209 11 any any DT cord-327810-kquh59ry 209 12 particular particular JJ cord-327810-kquh59ry 209 13 pattern pattern NN cord-327810-kquh59ry 209 14 identified identify VBN cord-327810-kquh59ry 209 15 corresponds correspond VBZ cord-327810-kquh59ry 209 16 to to IN cord-327810-kquh59ry 209 17 actual actual JJ cord-327810-kquh59ry 209 18 criminal criminal JJ cord-327810-kquh59ry 209 19 activity activity NN cord-327810-kquh59ry 209 20 , , , cord-327810-kquh59ry 209 21 or or CC cord-327810-kquh59ry 209 22 which which WDT cord-327810-kquh59ry 209 23 crime crime NN cord-327810-kquh59ry 209 24 , , , cord-327810-kquh59ry 209 25 which which WDT cord-327810-kquh59ry 209 26 limits limit VBZ cord-327810-kquh59ry 209 27 their -PRON- PRP$ cord-327810-kquh59ry 209 28 value value NN cord-327810-kquh59ry 209 29 as as IN cord-327810-kquh59ry 209 30 training training NN cord-327810-kquh59ry 209 31 datasets dataset NNS cord-327810-kquh59ry 209 32 . . . cord-327810-kquh59ry 210 1 The the DT cord-327810-kquh59ry 210 2 third third JJ cord-327810-kquh59ry 210 3 approach approach NN cord-327810-kquh59ry 210 4 used use VBN cord-327810-kquh59ry 210 5 by by IN cord-327810-kquh59ry 210 6 BANK BANK NNP cord-327810-kquh59ry 210 7 consists consist VBZ cord-327810-kquh59ry 210 8 of of IN cord-327810-kquh59ry 210 9 looking look VBG cord-327810-kquh59ry 210 10 for for IN cord-327810-kquh59ry 210 11 variations variation NNS cord-327810-kquh59ry 210 12 in in IN cord-327810-kquh59ry 210 13 the the DT cord-327810-kquh59ry 210 14 financial financial JJ cord-327810-kquh59ry 210 15 behaviour behaviour NN cord-327810-kquh59ry 210 16 of of IN cord-327810-kquh59ry 210 17 particular particular JJ cord-327810-kquh59ry 210 18 types type NNS cord-327810-kquh59ry 210 19 of of IN cord-327810-kquh59ry 210 20 customers customer NNS cord-327810-kquh59ry 210 21 , , , cord-327810-kquh59ry 210 22 which which WDT cord-327810-kquh59ry 210 23 is be VBZ cord-327810-kquh59ry 210 24 suitable suitable JJ cord-327810-kquh59ry 210 25 for for IN cord-327810-kquh59ry 210 26 unsupervised unsupervised JJ cord-327810-kquh59ry 210 27 learning learning NN cord-327810-kquh59ry 210 28 . . . cord-327810-kquh59ry 211 1 For for IN cord-327810-kquh59ry 211 2 instance instance NN cord-327810-kquh59ry 211 3 , , , cord-327810-kquh59ry 211 4 BANK BANK NNP cord-327810-kquh59ry 211 5 used use VBD cord-327810-kquh59ry 211 6 this this DT cord-327810-kquh59ry 211 7 technique technique NN cord-327810-kquh59ry 211 8 to to TO cord-327810-kquh59ry 211 9 analyse analyse VB cord-327810-kquh59ry 211 10 the the DT cord-327810-kquh59ry 211 11 financial financial JJ cord-327810-kquh59ry 211 12 behaviour behaviour NN cord-327810-kquh59ry 211 13 of of IN cord-327810-kquh59ry 211 14 business business NN cord-327810-kquh59ry 211 15 accounts account NNS cord-327810-kquh59ry 211 16 associated associate VBN cord-327810-kquh59ry 211 17 with with IN cord-327810-kquh59ry 211 18 a a DT cord-327810-kquh59ry 211 19 particular particular JJ cord-327810-kquh59ry 211 20 type type NN cord-327810-kquh59ry 211 21 of of IN cord-327810-kquh59ry 211 22 trade trade NN cord-327810-kquh59ry 211 23 suspected suspect VBN cord-327810-kquh59ry 211 24 of of IN cord-327810-kquh59ry 211 25 engaging engage VBG cord-327810-kquh59ry 211 26 in in IN cord-327810-kquh59ry 211 27 tax tax NN cord-327810-kquh59ry 211 28 evasion evasion NN cord-327810-kquh59ry 211 29 . . . cord-327810-kquh59ry 212 1 The the DT cord-327810-kquh59ry 212 2 analysis analysis NN cord-327810-kquh59ry 212 3 identified identify VBD cord-327810-kquh59ry 212 4 two two CD cord-327810-kquh59ry 212 5 clusters cluster NNS cord-327810-kquh59ry 212 6 of of IN cord-327810-kquh59ry 212 7 accounts account NNS cord-327810-kquh59ry 212 8 with with IN cord-327810-kquh59ry 212 9 distinct distinct JJ cord-327810-kquh59ry 212 10 behavioural behavioural JJ cord-327810-kquh59ry 212 11 patterns pattern NNS cord-327810-kquh59ry 212 12 in in IN cord-327810-kquh59ry 212 13 terms term NNS cord-327810-kquh59ry 212 14 of of IN cord-327810-kquh59ry 212 15 cash cash NN cord-327810-kquh59ry 212 16 depositsone depositsone NN cord-327810-kquh59ry 212 17 cluster cluster NN cord-327810-kquh59ry 212 18 , , , cord-327810-kquh59ry 212 19 with with IN cord-327810-kquh59ry 212 20 a a DT cord-327810-kquh59ry 212 21 large large JJ cord-327810-kquh59ry 212 22 number number NN cord-327810-kquh59ry 212 23 of of IN cord-327810-kquh59ry 212 24 accounts account NNS cord-327810-kquh59ry 212 25 , , , cord-327810-kquh59ry 212 26 where where WRB cord-327810-kquh59ry 212 27 traders trader NNS cord-327810-kquh59ry 212 28 usually usually RB cord-327810-kquh59ry 212 29 deposited deposit VBD cord-327810-kquh59ry 212 30 round round JJ cord-327810-kquh59ry 212 31 amounts amount NNS cord-327810-kquh59ry 212 32 ( ( -LRB- cord-327810-kquh59ry 212 33 e.g. e.g. RB cord-327810-kquh59ry 212 34 £ £ $ cord-327810-kquh59ry 212 35 1,230 1,230 CD cord-327810-kquh59ry 212 36 ) ) -RRB- cord-327810-kquh59ry 212 37 ; ; : cord-327810-kquh59ry 212 38 and and CC cord-327810-kquh59ry 212 39 another another DT cord-327810-kquh59ry 212 40 cluster cluster NN cord-327810-kquh59ry 212 41 , , , cord-327810-kquh59ry 212 42 with with IN cord-327810-kquh59ry 212 43 a a DT cord-327810-kquh59ry 212 44 small small JJ cord-327810-kquh59ry 212 45 number number NN cord-327810-kquh59ry 212 46 of of IN cord-327810-kquh59ry 212 47 accounts account NNS cord-327810-kquh59ry 212 48 , , , cord-327810-kquh59ry 212 49 where where WRB cord-327810-kquh59ry 212 50 traders trader NNS cord-327810-kquh59ry 212 51 tended tend VBD cord-327810-kquh59ry 212 52 to to TO cord-327810-kquh59ry 212 53 deposit deposit VB cord-327810-kquh59ry 212 54 exact exact JJ cord-327810-kquh59ry 212 55 amounts amount NNS cord-327810-kquh59ry 212 56 ( ( -LRB- cord-327810-kquh59ry 212 57 e.g. e.g. RB cord-327810-kquh59ry 212 58 £ £ $ cord-327810-kquh59ry 212 59 1,237.50 1,237.50 CD cord-327810-kquh59ry 212 60 ) ) -RRB- cord-327810-kquh59ry 212 61 . . . cord-327810-kquh59ry 213 1 These these DT cord-327810-kquh59ry 213 2 clusters cluster NNS cord-327810-kquh59ry 213 3 were be VBD cord-327810-kquh59ry 213 4 , , , cord-327810-kquh59ry 213 5 subsequently subsequently RB cord-327810-kquh59ry 213 6 , , , cord-327810-kquh59ry 213 7 subjected subject VBN cord-327810-kquh59ry 213 8 to to IN cord-327810-kquh59ry 213 9 further further RB cord-327810-kquh59ry 213 10 probing probe VBG cord-327810-kquh59ry 213 11 by by IN cord-327810-kquh59ry 213 12 the the DT cord-327810-kquh59ry 213 13 analysts analyst NNS cord-327810-kquh59ry 213 14 , , , cord-327810-kquh59ry 213 15 to to TO cord-327810-kquh59ry 213 16 identify identify VB cord-327810-kquh59ry 213 17 those those DT cord-327810-kquh59ry 213 18 customers customer NNS cord-327810-kquh59ry 213 19 that that WDT cord-327810-kquh59ry 213 20 might may MD cord-327810-kquh59ry 213 21 be be VB cord-327810-kquh59ry 213 22 deliberately deliberately RB cord-327810-kquh59ry 213 23 attempting attempt VBG cord-327810-kquh59ry 213 24 to to TO cord-327810-kquh59ry 213 25 avoid avoid VB cord-327810-kquh59ry 213 26 paying pay VBG cord-327810-kquh59ry 213 27 tax tax NN cord-327810-kquh59ry 213 28 ( ( -LRB- cord-327810-kquh59ry 213 29 Fig Fig NNP cord-327810-kquh59ry 213 30 . . . cord-327810-kquh59ry 213 31 2c 2c NNP cord-327810-kquh59ry 213 32 ) ) -RRB- cord-327810-kquh59ry 213 33 : : : cord-327810-kquh59ry 213 34 " " `` cord-327810-kquh59ry 213 35 Normal normal JJ cord-327810-kquh59ry 213 36 behaviour behaviour NN cord-327810-kquh59ry 213 37 dictates dictate VBZ cord-327810-kquh59ry 213 38 that that IN cord-327810-kquh59ry 213 39 [ [ -LRB- cord-327810-kquh59ry 213 40 these these DT cord-327810-kquh59ry 213 41 customers customer NNS cord-327810-kquh59ry 213 42 ] ] -RRB- cord-327810-kquh59ry 213 43 only only JJ cord-327810-kquh59ry 213 44 deposit deposit NN cord-327810-kquh59ry 213 45 exact exact JJ cord-327810-kquh59ry 213 46 amounts amount NNS cord-327810-kquh59ry 213 47 . . . cord-327810-kquh59ry 214 1 Is be VBZ cord-327810-kquh59ry 214 2 it -PRON- PRP cord-327810-kquh59ry 214 3 possible possible JJ cord-327810-kquh59ry 214 4 that that IN cord-327810-kquh59ry 214 5 , , , cord-327810-kquh59ry 214 6 therefore therefore RB cord-327810-kquh59ry 214 7 , , , cord-327810-kquh59ry 214 8 the the DT cord-327810-kquh59ry 214 9 money money NN cord-327810-kquh59ry 214 10 launderer launderer NN cord-327810-kquh59ry 214 11 might may MD cord-327810-kquh59ry 214 12 leave leave VB cord-327810-kquh59ry 214 13 it -PRON- PRP cord-327810-kquh59ry 214 14 at at IN cord-327810-kquh59ry 214 15 the the DT cord-327810-kquh59ry 214 16 exact exact JJ cord-327810-kquh59ry 214 17 pounds pound NNS cord-327810-kquh59ry 214 18 and and CC cord-327810-kquh59ry 214 19 pence penny NNS cord-327810-kquh59ry 214 20 ? ? . cord-327810-kquh59ry 215 1 Should Should MD cord-327810-kquh59ry 215 2 we -PRON- PRP cord-327810-kquh59ry 215 3 be be VB cord-327810-kquh59ry 215 4 targeting target VBG cord-327810-kquh59ry 215 5 the the DT cord-327810-kquh59ry 215 6 unusual unusual JJ cord-327810-kquh59ry 215 7 end end NN cord-327810-kquh59ry 215 8 instances instance NNS cord-327810-kquh59ry 215 9 ? ? . cord-327810-kquh59ry 215 10 " " '' cord-327810-kquh59ry 216 1 ( ( -LRB- cord-327810-kquh59ry 216 2 Interview Interview NNP cord-327810-kquh59ry 216 3 , , , cord-327810-kquh59ry 216 4 Systems Systems NNP cord-327810-kquh59ry 216 5 manager manager NN cord-327810-kquh59ry 216 6 ) ) -RRB- cord-327810-kquh59ry 217 1 This this DT cord-327810-kquh59ry 217 2 kind kind NN cord-327810-kquh59ry 217 3 of of IN cord-327810-kquh59ry 217 4 analysis analysis NN cord-327810-kquh59ry 217 5 is be VBZ cord-327810-kquh59ry 217 6 fairly fairly RB cord-327810-kquh59ry 217 7 frequent frequent JJ cord-327810-kquh59ry 217 8 at at IN cord-327810-kquh59ry 217 9 BANK BANK NNP cord-327810-kquh59ry 217 10 . . . cord-327810-kquh59ry 218 1 Because because IN cord-327810-kquh59ry 218 2 it -PRON- PRP cord-327810-kquh59ry 218 3 focuses focus VBZ cord-327810-kquh59ry 218 4 on on IN cord-327810-kquh59ry 218 5 a a DT cord-327810-kquh59ry 218 6 large large JJ cord-327810-kquh59ry 218 7 number number NN cord-327810-kquh59ry 218 8 of of IN cord-327810-kquh59ry 218 9 accounts account NNS cord-327810-kquh59ry 218 10 and and CC cord-327810-kquh59ry 218 11 current current JJ cord-327810-kquh59ry 218 12 behaviours behaviour NNS cord-327810-kquh59ry 218 13 , , , cord-327810-kquh59ry 218 14 this this DT cord-327810-kquh59ry 218 15 approach approach NN cord-327810-kquh59ry 218 16 avoids avoid VBZ cord-327810-kquh59ry 218 17 the the DT cord-327810-kquh59ry 218 18 problems problem NNS cord-327810-kquh59ry 218 19 of of IN cord-327810-kquh59ry 218 20 small small JJ cord-327810-kquh59ry 218 21 and and CC cord-327810-kquh59ry 218 22 dated dated JJ cord-327810-kquh59ry 218 23 training training NN cord-327810-kquh59ry 218 24 data data NN cord-327810-kquh59ry 218 25 sets set NNS cord-327810-kquh59ry 218 26 that that WDT cord-327810-kquh59ry 218 27 characterise characterise VBP cord-327810-kquh59ry 218 28 the the DT cord-327810-kquh59ry 218 29 two two CD cord-327810-kquh59ry 218 30 approaches approach NNS cord-327810-kquh59ry 218 31 previously previously RB cord-327810-kquh59ry 218 32 discussed discuss VBD cord-327810-kquh59ry 218 33 ( ( -LRB- cord-327810-kquh59ry 218 34 Fig Fig NNP cord-327810-kquh59ry 218 35 . . . cord-327810-kquh59ry 218 36 2a 2a CD cord-327810-kquh59ry 218 37 and and CC cord-327810-kquh59ry 218 38 2b 2b CD cord-327810-kquh59ry 218 39 ) ) -RRB- cord-327810-kquh59ry 218 40 . . . cord-327810-kquh59ry 219 1 Moreover moreover RB cord-327810-kquh59ry 219 2 , , , cord-327810-kquh59ry 219 3 by by IN cord-327810-kquh59ry 219 4 alternating alternate VBG cord-327810-kquh59ry 219 5 the the DT cord-327810-kquh59ry 219 6 focus focus NN cord-327810-kquh59ry 219 7 of of IN cord-327810-kquh59ry 219 8 analysissuch analysissuch NNP cord-327810-kquh59ry 219 9 as as IN cord-327810-kquh59ry 219 10 particular particular JJ cord-327810-kquh59ry 219 11 types type NNS cord-327810-kquh59ry 219 12 of of IN cord-327810-kquh59ry 219 13 business business NN cord-327810-kquh59ry 219 14 activities activity NNS cord-327810-kquh59ry 219 15 ( ( -LRB- cord-327810-kquh59ry 219 16 e.g. e.g. IN cord-327810-kquh59ry 219 17 certain certain JJ cord-327810-kquh59ry 219 18 types type NNS cord-327810-kquh59ry 219 19 of of IN cord-327810-kquh59ry 219 20 trade trade NN cord-327810-kquh59ry 219 21 ) ) -RRB- cord-327810-kquh59ry 219 22 , , , cord-327810-kquh59ry 219 23 particular particular JJ cord-327810-kquh59ry 219 24 types type NNS cord-327810-kquh59ry 219 25 of of IN cord-327810-kquh59ry 219 26 customers customer NNS cord-327810-kquh59ry 219 27 ( ( -LRB- cord-327810-kquh59ry 219 28 e.g. e.g. RB cord-327810-kquh59ry 219 29 who who WP cord-327810-kquh59ry 219 30 might may MD cord-327810-kquh59ry 219 31 be be VB cord-327810-kquh59ry 219 32 vulnerable vulnerable JJ cord-327810-kquh59ry 219 33 to to IN cord-327810-kquh59ry 219 34 identity identity NN cord-327810-kquh59ry 219 35 fraud fraud NN cord-327810-kquh59ry 219 36 ) ) -RRB- cord-327810-kquh59ry 219 37 , , , cord-327810-kquh59ry 219 38 particular particular JJ cord-327810-kquh59ry 219 39 types type NNS cord-327810-kquh59ry 219 40 of of IN cord-327810-kquh59ry 219 41 accounts account NNS cord-327810-kquh59ry 219 42 ( ( -LRB- cord-327810-kquh59ry 219 43 e.g. e.g. IN cord-327810-kquh59ry 219 44 dormant dormant JJ cord-327810-kquh59ry 219 45 accounts account NNS cord-327810-kquh59ry 219 46 ) ) -RRB- cord-327810-kquh59ry 219 47 or or CC cord-327810-kquh59ry 219 48 particular particular JJ cord-327810-kquh59ry 219 49 types type NNS cord-327810-kquh59ry 219 50 of of IN cord-327810-kquh59ry 219 51 transactions transaction NNS cord-327810-kquh59ry 219 52 ( ( -LRB- cord-327810-kquh59ry 219 53 e.g. e.g. IN cord-327810-kquh59ry 219 54 international international JJ cord-327810-kquh59ry 219 55 transfers transfer NNS cord-327810-kquh59ry 219 56 ) ) -RRB- cord-327810-kquh59ry 220 1 -it -it : cord-327810-kquh59ry 220 2 allows allow VBZ cord-327810-kquh59ry 220 3 the the DT cord-327810-kquh59ry 220 4 organisations organisation NNS cord-327810-kquh59ry 220 5 to to TO cord-327810-kquh59ry 220 6 develop develop VB cord-327810-kquh59ry 220 7 insight insight NN cord-327810-kquh59ry 220 8 about about IN cord-327810-kquh59ry 220 9 the the DT cord-327810-kquh59ry 220 10 usual usual JJ cord-327810-kquh59ry 220 11 patterns pattern NNS cord-327810-kquh59ry 220 12 of of IN cord-327810-kquh59ry 220 13 behaviour behaviour NN cord-327810-kquh59ry 220 14 of of IN cord-327810-kquh59ry 220 15 those those DT cord-327810-kquh59ry 220 16 types type NNS cord-327810-kquh59ry 220 17 of of IN cord-327810-kquh59ry 220 18 account account NN cord-327810-kquh59ry 220 19 holders holder NNS cord-327810-kquh59ry 220 20 or or CC cord-327810-kquh59ry 220 21 products product NNS cord-327810-kquh59ry 220 22 . . . cord-327810-kquh59ry 221 1 However however RB cord-327810-kquh59ry 221 2 , , , cord-327810-kquh59ry 221 3 this this DT cord-327810-kquh59ry 221 4 approach approach NN cord-327810-kquh59ry 221 5 assumes assume VBZ cord-327810-kquh59ry 221 6 customers customer NNS cord-327810-kquh59ry 221 7 engaging engage VBG cord-327810-kquh59ry 221 8 in in IN cord-327810-kquh59ry 221 9 legitimate legitimate JJ cord-327810-kquh59ry 221 10 behaviour behaviour NN cord-327810-kquh59ry 221 11 have have VBP cord-327810-kquh59ry 221 12 markedly markedly RB cord-327810-kquh59ry 221 13 different different JJ cord-327810-kquh59ry 221 14 financial financial JJ cord-327810-kquh59ry 221 15 behaviours behaviour NNS cord-327810-kquh59ry 221 16 from from IN cord-327810-kquh59ry 221 17 those those DT cord-327810-kquh59ry 221 18 handling handle VBG cord-327810-kquh59ry 221 19 the the DT cord-327810-kquh59ry 221 20 proceeds proceed NNS cord-327810-kquh59ry 221 21 of of IN cord-327810-kquh59ry 221 22 crime crime NN cord-327810-kquh59ry 221 23 . . . cord-327810-kquh59ry 222 1 It -PRON- PRP cord-327810-kquh59ry 222 2 also also RB cord-327810-kquh59ry 222 3 assumes assume VBZ cord-327810-kquh59ry 222 4 that that IN cord-327810-kquh59ry 222 5 the the DT cord-327810-kquh59ry 222 6 majority majority NN cord-327810-kquh59ry 222 7 of of IN cord-327810-kquh59ry 222 8 BANK BANK NNP cord-327810-kquh59ry 222 9 's 's POS cord-327810-kquh59ry 222 10 customers customer NNS cord-327810-kquh59ry 222 11 in in IN cord-327810-kquh59ry 222 12 any any DT cord-327810-kquh59ry 222 13 given give VBN cord-327810-kquh59ry 222 14 category category NN cord-327810-kquh59ry 222 15 of of IN cord-327810-kquh59ry 222 16 analysis analysis NN cord-327810-kquh59ry 222 17 are be VBP cord-327810-kquh59ry 222 18 not not RB cord-327810-kquh59ry 222 19 criminals criminal NNS cord-327810-kquh59ry 222 20 . . . cord-327810-kquh59ry 223 1 Moreover moreover RB cord-327810-kquh59ry 223 2 , , , cord-327810-kquh59ry 223 3 the the DT cord-327810-kquh59ry 223 4 analysis analysis NN cord-327810-kquh59ry 223 5 of of IN cord-327810-kquh59ry 223 6 the the DT cord-327810-kquh59ry 223 7 outliers outlier NNS cord-327810-kquh59ry 223 8 relies rely VBZ cord-327810-kquh59ry 223 9 on on IN cord-327810-kquh59ry 223 10 speculation speculation NN cord-327810-kquh59ry 223 11 about about IN cord-327810-kquh59ry 223 12 the the DT cord-327810-kquh59ry 223 13 reasons reason NNS cord-327810-kquh59ry 223 14 underpinning underpin VBG cord-327810-kquh59ry 223 15 the the DT cord-327810-kquh59ry 223 16 observed observed JJ cord-327810-kquh59ry 223 17 behaviours behaviour NNS cord-327810-kquh59ry 223 18 . . . cord-327810-kquh59ry 224 1 Another another DT cord-327810-kquh59ry 224 2 problem problem NN cord-327810-kquh59ry 224 3 faced face VBN cord-327810-kquh59ry 224 4 by by IN cord-327810-kquh59ry 224 5 BANK BANK NNP cord-327810-kquh59ry 224 6 when when WRB cord-327810-kquh59ry 224 7 using use VBG cord-327810-kquh59ry 224 8 this this DT cord-327810-kquh59ry 224 9 approach approach NN cord-327810-kquh59ry 224 10 is be VBZ cord-327810-kquh59ry 224 11 that that IN cord-327810-kquh59ry 224 12 , , , cord-327810-kquh59ry 224 13 due due IN cord-327810-kquh59ry 224 14 to to IN cord-327810-kquh59ry 224 15 limited limited JJ cord-327810-kquh59ry 224 16 processing processing NN cord-327810-kquh59ry 224 17 power power NN cord-327810-kquh59ry 224 18 , , , cord-327810-kquh59ry 224 19 BANK BANK NNP cord-327810-kquh59ry 224 20 can can MD cord-327810-kquh59ry 224 21 only only RB cord-327810-kquh59ry 224 22 run run VB cord-327810-kquh59ry 224 23 a a DT cord-327810-kquh59ry 224 24 specified specified JJ cord-327810-kquh59ry 224 25 number number NN cord-327810-kquh59ry 224 26 of of IN cord-327810-kquh59ry 224 27 queries query NNS cord-327810-kquh59ry 224 28 at at IN cord-327810-kquh59ry 224 29 any any DT cord-327810-kquh59ry 224 30 one one CD cord-327810-kquh59ry 224 31 time time NN cord-327810-kquh59ry 224 32 . . . cord-327810-kquh59ry 225 1 Hence hence RB cord-327810-kquh59ry 225 2 , , , cord-327810-kquh59ry 225 3 when when WRB cord-327810-kquh59ry 225 4 the the DT cord-327810-kquh59ry 225 5 team team NN cord-327810-kquh59ry 225 6 wants want VBZ cord-327810-kquh59ry 225 7 to to TO cord-327810-kquh59ry 225 8 investigate investigate VB cord-327810-kquh59ry 225 9 a a DT cord-327810-kquh59ry 225 10 new new JJ cord-327810-kquh59ry 225 11 type type NN cord-327810-kquh59ry 225 12 of of IN cord-327810-kquh59ry 225 13 behaviour behaviour NN cord-327810-kquh59ry 225 14 ( ( -LRB- cord-327810-kquh59ry 225 15 e.g. e.g. IN cord-327810-kquh59ry 225 16 deposits deposit NNS cord-327810-kquh59ry 225 17 in in IN cord-327810-kquh59ry 225 18 accounts account NNS cord-327810-kquh59ry 225 19 held hold VBN cord-327810-kquh59ry 225 20 by by IN cord-327810-kquh59ry 225 21 traders trader NNS cord-327810-kquh59ry 225 22 ) ) -RRB- cord-327810-kquh59ry 225 23 , , , cord-327810-kquh59ry 225 24 the the DT cord-327810-kquh59ry 225 25 systems system NNS cord-327810-kquh59ry 225 26 manager manager NN cord-327810-kquh59ry 225 27 needs need VBZ cord-327810-kquh59ry 225 28 to to TO cord-327810-kquh59ry 225 29 switch switch VB cord-327810-kquh59ry 225 30 off off RP cord-327810-kquh59ry 225 31 one one CD cord-327810-kquh59ry 225 32 of of IN cord-327810-kquh59ry 225 33 the the DT cord-327810-kquh59ry 225 34 other other JJ cord-327810-kquh59ry 225 35 queries query NNS cord-327810-kquh59ry 225 36 in in IN cord-327810-kquh59ry 225 37 use use NN cord-327810-kquh59ry 225 38 ( ( -LRB- cord-327810-kquh59ry 225 39 e.g. e.g. IN cord-327810-kquh59ry 225 40 international international JJ cord-327810-kquh59ry 225 41 transfers transfer NNS cord-327810-kquh59ry 225 42 ) ) -RRB- cord-327810-kquh59ry 225 43 . . . cord-327810-kquh59ry 226 1 The the DT cord-327810-kquh59ry 226 2 final final JJ cord-327810-kquh59ry 226 3 type type NN cord-327810-kquh59ry 226 4 of of IN cord-327810-kquh59ry 226 5 approach approach NN cord-327810-kquh59ry 226 6 uses use VBZ cord-327810-kquh59ry 226 7 a a DT cord-327810-kquh59ry 226 8 combination combination NN cord-327810-kquh59ry 226 9 of of IN cord-327810-kquh59ry 226 10 pattern pattern NN cord-327810-kquh59ry 226 11 analysis analysis NN cord-327810-kquh59ry 226 12 of of IN cord-327810-kquh59ry 226 13 a a DT cord-327810-kquh59ry 226 14 dataset dataset NN cord-327810-kquh59ry 226 15 , , , cord-327810-kquh59ry 226 16 and and CC cord-327810-kquh59ry 226 17 criteria criterion NNS cord-327810-kquh59ry 226 18 matching match VBG cord-327810-kquh59ry 226 19 , , , cord-327810-kquh59ry 226 20 to to TO cord-327810-kquh59ry 226 21 identify identify VB cord-327810-kquh59ry 226 22 accounts account NNS cord-327810-kquh59ry 226 23 with with IN cord-327810-kquh59ry 226 24 suspicious suspicious JJ cord-327810-kquh59ry 226 25 patterns pattern NNS cord-327810-kquh59ry 226 26 of of IN cord-327810-kquh59ry 226 27 financial financial JJ cord-327810-kquh59ry 226 28 transactions transaction NNS cord-327810-kquh59ry 226 29 . . . cord-327810-kquh59ry 227 1 It -PRON- PRP cord-327810-kquh59ry 227 2 is be VBZ cord-327810-kquh59ry 227 3 the the DT cord-327810-kquh59ry 227 4 approach approach NN cord-327810-kquh59ry 227 5 used use VBN cord-327810-kquh59ry 227 6 for for IN cord-327810-kquh59ry 227 7 routine routine JJ cord-327810-kquh59ry 227 8 analysis analysis NN cord-327810-kquh59ry 227 9 of of IN cord-327810-kquh59ry 227 10 financial financial JJ cord-327810-kquh59ry 227 11 transactions transaction NNS cord-327810-kquh59ry 227 12 , , , cord-327810-kquh59ry 227 13 and and CC cord-327810-kquh59ry 227 14 it -PRON- PRP cord-327810-kquh59ry 227 15 is be VBZ cord-327810-kquh59ry 227 16 suitable suitable JJ cord-327810-kquh59ry 227 17 for for IN cord-327810-kquh59ry 227 18 application application NN cord-327810-kquh59ry 227 19 of of IN cord-327810-kquh59ry 227 20 reinforced reinforce VBN cord-327810-kquh59ry 227 21 learning learning NN cord-327810-kquh59ry 227 22 techniques technique NNS cord-327810-kquh59ry 227 23 . . . cord-327810-kquh59ry 228 1 Every every DT cord-327810-kquh59ry 228 2 day day NN cord-327810-kquh59ry 228 3 , , , cord-327810-kquh59ry 228 4 BANK bank NN cord-327810-kquh59ry 228 5 uses use VBZ cord-327810-kquh59ry 228 6 this this DT cord-327810-kquh59ry 228 7 algorithm algorithm NN cord-327810-kquh59ry 228 8 to to TO cord-327810-kquh59ry 228 9 analyse analyse VB cord-327810-kquh59ry 228 10 the the DT cord-327810-kquh59ry 228 11 transactions transaction NNS cord-327810-kquh59ry 228 12 occurred occur VBD cord-327810-kquh59ry 228 13 in in IN cord-327810-kquh59ry 228 14 a a DT cord-327810-kquh59ry 228 15 given give VBN cord-327810-kquh59ry 228 16 period period NN cord-327810-kquh59ry 228 17 , , , cord-327810-kquh59ry 228 18 giving give VBG cord-327810-kquh59ry 228 19 more more JJR cord-327810-kquh59ry 228 20 weight weight NN cord-327810-kquh59ry 228 21 to to IN cord-327810-kquh59ry 228 22 those those DT cord-327810-kquh59ry 228 23 that that WDT cord-327810-kquh59ry 228 24 match match VBP cord-327810-kquh59ry 228 25 known know VBN cord-327810-kquh59ry 228 26 money money NN cord-327810-kquh59ry 228 27 laundering laundering NN cord-327810-kquh59ry 228 28 methods method NNS cord-327810-kquh59ry 228 29 ( ( -LRB- cord-327810-kquh59ry 228 30 e.g. e.g. RB cord-327810-kquh59ry 228 31 depositing deposit VBG cord-327810-kquh59ry 228 32 large large JJ cord-327810-kquh59ry 228 33 quantities quantity NNS cord-327810-kquh59ry 228 34 of of IN cord-327810-kquh59ry 228 35 cash cash NN cord-327810-kquh59ry 228 36 , , , cord-327810-kquh59ry 228 37 or or CC cord-327810-kquh59ry 228 38 quickly quickly RB cord-327810-kquh59ry 228 39 defunding defunde VBG cord-327810-kquh59ry 228 40 an an DT cord-327810-kquh59ry 228 41 account account NN cord-327810-kquh59ry 228 42 ) ) -RRB- cord-327810-kquh59ry 228 43 , , , cord-327810-kquh59ry 228 44 and/or and/or CC cord-327810-kquh59ry 228 45 that that DT cord-327810-kquh59ry 228 46 violate violate VBP cord-327810-kquh59ry 228 47 rules rule NNS cord-327810-kquh59ry 228 48 about about IN cord-327810-kquh59ry 228 49 the the DT cord-327810-kquh59ry 228 50 normal normal JJ cord-327810-kquh59ry 228 51 use use NN cord-327810-kquh59ry 228 52 of of IN cord-327810-kquh59ry 228 53 a a DT cord-327810-kquh59ry 228 54 given give VBN cord-327810-kquh59ry 228 55 product product NN cord-327810-kquh59ry 229 1 and/or and/or CC cord-327810-kquh59ry 229 2 the the DT cord-327810-kquh59ry 229 3 expected expect VBN cord-327810-kquh59ry 229 4 behaviour behaviour NN cord-327810-kquh59ry 229 5 for for IN cord-327810-kquh59ry 229 6 a a DT cord-327810-kquh59ry 229 7 type type NN cord-327810-kquh59ry 229 8 of of IN cord-327810-kquh59ry 229 9 customer customer NN cord-327810-kquh59ry 229 10 . . . cord-327810-kquh59ry 230 1 The the DT cord-327810-kquh59ry 230 2 output output NN cord-327810-kquh59ry 230 3 is be VBZ cord-327810-kquh59ry 230 4 a a DT cord-327810-kquh59ry 230 5 set set NN cord-327810-kquh59ry 230 6 of of IN cord-327810-kquh59ry 230 7 transactions transaction NNS cord-327810-kquh59ry 230 8 that that WDT cord-327810-kquh59ry 230 9 are be VBP cord-327810-kquh59ry 230 10 deemed deem VBN cord-327810-kquh59ry 230 11 to to TO cord-327810-kquh59ry 230 12 follow follow VB cord-327810-kquh59ry 230 13 an an DT cord-327810-kquh59ry 230 14 unusual unusual JJ cord-327810-kquh59ry 230 15 pattern pattern NN cord-327810-kquh59ry 230 16 , , , cord-327810-kquh59ry 230 17 and and CC cord-327810-kquh59ry 230 18 that that WDT cord-327810-kquh59ry 230 19 are be VBP cord-327810-kquh59ry 230 20 flagged flag VBN cord-327810-kquh59ry 230 21 for for IN cord-327810-kquh59ry 230 22 further further JJ cord-327810-kquh59ry 230 23 investigation investigation NN cord-327810-kquh59ry 230 24 by by IN cord-327810-kquh59ry 230 25 the the DT cord-327810-kquh59ry 230 26 analysts analyst NNS cord-327810-kquh59ry 230 27 ( ( -LRB- cord-327810-kquh59ry 230 28 Fig Fig NNP cord-327810-kquh59ry 230 29 . . . cord-327810-kquh59ry 230 30 2d 2d NNP cord-327810-kquh59ry 230 31 ) ) -RRB- cord-327810-kquh59ry 230 32 : : : cord-327810-kquh59ry 231 1 As as IN cord-327810-kquh59ry 231 2 with with IN cord-327810-kquh59ry 231 3 the the DT cord-327810-kquh59ry 231 4 previous previous JJ cord-327810-kquh59ry 231 5 approach approach NN cord-327810-kquh59ry 231 6 ( ( -LRB- cord-327810-kquh59ry 231 7 Fig Fig NNP cord-327810-kquh59ry 231 8 . . . cord-327810-kquh59ry 231 9 2c 2c NNP cord-327810-kquh59ry 231 10 ) ) -RRB- cord-327810-kquh59ry 231 11 , , , cord-327810-kquh59ry 231 12 this this DT cord-327810-kquh59ry 231 13 one one NN cord-327810-kquh59ry 231 14 applies apply VBZ cord-327810-kquh59ry 231 15 to to IN cord-327810-kquh59ry 231 16 a a DT cord-327810-kquh59ry 231 17 large large JJ cord-327810-kquh59ry 231 18 number number NN cord-327810-kquh59ry 231 19 of of IN cord-327810-kquh59ry 231 20 accounts account NNS cord-327810-kquh59ry 231 21 , , , cord-327810-kquh59ry 231 22 rather rather RB cord-327810-kquh59ry 231 23 than than IN cord-327810-kquh59ry 231 24 relying rely VBG cord-327810-kquh59ry 231 25 on on IN cord-327810-kquh59ry 231 26 small small JJ cord-327810-kquh59ry 231 27 and and CC cord-327810-kquh59ry 231 28 dated dated JJ cord-327810-kquh59ry 231 29 training training NN cord-327810-kquh59ry 231 30 data datum NNS cord-327810-kquh59ry 231 31 sets set NNS cord-327810-kquh59ry 231 32 ( ( -LRB- cord-327810-kquh59ry 231 33 as as IN cord-327810-kquh59ry 231 34 in in IN cord-327810-kquh59ry 231 35 Fig Fig NNP cord-327810-kquh59ry 231 36 . . . cord-327810-kquh59ry 232 1 2a 2a NNP cord-327810-kquh59ry 232 2 and and CC cord-327810-kquh59ry 232 3 b b LS cord-327810-kquh59ry 232 4 ) ) -RRB- cord-327810-kquh59ry 232 5 . . . cord-327810-kquh59ry 233 1 Another another DT cord-327810-kquh59ry 233 2 advantage advantage NN cord-327810-kquh59ry 233 3 of of IN cord-327810-kquh59ry 233 4 this this DT cord-327810-kquh59ry 233 5 approach approach NN cord-327810-kquh59ry 233 6 is be VBZ cord-327810-kquh59ry 233 7 that that DT cord-327810-kquh59ry 233 8 can can MD cord-327810-kquh59ry 233 9 be be VB cord-327810-kquh59ry 233 10 adjusted adjust VBN cord-327810-kquh59ry 233 11 to to TO cord-327810-kquh59ry 233 12 reflect reflect VB cord-327810-kquh59ry 233 13 BANK BANK NNP cord-327810-kquh59ry 233 14 's 's POS cord-327810-kquh59ry 233 15 evolving evolve VBG cord-327810-kquh59ry 233 16 knowledge knowledge NN cord-327810-kquh59ry 233 17 about about IN cord-327810-kquh59ry 233 18 its -PRON- PRP$ cord-327810-kquh59ry 233 19 customers customer NNS cord-327810-kquh59ry 233 20 and and CC cord-327810-kquh59ry 233 21 money money NN cord-327810-kquh59ry 233 22 laundering laundering NN cord-327810-kquh59ry 233 23 methods method NNS cord-327810-kquh59ry 233 24 , , , cord-327810-kquh59ry 233 25 which which WDT cord-327810-kquh59ry 233 26 is be VBZ cord-327810-kquh59ry 233 27 reviewed review VBN cord-327810-kquh59ry 233 28 every every DT cord-327810-kquh59ry 233 29 week week NN cord-327810-kquh59ry 233 30 by by IN cord-327810-kquh59ry 233 31 the the DT cord-327810-kquh59ry 233 32 financial financial JJ cord-327810-kquh59ry 233 33 intelligence intelligence NN cord-327810-kquh59ry 233 34 team team NN cord-327810-kquh59ry 233 35 . . . cord-327810-kquh59ry 234 1 For for IN cord-327810-kquh59ry 234 2 instance instance NN cord-327810-kquh59ry 234 3 , , , cord-327810-kquh59ry 234 4 the the DT cord-327810-kquh59ry 234 5 discovery discovery NN cord-327810-kquh59ry 234 6 of of IN cord-327810-kquh59ry 234 7 a a DT cord-327810-kquh59ry 234 8 money money NN cord-327810-kquh59ry 234 9 laundering laundering NN cord-327810-kquh59ry 234 10 scheme scheme NN cord-327810-kquh59ry 234 11 linked link VBN cord-327810-kquh59ry 234 12 to to IN cord-327810-kquh59ry 234 13 caravan caravan NNP cord-327810-kquh59ry 234 14 parks park NNS cord-327810-kquh59ry 234 15 led lead VBD cord-327810-kquh59ry 234 16 BANK BANK NNP cord-327810-kquh59ry 234 17 to to TO cord-327810-kquh59ry 234 18 create create VB cord-327810-kquh59ry 234 19 a a DT cord-327810-kquh59ry 234 20 filter filter NN cord-327810-kquh59ry 234 21 for for IN cord-327810-kquh59ry 234 22 type type NN cord-327810-kquh59ry 234 23 of of IN cord-327810-kquh59ry 234 24 accommodation accommodation NN cord-327810-kquh59ry 234 25 ; ; : cord-327810-kquh59ry 234 26 while while IN cord-327810-kquh59ry 234 27 another another DT cord-327810-kquh59ry 234 28 filter filter NN cord-327810-kquh59ry 234 29 that that WDT cord-327810-kquh59ry 234 30 gave give VBD cord-327810-kquh59ry 234 31 more more JJR cord-327810-kquh59ry 234 32 weight weight NN cord-327810-kquh59ry 234 33 to to IN cord-327810-kquh59ry 234 34 personal personal JJ cord-327810-kquh59ry 234 35 accounts account NNS cord-327810-kquh59ry 234 36 without without IN cord-327810-kquh59ry 234 37 a a DT cord-327810-kquh59ry 234 38 known know VBN cord-327810-kquh59ry 234 39 residential residential JJ cord-327810-kquh59ry 234 40 phone phone NN cord-327810-kquh59ry 234 41 number number NN cord-327810-kquh59ry 234 42 was be VBD cord-327810-kquh59ry 234 43 dropped drop VBN cord-327810-kquh59ry 234 44 when when WRB cord-327810-kquh59ry 234 45 it -PRON- PRP cord-327810-kquh59ry 234 46 became become VBD cord-327810-kquh59ry 234 47 clear clear JJ cord-327810-kquh59ry 234 48 that that IN cord-327810-kquh59ry 234 49 more more JJR cord-327810-kquh59ry 234 50 and and CC cord-327810-kquh59ry 234 51 more more JJR cord-327810-kquh59ry 234 52 customers customer NNS cord-327810-kquh59ry 234 53 did do VBD cord-327810-kquh59ry 234 54 not not RB cord-327810-kquh59ry 234 55 have have VB cord-327810-kquh59ry 234 56 fixed fix VBN cord-327810-kquh59ry 234 57 phones phone NNS cord-327810-kquh59ry 234 58 in in IN cord-327810-kquh59ry 234 59 their -PRON- PRP$ cord-327810-kquh59ry 234 60 houses house NNS cord-327810-kquh59ry 234 61 . . . cord-327810-kquh59ry 235 1 However however RB cord-327810-kquh59ry 235 2 , , , cord-327810-kquh59ry 235 3 this this DT cord-327810-kquh59ry 235 4 approach approach NN cord-327810-kquh59ry 235 5 is be VBZ cord-327810-kquh59ry 235 6 not not RB cord-327810-kquh59ry 235 7 focused focus VBN cord-327810-kquh59ry 235 8 on on IN cord-327810-kquh59ry 235 9 known know VBN cord-327810-kquh59ry 235 10 criminal criminal JJ cord-327810-kquh59ry 235 11 behaviour behaviour NN cord-327810-kquh59ry 235 12 ( ( -LRB- cord-327810-kquh59ry 235 13 unlike unlike IN cord-327810-kquh59ry 235 14 the the DT cord-327810-kquh59ry 235 15 approaches approach NNS cord-327810-kquh59ry 235 16 depicted depict VBN cord-327810-kquh59ry 235 17 in in IN cord-327810-kquh59ry 235 18 Fig Fig NNP cord-327810-kquh59ry 235 19 . . . cord-327810-kquh59ry 236 1 2a 2a NNP cord-327810-kquh59ry 236 2 and and CC cord-327810-kquh59ry 236 3 b b LS cord-327810-kquh59ry 236 4 ) ) -RRB- cord-327810-kquh59ry 236 5 , , , cord-327810-kquh59ry 236 6 or or CC cord-327810-kquh59ry 236 7 on on IN cord-327810-kquh59ry 236 8 accounts account NNS cord-327810-kquh59ry 236 9 with with IN cord-327810-kquh59ry 236 10 high high JJ cord-327810-kquh59ry 236 11 likelihood likelihood NN cord-327810-kquh59ry 236 12 of of IN cord-327810-kquh59ry 236 13 being be VBG cord-327810-kquh59ry 236 14 linked link VBN cord-327810-kquh59ry 236 15 to to IN cord-327810-kquh59ry 236 16 criminal criminal JJ cord-327810-kquh59ry 236 17 activity activity NN cord-327810-kquh59ry 237 1 ( ( -LRB- cord-327810-kquh59ry 237 2 unlike unlike IN cord-327810-kquh59ry 237 3 the the DT cord-327810-kquh59ry 237 4 approach approach NN cord-327810-kquh59ry 237 5 depicted depict VBN cord-327810-kquh59ry 237 6 in in IN cord-327810-kquh59ry 237 7 Fig Fig NNP cord-327810-kquh59ry 237 8 . . . cord-327810-kquh59ry 237 9 2c 2c NNP cord-327810-kquh59ry 237 10 ) ) -RRB- cord-327810-kquh59ry 237 11 . . . cord-327810-kquh59ry 238 1 Rather rather RB cord-327810-kquh59ry 238 2 , , , cord-327810-kquh59ry 238 3 it -PRON- PRP cord-327810-kquh59ry 238 4 flags flag VBZ cord-327810-kquh59ry 238 5 a a DT cord-327810-kquh59ry 238 6 number number NN cord-327810-kquh59ry 238 7 of of IN cord-327810-kquh59ry 238 8 accounts account NNS cord-327810-kquh59ry 238 9 that that WDT cord-327810-kquh59ry 238 10 may may MD cord-327810-kquh59ry 238 11 have have VB cord-327810-kquh59ry 238 12 unusualrather unusualrather NN cord-327810-kquh59ry 238 13 than than IN cord-327810-kquh59ry 238 14 suspicioustransaction suspicioustransaction NN cord-327810-kquh59ry 238 15 patterns pattern NNS cord-327810-kquh59ry 238 16 , , , cord-327810-kquh59ry 238 17 and and CC cord-327810-kquh59ry 238 18 which which WDT cord-327810-kquh59ry 238 19 need need VBP cord-327810-kquh59ry 238 20 to to TO cord-327810-kquh59ry 238 21 be be VB cord-327810-kquh59ry 238 22 further further RB cord-327810-kquh59ry 238 23 investigated investigate VBN cord-327810-kquh59ry 238 24 , , , cord-327810-kquh59ry 238 25 manually manually RB cord-327810-kquh59ry 238 26 , , , cord-327810-kquh59ry 238 27 by by IN cord-327810-kquh59ry 238 28 the the DT cord-327810-kquh59ry 238 29 analysts analyst NNS cord-327810-kquh59ry 238 30 team team NN cord-327810-kquh59ry 238 31 . . . cord-327810-kquh59ry 239 1 This this DT cord-327810-kquh59ry 239 2 investigation investigation NN cord-327810-kquh59ry 239 3 , , , cord-327810-kquh59ry 239 4 like like IN cord-327810-kquh59ry 239 5 the the DT cord-327810-kquh59ry 239 6 approach approach NN cord-327810-kquh59ry 239 7 depicted depict VBN cord-327810-kquh59ry 239 8 in in IN cord-327810-kquh59ry 239 9 Fig Fig NNP cord-327810-kquh59ry 239 10 . . . cord-327810-kquh59ry 239 11 2c 2c NNP cord-327810-kquh59ry 239 12 , , , cord-327810-kquh59ry 239 13 relies rely VBZ cord-327810-kquh59ry 239 14 on on IN cord-327810-kquh59ry 239 15 speculation speculation NN cord-327810-kquh59ry 239 16 by by IN cord-327810-kquh59ry 239 17 the the DT cord-327810-kquh59ry 239 18 analysts analyst NNS cord-327810-kquh59ry 239 19 about about IN cord-327810-kquh59ry 239 20 the the DT cord-327810-kquh59ry 239 21 legitimacy legitimacy NN cord-327810-kquh59ry 239 22 of of IN cord-327810-kquh59ry 239 23 the the DT cord-327810-kquh59ry 239 24 behaviours behaviour NNS cord-327810-kquh59ry 239 25 observed observe VBN cord-327810-kquh59ry 239 26 . . . cord-327810-kquh59ry 240 1 In in IN cord-327810-kquh59ry 240 2 turn turn NN cord-327810-kquh59ry 240 3 , , , cord-327810-kquh59ry 240 4 the the DT cord-327810-kquh59ry 240 5 need need NN cord-327810-kquh59ry 240 6 for for IN cord-327810-kquh59ry 240 7 the the DT cord-327810-kquh59ry 240 8 results result NNS cord-327810-kquh59ry 240 9 to to TO cord-327810-kquh59ry 240 10 be be VB cord-327810-kquh59ry 240 11 filtered filter VBN cord-327810-kquh59ry 240 12 by by IN cord-327810-kquh59ry 240 13 analysts analyst NNS cord-327810-kquh59ry 240 14 creates create VBZ cord-327810-kquh59ry 240 15 another another DT cord-327810-kquh59ry 240 16 challenge challenge NN cord-327810-kquh59ry 240 17 : : : cord-327810-kquh59ry 240 18 queries query NNS cord-327810-kquh59ry 240 19 that that WDT cord-327810-kquh59ry 240 20 produce produce VBP cord-327810-kquh59ry 240 21 large large JJ cord-327810-kquh59ry 240 22 amounts amount NNS cord-327810-kquh59ry 240 23 of of IN cord-327810-kquh59ry 240 24 flags flag NNS cord-327810-kquh59ry 240 25 undermine undermine VBP cord-327810-kquh59ry 240 26 the the DT cord-327810-kquh59ry 240 27 unit unit NN cord-327810-kquh59ry 240 28 's 's POS cord-327810-kquh59ry 240 29 goal goal NN cord-327810-kquh59ry 240 30 of of IN cord-327810-kquh59ry 240 31 staying stay VBG cord-327810-kquh59ry 240 32 within within IN cord-327810-kquh59ry 240 33 specific specific JJ cord-327810-kquh59ry 240 34 performance performance NN cord-327810-kquh59ry 240 35 targets target NNS cord-327810-kquh59ry 240 36 . . . cord-327810-kquh59ry 241 1 So so RB cord-327810-kquh59ry 241 2 , , , cord-327810-kquh59ry 241 3 the the DT cord-327810-kquh59ry 241 4 parameters parameter NNS cord-327810-kquh59ry 241 5 may may MD cord-327810-kquh59ry 241 6 be be VB cord-327810-kquh59ry 241 7 fine fine RB cord-327810-kquh59ry 241 8 - - HYPH cord-327810-kquh59ry 241 9 tuned tune VBN cord-327810-kquh59ry 241 10 because because IN cord-327810-kquh59ry 241 11 of of IN cord-327810-kquh59ry 241 12 the the DT cord-327810-kquh59ry 241 13 need need NN cord-327810-kquh59ry 241 14 to to TO cord-327810-kquh59ry 241 15 limit limit VB cord-327810-kquh59ry 241 16 the the DT cord-327810-kquh59ry 241 17 number number NN cord-327810-kquh59ry 241 18 of of IN cord-327810-kquh59ry 241 19 output output NN cord-327810-kquh59ry 241 20 cases case NNS cord-327810-kquh59ry 241 21 , , , cord-327810-kquh59ry 241 22 rather rather RB cord-327810-kquh59ry 241 23 than than IN cord-327810-kquh59ry 241 24 because because IN cord-327810-kquh59ry 241 25 of of IN cord-327810-kquh59ry 241 26 specific specific JJ cord-327810-kquh59ry 241 27 intelligence intelligence NN cord-327810-kquh59ry 241 28 : : : cord-327810-kquh59ry 241 29 ' ' '' cord-327810-kquh59ry 241 30 We -PRON- PRP cord-327810-kquh59ry 241 31 wrote write VBD cord-327810-kquh59ry 241 32 a a DT cord-327810-kquh59ry 241 33 rule rule NN cord-327810-kquh59ry 241 34 that that WDT cord-327810-kquh59ry 241 35 says say VBZ cord-327810-kquh59ry 241 36 " " `` cord-327810-kquh59ry 241 37 from from IN cord-327810-kquh59ry 241 38 our -PRON- PRP$ cord-327810-kquh59ry 241 39 personal personal JJ cord-327810-kquh59ry 241 40 account account NN cord-327810-kquh59ry 241 41 customers customer NNS cord-327810-kquh59ry 241 42 , , , cord-327810-kquh59ry 241 43 tell tell VB cord-327810-kquh59ry 241 44 us -PRON- PRP cord-327810-kquh59ry 241 45 which which WDT cord-327810-kquh59ry 241 46 accounts account NNS cord-327810-kquh59ry 241 47 are be VBP cord-327810-kquh59ry 241 48 receiving receive VBG cord-327810-kquh59ry 241 49 in in IN cord-327810-kquh59ry 241 50 excess excess NN cord-327810-kquh59ry 241 51 of of IN cord-327810-kquh59ry 241 52 [ [ -LRB- cord-327810-kquh59ry 241 53 £ £ $ cord-327810-kquh59ry 241 54 X x CD cord-327810-kquh59ry 241 55 ] ] -RRB- cord-327810-kquh59ry 241 56 in in IN cord-327810-kquh59ry 241 57 a a DT cord-327810-kquh59ry 241 58 [ [ -LRB- cord-327810-kquh59ry 241 59 N N NNP cord-327810-kquh59ry 241 60 ] ] -RRB- cord-327810-kquh59ry 241 61 day day NN cord-327810-kquh59ry 241 62 period period NN cord-327810-kquh59ry 241 63 " " '' cord-327810-kquh59ry 241 64 . . . cord-327810-kquh59ry 242 1 Initially initially RB cord-327810-kquh59ry 242 2 , , , cord-327810-kquh59ry 242 3 that that DT cord-327810-kquh59ry 242 4 prompted prompt VBD cord-327810-kquh59ry 242 5 many many JJ cord-327810-kquh59ry 242 6 cases case NNS cord-327810-kquh59ry 242 7 , , , cord-327810-kquh59ry 242 8 and and CC cord-327810-kquh59ry 242 9 over over IN cord-327810-kquh59ry 242 10 time time NN cord-327810-kquh59ry 242 11 , , , cord-327810-kquh59ry 242 12 we -PRON- PRP cord-327810-kquh59ry 242 13 brought bring VBD cord-327810-kquh59ry 242 14 that that DT cord-327810-kquh59ry 242 15 figure figure NN cord-327810-kquh59ry 242 16 down down RP cord-327810-kquh59ry 242 17 to to IN cord-327810-kquh59ry 242 18 cases case NNS cord-327810-kquh59ry 242 19 between between IN cord-327810-kquh59ry 242 20 [ [ -LRB- cord-327810-kquh59ry 242 21 £ £ $ cord-327810-kquh59ry 242 22 Y Y NNP cord-327810-kquh59ry 242 23 ] ] -RRB- cord-327810-kquh59ry 242 24 and and CC cord-327810-kquh59ry 242 25 [ [ -LRB- cord-327810-kquh59ry 242 26 £ £ $ cord-327810-kquh59ry 242 27 Z z CD cord-327810-kquh59ry 242 28 ] ] -RRB- cord-327810-kquh59ry 242 29 over over IN cord-327810-kquh59ry 242 30 N n CD cord-327810-kquh59ry 242 31 days day NNS cord-327810-kquh59ry 242 32 . . . cord-327810-kquh59ry 242 33 ' ' '' cord-327810-kquh59ry 243 1 ( ( -LRB- cord-327810-kquh59ry 243 2 Interview interview NN cord-327810-kquh59ry 243 3 , , , cord-327810-kquh59ry 243 4 Analysts analyst NNS cord-327810-kquh59ry 243 5 ' ' POS cord-327810-kquh59ry 243 6 manager manager NN cord-327810-kquh59ry 243 7 ) ) -RRB- cord-327810-kquh59ry 244 1 As as IN cord-327810-kquh59ry 244 2 with with IN cord-327810-kquh59ry 244 3 the the DT cord-327810-kquh59ry 244 4 third third JJ cord-327810-kquh59ry 244 5 approach approach NN cord-327810-kquh59ry 244 6 ( ( -LRB- cord-327810-kquh59ry 244 7 Fig Fig NNP cord-327810-kquh59ry 244 8 . . . cord-327810-kquh59ry 244 9 2c 2c NNP cord-327810-kquh59ry 244 10 ) ) -RRB- cord-327810-kquh59ry 244 11 , , , cord-327810-kquh59ry 244 12 due due IN cord-327810-kquh59ry 244 13 to to IN cord-327810-kquh59ry 244 14 limited limited JJ cord-327810-kquh59ry 244 15 processing processing NN cord-327810-kquh59ry 244 16 power power NN cord-327810-kquh59ry 244 17 , , , cord-327810-kquh59ry 244 18 BANK BANK NNP cord-327810-kquh59ry 244 19 needs need VBZ cord-327810-kquh59ry 244 20 to to TO cord-327810-kquh59ry 244 21 switch switch VB cord-327810-kquh59ry 244 22 off off RP cord-327810-kquh59ry 244 23 an an DT cord-327810-kquh59ry 244 24 existing exist VBG cord-327810-kquh59ry 244 25 filter filter NN cord-327810-kquh59ry 244 26 whenever whenever WRB cord-327810-kquh59ry 244 27 it -PRON- PRP cord-327810-kquh59ry 244 28 wants want VBZ cord-327810-kquh59ry 244 29 to to TO cord-327810-kquh59ry 244 30 introduce introduce VB cord-327810-kquh59ry 244 31 a a DT cord-327810-kquh59ry 244 32 new new JJ cord-327810-kquh59ry 244 33 one one CD cord-327810-kquh59ry 244 34 . . . cord-327810-kquh59ry 245 1 In in IN cord-327810-kquh59ry 245 2 addition addition NN cord-327810-kquh59ry 245 3 to to IN cord-327810-kquh59ry 245 4 the the DT cord-327810-kquh59ry 245 5 specific specific JJ cord-327810-kquh59ry 245 6 technical technical JJ cord-327810-kquh59ry 245 7 and and CC cord-327810-kquh59ry 245 8 organisational organisational JJ cord-327810-kquh59ry 245 9 challenges challenge NNS cord-327810-kquh59ry 245 10 associated associate VBN cord-327810-kquh59ry 245 11 with with IN cord-327810-kquh59ry 245 12 the the DT cord-327810-kquh59ry 245 13 specific specific JJ cord-327810-kquh59ry 245 14 types type NNS cord-327810-kquh59ry 245 15 of of IN cord-327810-kquh59ry 245 16 algorithms algorithm NNS cord-327810-kquh59ry 245 17 discussed discuss VBN cord-327810-kquh59ry 245 18 above above RB cord-327810-kquh59ry 245 19 , , , cord-327810-kquh59ry 245 20 there there EX cord-327810-kquh59ry 245 21 are be VBP cord-327810-kquh59ry 245 22 some some DT cord-327810-kquh59ry 245 23 generic generic JJ cord-327810-kquh59ry 245 24 issues issue NNS cord-327810-kquh59ry 245 25 that that WDT cord-327810-kquh59ry 245 26 condition condition NNP cord-327810-kquh59ry 245 27 BANK BANK NNP cord-327810-kquh59ry 245 28 's 's POS cord-327810-kquh59ry 245 29 ability ability NN cord-327810-kquh59ry 245 30 to to TO cord-327810-kquh59ry 245 31 use use VB cord-327810-kquh59ry 245 32 machine machine NN cord-327810-kquh59ry 245 33 learning learn VBG cord-327810-kquh59ry 245 34 in in IN cord-327810-kquh59ry 245 35 AML AML NNP cord-327810-kquh59ry 245 36 profiling profiling NN cord-327810-kquh59ry 245 37 . . . cord-327810-kquh59ry 246 1 In in IN cord-327810-kquh59ry 246 2 terms term NNS cord-327810-kquh59ry 246 3 of of IN cord-327810-kquh59ry 246 4 input input NN cord-327810-kquh59ry 246 5 data datum NNS cord-327810-kquh59ry 246 6 , , , cord-327810-kquh59ry 246 7 BANK BANK NNP cord-327810-kquh59ry 246 8 can can MD cord-327810-kquh59ry 246 9 only only RB cord-327810-kquh59ry 246 10 use use VB cord-327810-kquh59ry 246 11 its -PRON- PRP$ cord-327810-kquh59ry 246 12 own own JJ cord-327810-kquh59ry 246 13 transaction transaction NN cord-327810-kquh59ry 246 14 databases database NNS cord-327810-kquh59ry 246 15 . . . cord-327810-kquh59ry 247 1 Hence hence RB cord-327810-kquh59ry 247 2 , , , cord-327810-kquh59ry 247 3 it -PRON- PRP cord-327810-kquh59ry 247 4 will will MD cord-327810-kquh59ry 247 5 always always RB cord-327810-kquh59ry 247 6 have have VB cord-327810-kquh59ry 247 7 a a DT cord-327810-kquh59ry 247 8 limited limited JJ cord-327810-kquh59ry 247 9 view view NN cord-327810-kquh59ry 247 10 of of IN cord-327810-kquh59ry 247 11 a a DT cord-327810-kquh59ry 247 12 customer customer NN cord-327810-kquh59ry 247 13 's 's POS cord-327810-kquh59ry 247 14 financial financial JJ cord-327810-kquh59ry 247 15 behaviour behaviour NN cord-327810-kquh59ry 247 16 . . . cord-327810-kquh59ry 248 1 For for IN cord-327810-kquh59ry 248 2 instance instance NN cord-327810-kquh59ry 248 3 , , , cord-327810-kquh59ry 248 4 BANK BANK NNP cord-327810-kquh59ry 248 5 may may MD cord-327810-kquh59ry 248 6 be be VB cord-327810-kquh59ry 248 7 aware aware JJ cord-327810-kquh59ry 248 8 that that IN cord-327810-kquh59ry 248 9 a a DT cord-327810-kquh59ry 248 10 customer customer NN cord-327810-kquh59ry 248 11 has have VBZ cord-327810-kquh59ry 248 12 accounts account NNS cord-327810-kquh59ry 248 13 in in IN cord-327810-kquh59ry 248 14 another another DT cord-327810-kquh59ry 248 15 financial financial JJ cord-327810-kquh59ry 248 16 services service NNS cord-327810-kquh59ry 248 17 organisation organisation NN cord-327810-kquh59ry 248 18 , , , cord-327810-kquh59ry 248 19 but but CC cord-327810-kquh59ry 248 20 is be VBZ cord-327810-kquh59ry 248 21 unable unable JJ cord-327810-kquh59ry 248 22 to to TO cord-327810-kquh59ry 248 23 access access VB cord-327810-kquh59ry 248 24 information information NN cord-327810-kquh59ry 248 25 about about IN cord-327810-kquh59ry 248 26 the the DT cord-327810-kquh59ry 248 27 transactions transaction NNS cord-327810-kquh59ry 248 28 in in IN cord-327810-kquh59ry 248 29 those those DT cord-327810-kquh59ry 248 30 accounts account NNS cord-327810-kquh59ry 248 31 . . . cord-327810-kquh59ry 249 1 Moreover moreover RB cord-327810-kquh59ry 249 2 , , , cord-327810-kquh59ry 249 3 due due IN cord-327810-kquh59ry 249 4 to to IN cord-327810-kquh59ry 249 5 the the DT cord-327810-kquh59ry 249 6 system system NN cord-327810-kquh59ry 249 7 's 's POS cord-327810-kquh59ry 249 8 constraints constraint NNS cord-327810-kquh59ry 249 9 , , , cord-327810-kquh59ry 249 10 BANK BANK NNP cord-327810-kquh59ry 249 11 only only RB cord-327810-kquh59ry 249 12 holds hold VBZ cord-327810-kquh59ry 249 13 data datum NNS cord-327810-kquh59ry 249 14 for for IN cord-327810-kquh59ry 249 15 analysis analysis NN cord-327810-kquh59ry 249 16 for for IN cord-327810-kquh59ry 249 17 a a DT cord-327810-kquh59ry 249 18 certain certain JJ cord-327810-kquh59ry 249 19 number number NN cord-327810-kquh59ry 249 20 of of IN cord-327810-kquh59ry 249 21 months month NNS cord-327810-kquh59ry 249 22 . . . cord-327810-kquh59ry 250 1 That that RB cord-327810-kquh59ry 250 2 is is RB cord-327810-kquh59ry 250 3 , , , cord-327810-kquh59ry 250 4 any any DT cord-327810-kquh59ry 250 5 automated automate VBN cord-327810-kquh59ry 250 6 machine machine NN cord-327810-kquh59ry 250 7 learning learn VBG cord-327810-kquh59ry 250 8 exercise exercise NN cord-327810-kquh59ry 250 9 is be VBZ cord-327810-kquh59ry 250 10 done do VBN cord-327810-kquh59ry 250 11 on on IN cord-327810-kquh59ry 250 12 records record NNS cord-327810-kquh59ry 250 13 from from IN cord-327810-kquh59ry 250 14 the the DT cord-327810-kquh59ry 250 15 last last JJ cord-327810-kquh59ry 250 16 X x NN cord-327810-kquh59ry 250 17 months month NNS cord-327810-kquh59ry 250 18 of of IN cord-327810-kquh59ry 250 19 activity activity NN cord-327810-kquh59ry 250 20 only only RB cord-327810-kquh59ry 251 1 ( ( -LRB- cord-327810-kquh59ry 251 2 although although IN cord-327810-kquh59ry 251 3 analysts analyst NNS cord-327810-kquh59ry 251 4 can can MD cord-327810-kquh59ry 251 5 query query VB cord-327810-kquh59ry 251 6 older old JJR cord-327810-kquh59ry 251 7 databases database NNS cord-327810-kquh59ry 251 8 , , , cord-327810-kquh59ry 251 9 manually manually RB cord-327810-kquh59ry 251 10 ) ) -RRB- cord-327810-kquh59ry 251 11 . . . cord-327810-kquh59ry 252 1 Furthermore furthermore RB cord-327810-kquh59ry 252 2 , , , cord-327810-kquh59ry 252 3 due due IN cord-327810-kquh59ry 252 4 to to IN cord-327810-kquh59ry 252 5 compatibility compatibility NN cord-327810-kquh59ry 252 6 issues issue NNS cord-327810-kquh59ry 252 7 , , , cord-327810-kquh59ry 252 8 not not RB cord-327810-kquh59ry 252 9 all all DT cord-327810-kquh59ry 252 10 legacy legacy NN cord-327810-kquh59ry 252 11 systems system NNS cord-327810-kquh59ry 252 12 can can MD cord-327810-kquh59ry 252 13 feed feed VB cord-327810-kquh59ry 252 14 into into IN cord-327810-kquh59ry 252 15 the the DT cord-327810-kquh59ry 252 16 automated automate VBN cord-327810-kquh59ry 252 17 analysis analysis NN cord-327810-kquh59ry 252 18 system system NN cord-327810-kquh59ry 252 19 . . . cord-327810-kquh59ry 253 1 One one CD cord-327810-kquh59ry 253 2 example example NN cord-327810-kquh59ry 253 3 is be VBZ cord-327810-kquh59ry 253 4 the the DT cord-327810-kquh59ry 253 5 mortgage mortgage NN cord-327810-kquh59ry 253 6 database database NN cord-327810-kquh59ry 253 7 . . . cord-327810-kquh59ry 254 1 Again again RB cord-327810-kquh59ry 254 2 , , , cord-327810-kquh59ry 254 3 analysts analyst NNS cord-327810-kquh59ry 254 4 can can MD cord-327810-kquh59ry 254 5 query query VB cord-327810-kquh59ry 254 6 the the DT cord-327810-kquh59ry 254 7 mortgage mortgage NN cord-327810-kquh59ry 254 8 database database NN cord-327810-kquh59ry 254 9 individually individually RB cord-327810-kquh59ry 254 10 , , , cord-327810-kquh59ry 254 11 but but CC cord-327810-kquh59ry 254 12 not not RB cord-327810-kquh59ry 254 13 as as IN cord-327810-kquh59ry 254 14 part part NN cord-327810-kquh59ry 254 15 of of IN cord-327810-kquh59ry 254 16 an an DT cord-327810-kquh59ry 254 17 automated automate VBN cord-327810-kquh59ry 254 18 machine machine NN cord-327810-kquh59ry 254 19 learning learning NN cord-327810-kquh59ry 254 20 exercise exercise NN cord-327810-kquh59ry 254 21 . . . cord-327810-kquh59ry 255 1 In in IN cord-327810-kquh59ry 255 2 addition addition NN cord-327810-kquh59ry 255 3 , , , cord-327810-kquh59ry 255 4 the the DT cord-327810-kquh59ry 255 5 system system NN cord-327810-kquh59ry 255 6 currently currently RB cord-327810-kquh59ry 255 7 in in IN cord-327810-kquh59ry 255 8 place place NN cord-327810-kquh59ry 255 9 at at IN cord-327810-kquh59ry 255 10 BANK BANK NNP cord-327810-kquh59ry 255 11 can can MD cord-327810-kquh59ry 255 12 only only RB cord-327810-kquh59ry 255 13 process process VB cord-327810-kquh59ry 255 14 numerical numerical JJ cord-327810-kquh59ry 255 15 data datum NNS cord-327810-kquh59ry 255 16 and and CC cord-327810-kquh59ry 255 17 some some DT cord-327810-kquh59ry 255 18 types type NNS cord-327810-kquh59ry 255 19 of of IN cord-327810-kquh59ry 255 20 non non JJ cord-327810-kquh59ry 255 21 - - JJ cord-327810-kquh59ry 255 22 numerical numerical JJ cord-327810-kquh59ry 255 23 data datum NNS cord-327810-kquh59ry 255 24 ( ( -LRB- cord-327810-kquh59ry 255 25 e.g. e.g. IN cord-327810-kquh59ry 255 26 postcodes postcode NNS cord-327810-kquh59ry 255 27 ) ) -RRB- cord-327810-kquh59ry 255 28 . . . cord-327810-kquh59ry 256 1 It -PRON- PRP cord-327810-kquh59ry 256 2 is be VBZ cord-327810-kquh59ry 256 3 unable unable JJ cord-327810-kquh59ry 256 4 to to TO cord-327810-kquh59ry 256 5 process process VB cord-327810-kquh59ry 256 6 freeform freeform JJ cord-327810-kquh59ry 256 7 text text NN cord-327810-kquh59ry 256 8 fields field NNS cord-327810-kquh59ry 256 9 , , , cord-327810-kquh59ry 256 10 voice voice NN cord-327810-kquh59ry 256 11 and and CC cord-327810-kquh59ry 256 12 other other JJ cord-327810-kquh59ry 256 13 types type NNS cord-327810-kquh59ry 256 14 of of IN cord-327810-kquh59ry 256 15 unstructured unstructured JJ cord-327810-kquh59ry 256 16 data datum NNS cord-327810-kquh59ry 256 17 : : : cord-327810-kquh59ry 256 18 ' ' `` cord-327810-kquh59ry 256 19 We -PRON- PRP cord-327810-kquh59ry 256 20 do do VBP cord-327810-kquh59ry 256 21 n't not RB cord-327810-kquh59ry 256 22 carry carry VB cord-327810-kquh59ry 256 23 details detail NNS cord-327810-kquh59ry 256 24 such such JJ cord-327810-kquh59ry 256 25 as as IN cord-327810-kquh59ry 256 26 scratch scratch NN cord-327810-kquh59ry 256 27 pads pad NNS cord-327810-kquh59ry 256 28 , , , cord-327810-kquh59ry 256 29 history history NN cord-327810-kquh59ry 256 30 names name NNS cord-327810-kquh59ry 256 31 , , , cord-327810-kquh59ry 256 32 notes note VBZ cord-327810-kquh59ry 256 33 that that IN cord-327810-kquh59ry 256 34 customer customer NN cord-327810-kquh59ry 256 35 advisors advisor NNS cord-327810-kquh59ry 256 36 might may MD cord-327810-kquh59ry 256 37 use use VB cord-327810-kquh59ry 256 38 , , , cord-327810-kquh59ry 256 39 telephone telephone NN cord-327810-kquh59ry 256 40 conversations conversation NNS cord-327810-kquh59ry 256 41 … … NFP cord-327810-kquh59ry 257 1 Although although IN cord-327810-kquh59ry 257 2 some some DT cord-327810-kquh59ry 257 3 of of IN cord-327810-kquh59ry 257 4 the the DT cord-327810-kquh59ry 257 5 conversations conversation NNS cord-327810-kquh59ry 257 6 could could MD cord-327810-kquh59ry 257 7 be be VB cord-327810-kquh59ry 257 8 useful useful JJ cord-327810-kquh59ry 257 9 , , , cord-327810-kquh59ry 257 10 and and CC cord-327810-kquh59ry 257 11 we -PRON- PRP cord-327810-kquh59ry 257 12 ca can MD cord-327810-kquh59ry 257 13 n't not RB cord-327810-kquh59ry 257 14 run run VB cord-327810-kquh59ry 257 15 queries query NNS cord-327810-kquh59ry 257 16 on on IN cord-327810-kquh59ry 257 17 them -PRON- PRP cord-327810-kquh59ry 257 18 . . . cord-327810-kquh59ry 258 1 So so RB cord-327810-kquh59ry 258 2 , , , cord-327810-kquh59ry 258 3 there there EX cord-327810-kquh59ry 258 4 is be VBZ cord-327810-kquh59ry 258 5 no no DT cord-327810-kquh59ry 258 6 use use NN cord-327810-kquh59ry 258 7 in in IN cord-327810-kquh59ry 258 8 having have VBG cord-327810-kquh59ry 258 9 them -PRON- PRP cord-327810-kquh59ry 258 10 into into IN cord-327810-kquh59ry 258 11 the the DT cord-327810-kquh59ry 258 12 system system NN cord-327810-kquh59ry 258 13 . . . cord-327810-kquh59ry 258 14 ' ' '' cord-327810-kquh59ry 259 1 ( ( -LRB- cord-327810-kquh59ry 259 2 Interview Interview NNP cord-327810-kquh59ry 259 3 , , , cord-327810-kquh59ry 259 4 Systems Systems NNP cord-327810-kquh59ry 259 5 manager manager NN cord-327810-kquh59ry 259 6 ) ) -RRB- cord-327810-kquh59ry 260 1 Additionally additionally RB cord-327810-kquh59ry 260 2 , , , cord-327810-kquh59ry 260 3 collecting collect VBG cord-327810-kquh59ry 260 4 and and CC cord-327810-kquh59ry 260 5 keeping keep VBG cord-327810-kquh59ry 260 6 updated update VBN cord-327810-kquh59ry 260 7 data datum NNS cord-327810-kquh59ry 260 8 on on IN cord-327810-kquh59ry 260 9 all all DT cord-327810-kquh59ry 260 10 customers customer NNS cord-327810-kquh59ry 260 11 is be VBZ cord-327810-kquh59ry 260 12 a a DT cord-327810-kquh59ry 260 13 costly costly JJ cord-327810-kquh59ry 260 14 activity activity NN cord-327810-kquh59ry 260 15 for for IN cord-327810-kquh59ry 260 16 BANK bank NN cord-327810-kquh59ry 260 17 , , , cord-327810-kquh59ry 260 18 and and CC cord-327810-kquh59ry 260 19 intrusive intrusive JJ cord-327810-kquh59ry 260 20 for for IN cord-327810-kquh59ry 260 21 the the DT cord-327810-kquh59ry 260 22 customer customer NN cord-327810-kquh59ry 260 23 . . . cord-327810-kquh59ry 261 1 Hence hence RB cord-327810-kquh59ry 261 2 , , , cord-327810-kquh59ry 261 3 BANK BANK NNP cord-327810-kquh59ry 261 4 does do VBZ cord-327810-kquh59ry 261 5 not not RB cord-327810-kquh59ry 261 6 collect collect VB cord-327810-kquh59ry 261 7 and and CC cord-327810-kquh59ry 261 8 does do VBZ cord-327810-kquh59ry 261 9 not not RB cord-327810-kquh59ry 261 10 routinely routinely RB cord-327810-kquh59ry 261 11 update update VB cord-327810-kquh59ry 261 12 all all DT cord-327810-kquh59ry 261 13 types type NNS cord-327810-kquh59ry 261 14 of of IN cord-327810-kquh59ry 261 15 data datum NNS cord-327810-kquh59ry 261 16 that that WDT cord-327810-kquh59ry 261 17 the the DT cord-327810-kquh59ry 261 18 analysts analyst NNS cord-327810-kquh59ry 261 19 deem deem VBP cord-327810-kquh59ry 261 20 useful useful JJ cord-327810-kquh59ry 261 21 for for IN cord-327810-kquh59ry 261 22 AML AML NNP cord-327810-kquh59ry 261 23 profiling profiling NN cord-327810-kquh59ry 261 24 : : : cord-327810-kquh59ry 262 1 In in IN cord-327810-kquh59ry 262 2 summary summary NN cord-327810-kquh59ry 262 3 , , , cord-327810-kquh59ry 262 4 the the DT cord-327810-kquh59ry 262 5 type type NN cord-327810-kquh59ry 262 6 of of IN cord-327810-kquh59ry 262 7 evidence evidence NN cord-327810-kquh59ry 262 8 available available JJ cord-327810-kquh59ry 262 9 to to IN cord-327810-kquh59ry 262 10 BANK BANK NNP cord-327810-kquh59ry 262 11 as as IN cord-327810-kquh59ry 262 12 a a DT cord-327810-kquh59ry 262 13 training training NN cord-327810-kquh59ry 262 14 data datum NNS cord-327810-kquh59ry 262 15 set set VBN cord-327810-kquh59ry 262 16 , , , cord-327810-kquh59ry 262 17 the the DT cord-327810-kquh59ry 262 18 type type NN cord-327810-kquh59ry 262 19 of of IN cord-327810-kquh59ry 262 20 data datum NNS cord-327810-kquh59ry 262 21 available available JJ cord-327810-kquh59ry 262 22 for for IN cord-327810-kquh59ry 262 23 querying query VBG cord-327810-kquh59ry 262 24 , , , cord-327810-kquh59ry 262 25 the the DT cord-327810-kquh59ry 262 26 type type NN cord-327810-kquh59ry 262 27 of of IN cord-327810-kquh59ry 262 28 systems system NNS cord-327810-kquh59ry 262 29 in in IN cord-327810-kquh59ry 262 30 place place NN cord-327810-kquh59ry 262 31 and and CC cord-327810-kquh59ry 262 32 other other JJ cord-327810-kquh59ry 262 33 resource resource NN cord-327810-kquh59ry 262 34 constraints constraint NNS cord-327810-kquh59ry 262 35 , , , cord-327810-kquh59ry 262 36 mean mean VB cord-327810-kquh59ry 262 37 that that IN cord-327810-kquh59ry 262 38 there there EX cord-327810-kquh59ry 262 39 are be VBP cord-327810-kquh59ry 262 40 significant significant JJ cord-327810-kquh59ry 262 41 practical practical JJ cord-327810-kquh59ry 262 42 limitations limitation NNS cord-327810-kquh59ry 262 43 to to IN cord-327810-kquh59ry 262 44 using use VBG cord-327810-kquh59ry 262 45 machine machine NN cord-327810-kquh59ry 262 46 learning learn VBG cord-327810-kquh59ry 262 47 for for IN cord-327810-kquh59ry 262 48 automated automated JJ cord-327810-kquh59ry 262 49 discovery discovery NN cord-327810-kquh59ry 262 50 of of IN cord-327810-kquh59ry 262 51 specific specific JJ cord-327810-kquh59ry 262 52 money money NN cord-327810-kquh59ry 262 53 laundering laundering NN cord-327810-kquh59ry 262 54 behaviour behaviour NN cord-327810-kquh59ry 262 55 . . . cord-327810-kquh59ry 263 1 Its -PRON- PRP$ cord-327810-kquh59ry 263 2 main main JJ cord-327810-kquh59ry 263 3 application application NN cord-327810-kquh59ry 263 4 potential potential NN cord-327810-kquh59ry 263 5 seems seem VBZ cord-327810-kquh59ry 263 6 to to TO cord-327810-kquh59ry 263 7 be be VB cord-327810-kquh59ry 263 8 in in IN cord-327810-kquh59ry 263 9 the the DT cord-327810-kquh59ry 263 10 case case NN cord-327810-kquh59ry 263 11 of of IN cord-327810-kquh59ry 263 12 speculative speculative JJ cord-327810-kquh59ry 263 13 analysis analysis NN cord-327810-kquh59ry 263 14 of of IN cord-327810-kquh59ry 263 15 unusual unusual JJ cord-327810-kquh59ry 263 16 behaviour behaviour NN cord-327810-kquh59ry 263 17 requiring require VBG cord-327810-kquh59ry 263 18 subsequent subsequent JJ cord-327810-kquh59ry 263 19 manual manual JJ cord-327810-kquh59ry 263 20 investigation investigation NN cord-327810-kquh59ry 263 21 by by IN cord-327810-kquh59ry 263 22 analysts analyst NNS cord-327810-kquh59ry 263 23 . . . cord-327810-kquh59ry 264 1 Though though RB cord-327810-kquh59ry 264 2 , , , cord-327810-kquh59ry 264 3 due due IN cord-327810-kquh59ry 264 4 to to IN cord-327810-kquh59ry 264 5 system system NN cord-327810-kquh59ry 264 6 constraints constraint NNS cord-327810-kquh59ry 264 7 , , , cord-327810-kquh59ry 264 8 BANK BANK NNP cord-327810-kquh59ry 264 9 needs need VBZ cord-327810-kquh59ry 264 10 to to TO cord-327810-kquh59ry 264 11 engage engage VB cord-327810-kquh59ry 264 12 in in IN cord-327810-kquh59ry 264 13 focused focused JJ cord-327810-kquh59ry 264 14 discovery discovery NN cord-327810-kquh59ry 264 15 , , , cord-327810-kquh59ry 264 16 keeping keep VBG cord-327810-kquh59ry 264 17 in in IN cord-327810-kquh59ry 264 18 mind mind NN cord-327810-kquh59ry 264 19 that that IN cord-327810-kquh59ry 264 20 the the DT cord-327810-kquh59ry 264 21 data data NN cord-327810-kquh59ry 264 22 set set VBN cord-327810-kquh59ry 264 23 may may MD cord-327810-kquh59ry 264 24 not not RB cord-327810-kquh59ry 264 25 be be VB cord-327810-kquh59ry 264 26 as as RB cord-327810-kquh59ry 264 27 broad broad JJ cord-327810-kquh59ry 264 28 , , , cord-327810-kquh59ry 264 29 as as IN cord-327810-kquh59ry 264 30 complete complete JJ cord-327810-kquh59ry 264 31 or or CC cord-327810-kquh59ry 264 32 as as RB cord-327810-kquh59ry 264 33 up up IN cord-327810-kquh59ry 264 34 to to IN cord-327810-kquh59ry 264 35 date date NN cord-327810-kquh59ry 264 36 as as IN cord-327810-kquh59ry 264 37 desirable desirable JJ cord-327810-kquh59ry 264 38 ; ; : cord-327810-kquh59ry 264 39 and and CC cord-327810-kquh59ry 264 40 that that IN cord-327810-kquh59ry 264 41 the the DT cord-327810-kquh59ry 264 42 volume volume NN cord-327810-kquh59ry 264 43 of of IN cord-327810-kquh59ry 264 44 output output NN cord-327810-kquh59ry 264 45 ( ( -LRB- cord-327810-kquh59ry 264 46 i.e. i.e. FW cord-327810-kquh59ry 264 47 flagged flag VBN cord-327810-kquh59ry 264 48 cases case NNS cord-327810-kquh59ry 264 49 ) ) -RRB- cord-327810-kquh59ry 264 50 needs need VBZ cord-327810-kquh59ry 264 51 to to TO cord-327810-kquh59ry 264 52 be be VB cord-327810-kquh59ry 264 53 manageable manageable JJ cord-327810-kquh59ry 264 54 within within IN cord-327810-kquh59ry 264 55 the the DT cord-327810-kquh59ry 264 56 target target NN cord-327810-kquh59ry 264 57 deadline deadline NN cord-327810-kquh59ry 264 58 . . . cord-327810-kquh59ry 265 1 Machine machine NN cord-327810-kquh59ry 265 2 learning learning NN cord-327810-kquh59ry 265 3 's 's POS cord-327810-kquh59ry 265 4 ability ability NN cord-327810-kquh59ry 265 5 to to TO cord-327810-kquh59ry 265 6 discover discover VB cord-327810-kquh59ry 265 7 patterns pattern NNS cord-327810-kquh59ry 265 8 in in IN cord-327810-kquh59ry 265 9 data datum NNS cord-327810-kquh59ry 265 10 , , , cord-327810-kquh59ry 265 11 process process VBP cord-327810-kquh59ry 265 12 various various JJ cord-327810-kquh59ry 265 13 types type NNS cord-327810-kquh59ry 265 14 of of IN cord-327810-kquh59ry 265 15 data datum NNS cord-327810-kquh59ry 265 16 and and CC cord-327810-kquh59ry 265 17 act act NN cord-327810-kquh59ry 265 18 autonomously autonomously RB cord-327810-kquh59ry 265 19 promises promise VBZ cord-327810-kquh59ry 265 20 to to TO cord-327810-kquh59ry 265 21 enable enable VB cord-327810-kquh59ry 265 22 financial financial JJ cord-327810-kquh59ry 265 23 intermediaries intermediary NNS cord-327810-kquh59ry 265 24 to to TO cord-327810-kquh59ry 265 25 detect detect VB cord-327810-kquh59ry 265 26 money money NN cord-327810-kquh59ry 265 27 laundering laundering NN cord-327810-kquh59ry 265 28 activity activity NN cord-327810-kquh59ry 265 29 in in IN cord-327810-kquh59ry 265 30 a a DT cord-327810-kquh59ry 265 31 cost cost NN cord-327810-kquh59ry 265 32 - - HYPH cord-327810-kquh59ry 265 33 effective effective JJ cord-327810-kquh59ry 265 34 manner manner NN cord-327810-kquh59ry 265 35 ( ( -LRB- cord-327810-kquh59ry 265 36 Fernandez Fernandez NNP cord-327810-kquh59ry 265 37 , , , cord-327810-kquh59ry 265 38 2019 2019 CD cord-327810-kquh59ry 265 39 ) ) -RRB- cord-327810-kquh59ry 265 40 . . . cord-327810-kquh59ry 266 1 Through through IN cord-327810-kquh59ry 266 2 the the DT cord-327810-kquh59ry 266 3 use use NN cord-327810-kquh59ry 266 4 of of IN cord-327810-kquh59ry 266 5 multiple multiple JJ cord-327810-kquh59ry 266 6 data data NN cord-327810-kquh59ry 266 7 collection collection NN cord-327810-kquh59ry 266 8 tools tool NNS cord-327810-kquh59ry 266 9 , , , cord-327810-kquh59ry 266 10 we -PRON- PRP cord-327810-kquh59ry 266 11 researched research VBD cord-327810-kquh59ry 266 12 AML AML NNP cord-327810-kquh59ry 266 13 algorithm algorithm NN cord-327810-kquh59ry 266 14 development development NN cord-327810-kquh59ry 266 15 at at IN cord-327810-kquh59ry 266 16 a a DT cord-327810-kquh59ry 266 17 UK UK NNP cord-327810-kquh59ry 266 18 - - HYPH cord-327810-kquh59ry 266 19 based base VBN cord-327810-kquh59ry 266 20 financial financial JJ cord-327810-kquh59ry 266 21 services service NNS cord-327810-kquh59ry 266 22 organisation organisation NN cord-327810-kquh59ry 266 23 . . . cord-327810-kquh59ry 267 1 We -PRON- PRP cord-327810-kquh59ry 267 2 found find VBD cord-327810-kquh59ry 267 3 that that IN cord-327810-kquh59ry 267 4 , , , cord-327810-kquh59ry 267 5 as as RB cord-327810-kquh59ry 267 6 far far RB cord-327810-kquh59ry 267 7 as as IN cord-327810-kquh59ry 267 8 this this DT cord-327810-kquh59ry 267 9 type type NN cord-327810-kquh59ry 267 10 of of IN cord-327810-kquh59ry 267 11 organisation organisation NN cord-327810-kquh59ry 267 12 is be VBZ cord-327810-kquh59ry 267 13 considered consider VBN cord-327810-kquh59ry 267 14 , , , cord-327810-kquh59ry 267 15 the the DT cord-327810-kquh59ry 267 16 real real JJ cord-327810-kquh59ry 267 17 affordance affordance NN cord-327810-kquh59ry 267 18 of of IN cord-327810-kquh59ry 267 19 machine machine NN cord-327810-kquh59ry 267 20 learning learn VBG cord-327810-kquh59ry 267 21 for for IN cord-327810-kquh59ry 267 22 AML AML NNP cord-327810-kquh59ry 267 23 detection detection NN cord-327810-kquh59ry 267 24 falls fall VBZ cord-327810-kquh59ry 267 25 short short JJ cord-327810-kquh59ry 267 26 of of IN cord-327810-kquh59ry 267 27 the the DT cord-327810-kquh59ry 267 28 perceived perceive VBN cord-327810-kquh59ry 267 29 one one NN cord-327810-kquh59ry 267 30 ( ( -LRB- cord-327810-kquh59ry 267 31 e.g. e.g. RB cord-327810-kquh59ry 267 32 Banwo Banwo NNP cord-327810-kquh59ry 267 33 , , , cord-327810-kquh59ry 267 34 2018 2018 CD cord-327810-kquh59ry 267 35 . . . cord-327810-kquh59ry 268 1 Fernandez Fernandez NNP cord-327810-kquh59ry 268 2 , , , cord-327810-kquh59ry 268 3 2019 2019 CD cord-327810-kquh59ry 268 4 . . . cord-327810-kquh59ry 269 1 We -PRON- PRP cord-327810-kquh59ry 269 2 also also RB cord-327810-kquh59ry 269 3 identified identify VBD cord-327810-kquh59ry 269 4 the the DT cord-327810-kquh59ry 269 5 technical technical JJ cord-327810-kquh59ry 269 6 and and CC cord-327810-kquh59ry 269 7 contextual contextual JJ cord-327810-kquh59ry 269 8 features feature NNS cord-327810-kquh59ry 269 9 that that WDT cord-327810-kquh59ry 269 10 constrained constrain VBD cord-327810-kquh59ry 269 11 this this DT cord-327810-kquh59ry 269 12 organisation organisation NN cord-327810-kquh59ry 269 13 's 's POS cord-327810-kquh59ry 269 14 ability ability NN cord-327810-kquh59ry 269 15 to to TO cord-327810-kquh59ry 269 16 tap tap VB cord-327810-kquh59ry 269 17 into into IN cord-327810-kquh59ry 269 18 machine machine NN cord-327810-kquh59ry 269 19 learning learning NN cord-327810-kquh59ry 269 20 's 's POS cord-327810-kquh59ry 269 21 potential potential NN cord-327810-kquh59ry 269 22 , , , cord-327810-kquh59ry 269 23 as as IN cord-327810-kquh59ry 269 24 summarised summarise VBN cord-327810-kquh59ry 269 25 in in IN cord-327810-kquh59ry 269 26 Table Table NNP cord-327810-kquh59ry 269 27 2 2 CD cord-327810-kquh59ry 269 28 . . . cord-327810-kquh59ry 270 1 Some some DT cord-327810-kquh59ry 270 2 of of IN cord-327810-kquh59ry 270 3 these these DT cord-327810-kquh59ry 270 4 constraints constraint NNS cord-327810-kquh59ry 270 5 are be VBP cord-327810-kquh59ry 270 6 specific specific JJ cord-327810-kquh59ry 270 7 to to IN cord-327810-kquh59ry 270 8 this this DT cord-327810-kquh59ry 270 9 organisation organisation NN cord-327810-kquh59ry 270 10 , , , cord-327810-kquh59ry 270 11 while while IN cord-327810-kquh59ry 270 12 others other NNS cord-327810-kquh59ry 270 13 are be VBP cord-327810-kquh59ry 270 14 common common JJ cord-327810-kquh59ry 270 15 across across IN cord-327810-kquh59ry 270 16 the the DT cord-327810-kquh59ry 270 17 sector sector NN cord-327810-kquh59ry 270 18 , , , cord-327810-kquh59ry 270 19 as as IN cord-327810-kquh59ry 270 20 discussed discuss VBN cord-327810-kquh59ry 270 21 next next RB cord-327810-kquh59ry 270 22 . . . cord-327810-kquh59ry 271 1 One one CD cord-327810-kquh59ry 271 2 of of IN cord-327810-kquh59ry 271 3 the the DT cord-327810-kquh59ry 271 4 key key JJ cord-327810-kquh59ry 271 5 criteria criterion NNS cord-327810-kquh59ry 271 6 in in IN cord-327810-kquh59ry 271 7 choosing choose VBG cord-327810-kquh59ry 271 8 between between IN cord-327810-kquh59ry 271 9 alternative alternative JJ cord-327810-kquh59ry 271 10 approaches approach NNS cord-327810-kquh59ry 271 11 to to IN cord-327810-kquh59ry 271 12 machine machine NN cord-327810-kquh59ry 271 13 learning learning NN cord-327810-kquh59ry 271 14 is be VBZ cord-327810-kquh59ry 271 15 the the DT cord-327810-kquh59ry 271 16 fit fit NN cord-327810-kquh59ry 271 17 between between IN cord-327810-kquh59ry 271 18 the the DT cord-327810-kquh59ry 271 19 type type NN cord-327810-kquh59ry 271 20 of of IN cord-327810-kquh59ry 271 21 approach approach NN cord-327810-kquh59ry 271 22 and and CC cord-327810-kquh59ry 271 23 the the DT cord-327810-kquh59ry 271 24 nature nature NN cord-327810-kquh59ry 271 25 of of IN cord-327810-kquh59ry 271 26 the the DT cord-327810-kquh59ry 271 27 phenomenon phenomenon NN cord-327810-kquh59ry 271 28 being be VBG cord-327810-kquh59ry 271 29 modelled model VBN cord-327810-kquh59ry 271 30 ( ( -LRB- cord-327810-kquh59ry 271 31 Skiena Skiena NNP cord-327810-kquh59ry 271 32 , , , cord-327810-kquh59ry 271 33 2012 2012 CD cord-327810-kquh59ry 271 34 ) ) -RRB- cord-327810-kquh59ry 271 35 . . . cord-327810-kquh59ry 272 1 Our -PRON- PRP$ cord-327810-kquh59ry 272 2 analysis analysis NN cord-327810-kquh59ry 272 3 shows show VBZ cord-327810-kquh59ry 272 4 that that IN cord-327810-kquh59ry 272 5 , , , cord-327810-kquh59ry 272 6 in in IN cord-327810-kquh59ry 272 7 AML AML NNP cord-327810-kquh59ry 272 8 profiling profiling NN cord-327810-kquh59ry 272 9 , , , cord-327810-kquh59ry 272 10 there there EX cord-327810-kquh59ry 272 11 are be VBP cord-327810-kquh59ry 272 12 , , , cord-327810-kquh59ry 272 13 actually actually RB cord-327810-kquh59ry 272 14 , , , cord-327810-kquh59ry 272 15 two two CD cord-327810-kquh59ry 272 16 very very RB cord-327810-kquh59ry 272 17 distinct distinct JJ cord-327810-kquh59ry 272 18 phenomena phenomenon NNS cord-327810-kquh59ry 272 19 being be VBG cord-327810-kquh59ry 272 20 modelled model VBN cord-327810-kquh59ry 272 21 , , , cord-327810-kquh59ry 272 22 each each DT cord-327810-kquh59ry 272 23 requiring require VBG cord-327810-kquh59ry 272 24 a a DT cord-327810-kquh59ry 272 25 different different JJ cord-327810-kquh59ry 272 26 approach approach NN cord-327810-kquh59ry 272 27 . . . cord-327810-kquh59ry 273 1 One one CD cord-327810-kquh59ry 273 2 phenomenon phenomenon NN cord-327810-kquh59ry 273 3 consists consist VBZ cord-327810-kquh59ry 273 4 of of IN cord-327810-kquh59ry 273 5 developing develop VBG cord-327810-kquh59ry 273 6 knowledge knowledge NN cord-327810-kquh59ry 273 7 about about IN cord-327810-kquh59ry 273 8 money money NN cord-327810-kquh59ry 273 9 laundering laundering NN cord-327810-kquh59ry 273 10 schemes scheme NNS cord-327810-kquh59ry 273 11 , , , cord-327810-kquh59ry 273 12 via via IN cord-327810-kquh59ry 273 13 descriptive descriptive JJ cord-327810-kquh59ry 273 14 profiling profiling NN cord-327810-kquh59ry 273 15 ; ; : cord-327810-kquh59ry 273 16 the the DT cord-327810-kquh59ry 273 17 other other JJ cord-327810-kquh59ry 273 18 of of IN cord-327810-kquh59ry 273 19 detecting detect VBG cord-327810-kquh59ry 273 20 attempts attempt NNS cord-327810-kquh59ry 273 21 to to TO cord-327810-kquh59ry 273 22 launder launder VB cord-327810-kquh59ry 273 23 money money NN cord-327810-kquh59ry 273 24 , , , cord-327810-kquh59ry 273 25 via via IN cord-327810-kquh59ry 273 26 predictive predictive JJ cord-327810-kquh59ry 273 27 profiling profiling NN cord-327810-kquh59ry 273 28 . . . cord-327810-kquh59ry 274 1 While while IN cord-327810-kquh59ry 274 2 developing develop VBG cord-327810-kquh59ry 274 3 knowledge knowledge NN cord-327810-kquh59ry 274 4 is be VBZ cord-327810-kquh59ry 274 5 an an DT cord-327810-kquh59ry 274 6 essential essential JJ cord-327810-kquh59ry 274 7 step step NN cord-327810-kquh59ry 274 8 in in IN cord-327810-kquh59ry 274 9 understanding understand VBG cord-327810-kquh59ry 274 10 the the DT cord-327810-kquh59ry 274 11 nature nature NN cord-327810-kquh59ry 274 12 of of IN cord-327810-kquh59ry 274 13 the the DT cord-327810-kquh59ry 274 14 phenomenon phenomenon NN cord-327810-kquh59ry 274 15 , , , cord-327810-kquh59ry 274 16 ultimately ultimately RB cord-327810-kquh59ry 274 17 , , , cord-327810-kquh59ry 274 18 to to TO cord-327810-kquh59ry 274 19 meet meet VB cord-327810-kquh59ry 274 20 the the DT cord-327810-kquh59ry 274 21 goal goal NN cord-327810-kquh59ry 274 22 of of IN cord-327810-kquh59ry 274 23 assisting assist VBG cord-327810-kquh59ry 274 24 with with IN cord-327810-kquh59ry 274 25 crime crime NN cord-327810-kquh59ry 274 26 reduction reduction NN cord-327810-kquh59ry 274 27 , , , cord-327810-kquh59ry 274 28 financial financial JJ cord-327810-kquh59ry 274 29 intermediaries intermediary NNS cord-327810-kquh59ry 274 30 need need VBP cord-327810-kquh59ry 274 31 to to TO cord-327810-kquh59ry 274 32 be be VB cord-327810-kquh59ry 274 33 able able JJ cord-327810-kquh59ry 274 34 to to TO cord-327810-kquh59ry 274 35 detect detect VB cord-327810-kquh59ry 274 36 and and CC cord-327810-kquh59ry 274 37 prevent prevent VB cord-327810-kquh59ry 274 38 attempts attempt NNS cord-327810-kquh59ry 274 39 to to TO cord-327810-kquh59ry 274 40 launder launder VB cord-327810-kquh59ry 274 41 the the DT cord-327810-kquh59ry 274 42 proceeds proceed NNS cord-327810-kquh59ry 274 43 of of IN cord-327810-kquh59ry 274 44 crime crime NN cord-327810-kquh59ry 274 45 through through IN cord-327810-kquh59ry 274 46 their -PRON- PRP$ cord-327810-kquh59ry 274 47 organisations organisation NNS cord-327810-kquh59ry 274 48 ( ( -LRB- cord-327810-kquh59ry 274 49 Ball Ball NNP cord-327810-kquh59ry 274 50 et et FW cord-327810-kquh59ry 274 51 al al NNP cord-327810-kquh59ry 274 52 . . NNP cord-327810-kquh59ry 274 53 , , , cord-327810-kquh59ry 274 54 2015 2015 CD cord-327810-kquh59ry 274 55 ) ) -RRB- cord-327810-kquh59ry 274 56 . . . cord-327810-kquh59ry 275 1 In in IN cord-327810-kquh59ry 275 2 the the DT cord-327810-kquh59ry 275 3 empirical empirical JJ cord-327810-kquh59ry 275 4 setting setting NN cord-327810-kquh59ry 275 5 considered consider VBN cord-327810-kquh59ry 275 6 , , , cord-327810-kquh59ry 275 7 the the DT cord-327810-kquh59ry 275 8 first first JJ cord-327810-kquh59ry 275 9 type type NN cord-327810-kquh59ry 275 10 of of IN cord-327810-kquh59ry 275 11 profiling profiling NN cord-327810-kquh59ry 275 12 relies relie NNS cord-327810-kquh59ry 275 13 on on IN cord-327810-kquh59ry 275 14 historical historical JJ cord-327810-kquh59ry 275 15 datasets dataset NNS cord-327810-kquh59ry 275 16 , , , cord-327810-kquh59ry 275 17 and and CC cord-327810-kquh59ry 275 18 produces produce VBZ cord-327810-kquh59ry 275 19 descriptive descriptive JJ cord-327810-kquh59ry 275 20 outputs output NNS cord-327810-kquh59ry 275 21 . . . cord-327810-kquh59ry 276 1 Supervised supervise VBN cord-327810-kquh59ry 276 2 machine machine NN cord-327810-kquh59ry 276 3 learning learn VBG cord-327810-kquh59ry 276 4 algorithms algorithm NNS cord-327810-kquh59ry 276 5 seem seem VBP cord-327810-kquh59ry 276 6 best well RBS cord-327810-kquh59ry 276 7 suited suited JJ cord-327810-kquh59ry 276 8 for for IN cord-327810-kquh59ry 276 9 this this DT cord-327810-kquh59ry 276 10 type type NN cord-327810-kquh59ry 276 11 of of IN cord-327810-kquh59ry 276 12 phenomenon phenomenon NN cord-327810-kquh59ry 276 13 . . . cord-327810-kquh59ry 277 1 In in IN cord-327810-kquh59ry 277 2 turn turn NN cord-327810-kquh59ry 277 3 , , , cord-327810-kquh59ry 277 4 the the DT cord-327810-kquh59ry 277 5 second second JJ cord-327810-kquh59ry 277 6 phenomenon phenomenon NN cord-327810-kquh59ry 277 7 relies rely VBZ cord-327810-kquh59ry 277 8 on on IN cord-327810-kquh59ry 277 9 real real JJ cord-327810-kquh59ry 277 10 - - HYPH cord-327810-kquh59ry 277 11 time time NN cord-327810-kquh59ry 277 12 data datum NNS cord-327810-kquh59ry 277 13 and and CC cord-327810-kquh59ry 277 14 knowledge knowledge NN cord-327810-kquh59ry 277 15 , , , cord-327810-kquh59ry 277 16 some some DT cord-327810-kquh59ry 277 17 of of IN cord-327810-kquh59ry 277 18 which which WDT cord-327810-kquh59ry 277 19 may may MD cord-327810-kquh59ry 277 20 be be VB cord-327810-kquh59ry 277 21 derived derive VBN cord-327810-kquh59ry 277 22 from from IN cord-327810-kquh59ry 277 23 the the DT cord-327810-kquh59ry 277 24 first first JJ cord-327810-kquh59ry 277 25 type type NN cord-327810-kquh59ry 277 26 of of IN cord-327810-kquh59ry 277 27 profiling profiling NN cord-327810-kquh59ry 277 28 . . . cord-327810-kquh59ry 278 1 It -PRON- PRP cord-327810-kquh59ry 278 2 produces produce VBZ cord-327810-kquh59ry 278 3 performative performative JJ cord-327810-kquh59ry 278 4 outputspredictions outputsprediction NNS cord-327810-kquh59ry 278 5 of of IN cord-327810-kquh59ry 278 6 high high JJ cord-327810-kquh59ry 278 7 - - HYPH cord-327810-kquh59ry 278 8 risk risk NN cord-327810-kquh59ry 278 9 transactions transaction NNS cord-327810-kquh59ry 278 10 , , , cord-327810-kquh59ry 278 11 which which WDT cord-327810-kquh59ry 278 12 need need VBP cord-327810-kquh59ry 278 13 to to TO cord-327810-kquh59ry 278 14 be be VB cord-327810-kquh59ry 278 15 investigated investigate VBN cord-327810-kquh59ry 278 16 by by IN cord-327810-kquh59ry 278 17 analysts analyst NNS cord-327810-kquh59ry 278 18 . . . cord-327810-kquh59ry 279 1 Unsupervised unsupervised JJ cord-327810-kquh59ry 279 2 and and CC cord-327810-kquh59ry 279 3 reinforced reinforce VBD cord-327810-kquh59ry 279 4 machine machine NN cord-327810-kquh59ry 279 5 learning learn VBG cord-327810-kquh59ry 279 6 algorithms algorithm NNS cord-327810-kquh59ry 279 7 fit fit VBP cord-327810-kquh59ry 279 8 the the DT cord-327810-kquh59ry 279 9 second second JJ cord-327810-kquh59ry 279 10 type type NN cord-327810-kquh59ry 279 11 of of IN cord-327810-kquh59ry 279 12 phenomenon phenomenon NN cord-327810-kquh59ry 279 13 best good JJS cord-327810-kquh59ry 279 14 . . . cord-327810-kquh59ry 280 1 That that RB cord-327810-kquh59ry 280 2 is is RB cord-327810-kquh59ry 280 3 , , , cord-327810-kquh59ry 280 4 not not RB cord-327810-kquh59ry 280 5 only only RB cord-327810-kquh59ry 280 6 are be VBP cord-327810-kquh59ry 280 7 the the DT cord-327810-kquh59ry 280 8 two two CD cord-327810-kquh59ry 280 9 types type NNS cord-327810-kquh59ry 280 10 of of IN cord-327810-kquh59ry 280 11 profiling profile VBG cord-327810-kquh59ry 280 12 problem problem NN cord-327810-kquh59ry 280 13 best best RB cord-327810-kquh59ry 280 14 suited suited JJ cord-327810-kquh59ry 280 15 to to IN cord-327810-kquh59ry 280 16 different different JJ cord-327810-kquh59ry 280 17 types type NNS cord-327810-kquh59ry 280 18 of of IN cord-327810-kquh59ry 280 19 machine machine NN cord-327810-kquh59ry 280 20 learning learning NN cord-327810-kquh59ry 280 21 algorithm algorithm NN cord-327810-kquh59ry 280 22 ( ( -LRB- cord-327810-kquh59ry 280 23 as as IN cord-327810-kquh59ry 280 24 per per IN cord-327810-kquh59ry 280 25 Skiena Skiena NNP cord-327810-kquh59ry 280 26 , , , cord-327810-kquh59ry 280 27 2012 2012 CD cord-327810-kquh59ry 280 28 ) ) -RRB- cord-327810-kquh59ry 280 29 , , , cord-327810-kquh59ry 280 30 but but CC cord-327810-kquh59ry 280 31 they -PRON- PRP cord-327810-kquh59ry 280 32 also also RB cord-327810-kquh59ry 280 33 use use VBP cord-327810-kquh59ry 280 34 very very RB cord-327810-kquh59ry 280 35 different different JJ cord-327810-kquh59ry 280 36 inputs input NNS cord-327810-kquh59ry 280 37 , , , cord-327810-kquh59ry 280 38 and and CC cord-327810-kquh59ry 280 39 produce produce VB cord-327810-kquh59ry 280 40 different different JJ cord-327810-kquh59ry 280 41 types type NNS cord-327810-kquh59ry 280 42 of of IN cord-327810-kquh59ry 280 43 outputs output NNS cord-327810-kquh59ry 280 44 . . . cord-327810-kquh59ry 281 1 Regardless regardless RB cord-327810-kquh59ry 281 2 of of IN cord-327810-kquh59ry 281 3 the the DT cord-327810-kquh59ry 281 4 type type NN cord-327810-kquh59ry 281 5 of of IN cord-327810-kquh59ry 281 6 profiling profiling NN cord-327810-kquh59ry 281 7 , , , cord-327810-kquh59ry 281 8 financial financial JJ cord-327810-kquh59ry 281 9 service service NN cord-327810-kquh59ry 281 10 organisations organisation NNS cord-327810-kquh59ry 281 11 face face VBP cord-327810-kquh59ry 281 12 the the DT cord-327810-kquh59ry 281 13 constraint constraint NN cord-327810-kquh59ry 281 14 that that WDT cord-327810-kquh59ry 281 15 their -PRON- PRP$ cord-327810-kquh59ry 281 16 perspectiveand perspectiveand NN cord-327810-kquh59ry 281 17 , , , cord-327810-kquh59ry 281 18 hence hence RB cord-327810-kquh59ry 281 19 , , , cord-327810-kquh59ry 281 20 ability ability NN cord-327810-kquh59ry 281 21 to to IN cord-327810-kquh59ry 281 22 modelis modelis NNP cord-327810-kquh59ry 281 23 limited limit VBN cord-327810-kquh59ry 281 24 to to IN cord-327810-kquh59ry 281 25 the the DT cord-327810-kquh59ry 281 26 financial financial JJ cord-327810-kquh59ry 281 27 transactions transaction NNS cord-327810-kquh59ry 281 28 processed process VBN cord-327810-kquh59ry 281 29 by by IN cord-327810-kquh59ry 281 30 the the DT cord-327810-kquh59ry 281 31 organisation organisation NN cord-327810-kquh59ry 281 32 . . . cord-327810-kquh59ry 282 1 While while IN cord-327810-kquh59ry 282 2 some some DT cord-327810-kquh59ry 282 3 customers customer NNS cord-327810-kquh59ry 282 4 may may MD cord-327810-kquh59ry 282 5 use use VB cord-327810-kquh59ry 282 6 only only RB cord-327810-kquh59ry 282 7 one one CD cord-327810-kquh59ry 282 8 financial financial JJ cord-327810-kquh59ry 282 9 services service NNS cord-327810-kquh59ry 282 10 provider provider NN cord-327810-kquh59ry 282 11 for for IN cord-327810-kquh59ry 282 12 all all DT cord-327810-kquh59ry 282 13 of of IN cord-327810-kquh59ry 282 14 their -PRON- PRP$ cord-327810-kquh59ry 282 15 banking banking NN cord-327810-kquh59ry 282 16 needs need NNS cord-327810-kquh59ry 282 17 , , , cord-327810-kquh59ry 282 18 manyif manyif NNP cord-327810-kquh59ry 282 19 not not RB cord-327810-kquh59ry 282 20 mostwill mostwill NNP cord-327810-kquh59ry 282 21 use use VBP cord-327810-kquh59ry 282 22 more more JJR cord-327810-kquh59ry 282 23 than than IN cord-327810-kquh59ry 282 24 one one CD cord-327810-kquh59ry 282 25 provider provider NN cord-327810-kquh59ry 282 26 . . . cord-327810-kquh59ry 283 1 Hence hence RB cord-327810-kquh59ry 283 2 , , , cord-327810-kquh59ry 283 3 any any DT cord-327810-kquh59ry 283 4 individual individual JJ cord-327810-kquh59ry 283 5 intermediary intermediary NN cord-327810-kquh59ry 283 6 will will MD cord-327810-kquh59ry 283 7 only only RB cord-327810-kquh59ry 283 8 process process VB cord-327810-kquh59ry 283 9 a a DT cord-327810-kquh59ry 283 10 subset subset NN cord-327810-kquh59ry 283 11 of of IN cord-327810-kquh59ry 283 12 a a DT cord-327810-kquh59ry 283 13 customer customer NN cord-327810-kquh59ry 283 14 's 's POS cord-327810-kquh59ry 283 15 financial financial JJ cord-327810-kquh59ry 283 16 transactions transaction NNS cord-327810-kquh59ry 283 17 . . . cord-327810-kquh59ry 284 1 Moreover moreover RB cord-327810-kquh59ry 284 2 , , , cord-327810-kquh59ry 284 3 given give VBN cord-327810-kquh59ry 284 4 that that IN cord-327810-kquh59ry 284 5 financial financial JJ cord-327810-kquh59ry 284 6 organisations organisation NNS cord-327810-kquh59ry 284 7 do do VBP cord-327810-kquh59ry 284 8 not not RB cord-327810-kquh59ry 284 9 share share VB cord-327810-kquh59ry 284 10 information information NN cord-327810-kquh59ry 284 11 about about IN cord-327810-kquh59ry 284 12 their -PRON- PRP$ cord-327810-kquh59ry 284 13 customers customer NNS cord-327810-kquh59ry 284 14 with with IN cord-327810-kquh59ry 284 15 each each DT cord-327810-kquh59ry 284 16 other other JJ cord-327810-kquh59ry 284 17 , , , cord-327810-kquh59ry 284 18 for for IN cord-327810-kquh59ry 284 19 both both DT cord-327810-kquh59ry 284 20 legal legal JJ cord-327810-kquh59ry 284 21 and and CC cord-327810-kquh59ry 284 22 strategic strategic JJ cord-327810-kquh59ry 284 23 reasons reason NNS cord-327810-kquh59ry 284 24 , , , cord-327810-kquh59ry 284 25 each each DT cord-327810-kquh59ry 284 26 organisation organisation NN cord-327810-kquh59ry 284 27 will will MD cord-327810-kquh59ry 284 28 always always RB cord-327810-kquh59ry 284 29 have have VB cord-327810-kquh59ry 284 30 an an DT cord-327810-kquh59ry 284 31 incomplete incomplete JJ cord-327810-kquh59ry 284 32 dataset dataset NN cord-327810-kquh59ry 284 33 of of IN cord-327810-kquh59ry 284 34 the the DT cord-327810-kquh59ry 284 35 customer customer NN cord-327810-kquh59ry 284 36 's 's POS cord-327810-kquh59ry 284 37 financial financial JJ cord-327810-kquh59ry 284 38 transactions transaction NNS cord-327810-kquh59ry 284 39 . . . cord-327810-kquh59ry 285 1 As as IN cord-327810-kquh59ry 285 2 a a DT cord-327810-kquh59ry 285 3 result result NN cord-327810-kquh59ry 285 4 , , , cord-327810-kquh59ry 285 5 they -PRON- PRP cord-327810-kquh59ry 285 6 may may MD cord-327810-kquh59ry 285 7 fail fail VB cord-327810-kquh59ry 285 8 to to TO cord-327810-kquh59ry 285 9 recognise recognise VB cord-327810-kquh59ry 285 10 the the DT cord-327810-kquh59ry 285 11 importance importance NN cord-327810-kquh59ry 285 12 of of IN cord-327810-kquh59ry 285 13 a a DT cord-327810-kquh59ry 285 14 particular particular JJ cord-327810-kquh59ry 285 15 transaction transaction NN cord-327810-kquh59ry 285 16 , , , cord-327810-kquh59ry 285 17 or or CC cord-327810-kquh59ry 285 18 , , , cord-327810-kquh59ry 285 19 conversely conversely RB cord-327810-kquh59ry 285 20 , , , cord-327810-kquh59ry 285 21 give give VB cord-327810-kquh59ry 285 22 undue undue JJ cord-327810-kquh59ry 285 23 importance importance NN cord-327810-kquh59ry 285 24 to to IN cord-327810-kquh59ry 285 25 another another DT cord-327810-kquh59ry 285 26 . . . cord-327810-kquh59ry 286 1 Financial financial JJ cord-327810-kquh59ry 286 2 service service NN cord-327810-kquh59ry 286 3 organisations organisation NNS cord-327810-kquh59ry 286 4 also also RB cord-327810-kquh59ry 286 5 have have VBP cord-327810-kquh59ry 286 6 limited limit VBN cord-327810-kquh59ry 286 7 insight insight NN cord-327810-kquh59ry 286 8 regarding regard VBG cord-327810-kquh59ry 286 9 the the DT cord-327810-kquh59ry 286 10 reasons reason NNS cord-327810-kquh59ry 286 11 underpinning underpin VBG cord-327810-kquh59ry 286 12 the the DT cord-327810-kquh59ry 286 13 observed observed JJ cord-327810-kquh59ry 286 14 behaviours behaviour NNS cord-327810-kquh59ry 286 15 , , , cord-327810-kquh59ry 286 16 because because IN cord-327810-kquh59ry 286 17 they -PRON- PRP cord-327810-kquh59ry 286 18 can can MD cord-327810-kquh59ry 286 19 not not RB cord-327810-kquh59ry 286 20 always always RB cord-327810-kquh59ry 286 21 probe probe VB cord-327810-kquh59ry 286 22 the the DT cord-327810-kquh59ry 286 23 customer customer NN cord-327810-kquh59ry 286 24 about about IN cord-327810-kquh59ry 286 25 the the DT cord-327810-kquh59ry 286 26 reasons reason NNS cord-327810-kquh59ry 286 27 for for IN cord-327810-kquh59ry 286 28 the the DT cord-327810-kquh59ry 286 29 observed observed JJ cord-327810-kquh59ry 286 30 behaviour behaviour NN cord-327810-kquh59ry 286 31 . . . cord-327810-kquh59ry 287 1 This this DT cord-327810-kquh59ry 287 2 is be VBZ cord-327810-kquh59ry 287 3 particularly particularly RB cord-327810-kquh59ry 287 4 the the DT cord-327810-kquh59ry 287 5 case case NN cord-327810-kquh59ry 287 6 for for IN cord-327810-kquh59ry 287 7 online online JJ cord-327810-kquh59ry 287 8 transactions transaction NNS cord-327810-kquh59ry 287 9 , , , cord-327810-kquh59ry 287 10 which which WDT cord-327810-kquh59ry 287 11 have have VBP cord-327810-kquh59ry 287 12 become become VBN cord-327810-kquh59ry 287 13 the the DT cord-327810-kquh59ry 287 14 norm norm NN cord-327810-kquh59ry 287 15 for for IN cord-327810-kquh59ry 287 16 around around RB cord-327810-kquh59ry 287 17 three three CD cord-327810-kquh59ry 287 18 - - HYPH cord-327810-kquh59ry 287 19 quarters quarter NNS cord-327810-kquh59ry 287 20 of of IN cord-327810-kquh59ry 287 21 the the DT cord-327810-kquh59ry 287 22 UK UK NNP cord-327810-kquh59ry 287 23 population population NN cord-327810-kquh59ry 287 24 ( ( -LRB- cord-327810-kquh59ry 287 25 Cherowbrier Cherowbrier NNP cord-327810-kquh59ry 287 26 , , , cord-327810-kquh59ry 287 27 2019 2019 CD cord-327810-kquh59ry 287 28 ) ) -RRB- cord-327810-kquh59ry 287 29 . . . cord-327810-kquh59ry 288 1 The the DT cord-327810-kquh59ry 288 2 absence absence NN cord-327810-kquh59ry 288 3 of of IN cord-327810-kquh59ry 288 4 such such JJ cord-327810-kquh59ry 288 5 information information NN cord-327810-kquh59ry 288 6 , , , cord-327810-kquh59ry 288 7 or or CC cord-327810-kquh59ry 288 8 doubts doubt NNS cord-327810-kquh59ry 288 9 about about IN cord-327810-kquh59ry 288 10 the the DT cord-327810-kquh59ry 288 11 veracity veracity NN cord-327810-kquh59ry 288 12 of of IN cord-327810-kquh59ry 288 13 the the DT cord-327810-kquh59ry 288 14 information information NN cord-327810-kquh59ry 288 15 provided provide VBN cord-327810-kquh59ry 288 16 , , , cord-327810-kquh59ry 288 17 result result VBP cord-327810-kquh59ry 288 18 in in IN cord-327810-kquh59ry 288 19 inferences inference NNS cord-327810-kquh59ry 288 20 , , , cord-327810-kquh59ry 288 21 which which WDT cord-327810-kquh59ry 288 22 may may MD cord-327810-kquh59ry 288 23 be be VB cord-327810-kquh59ry 288 24 shaped shape VBN cord-327810-kquh59ry 288 25 by by IN cord-327810-kquh59ry 288 26 various various JJ cord-327810-kquh59ry 288 27 cognitive cognitive JJ cord-327810-kquh59ry 288 28 restrictions restriction NNS cord-327810-kquh59ry 288 29 ( ( -LRB- cord-327810-kquh59ry 288 30 Desouza Desouza NNP cord-327810-kquh59ry 288 31 & & CC cord-327810-kquh59ry 288 32 Hensgen Hensgen NNP cord-327810-kquh59ry 288 33 , , , cord-327810-kquh59ry 288 34 2005 2005 CD cord-327810-kquh59ry 288 35 ) ) -RRB- cord-327810-kquh59ry 288 36 , , , cord-327810-kquh59ry 288 37 and and CC cord-327810-kquh59ry 288 38 which which WDT cord-327810-kquh59ry 288 39 become become VBP cord-327810-kquh59ry 288 40 crystallised crystallise VBN cord-327810-kquh59ry 288 41 in in IN cord-327810-kquh59ry 288 42 subsequent subsequent JJ cord-327810-kquh59ry 288 43 decision decision NN cord-327810-kquh59ry 288 44 - - HYPH cord-327810-kquh59ry 288 45 making making NN cord-327810-kquh59ry 288 46 ( ( -LRB- cord-327810-kquh59ry 288 47 Bowker Bowker NNP cord-327810-kquh59ry 288 48 & & CC cord-327810-kquh59ry 288 49 Star Star NNP cord-327810-kquh59ry 288 50 , , , cord-327810-kquh59ry 288 51 1999 1999 CD cord-327810-kquh59ry 288 52 ) ) -RRB- cord-327810-kquh59ry 288 53 . . . cord-327810-kquh59ry 289 1 We -PRON- PRP cord-327810-kquh59ry 289 2 also also RB cord-327810-kquh59ry 289 3 need need VBP cord-327810-kquh59ry 289 4 to to TO cord-327810-kquh59ry 289 5 consider consider VB cord-327810-kquh59ry 289 6 the the DT cord-327810-kquh59ry 289 7 legal legal JJ cord-327810-kquh59ry 289 8 requirement requirement NN cord-327810-kquh59ry 289 9 for for IN cord-327810-kquh59ry 289 10 explicability explicability NN cord-327810-kquh59ry 289 11 of of IN cord-327810-kquh59ry 289 12 decision decision NN cord-327810-kquh59ry 289 13 - - HYPH cord-327810-kquh59ry 289 14 making making NN cord-327810-kquh59ry 289 15 , , , cord-327810-kquh59ry 289 16 and and CC cord-327810-kquh59ry 289 17 to to TO cord-327810-kquh59ry 289 18 prove prove VB cord-327810-kquh59ry 289 19 that that IN cord-327810-kquh59ry 289 20 no no DT cord-327810-kquh59ry 289 21 customer customer NN cord-327810-kquh59ry 289 22 has have VBZ cord-327810-kquh59ry 289 23 been be VBN cord-327810-kquh59ry 289 24 unfairly unfairly RB cord-327810-kquh59ry 289 25 discriminated discriminate VBN cord-327810-kquh59ry 289 26 through through IN cord-327810-kquh59ry 289 27 the the DT cord-327810-kquh59ry 289 28 use use NN cord-327810-kquh59ry 289 29 of of IN cord-327810-kquh59ry 289 30 technology technology NN cord-327810-kquh59ry 289 31 ( ( -LRB- cord-327810-kquh59ry 289 32 Crosman Crosman NNP cord-327810-kquh59ry 289 33 , , , cord-327810-kquh59ry 289 34 2019 2019 CD cord-327810-kquh59ry 289 35 ) ) -RRB- cord-327810-kquh59ry 289 36 . . . cord-327810-kquh59ry 290 1 This this DT cord-327810-kquh59ry 290 2 is be VBZ cord-327810-kquh59ry 290 3 particularlythough particularlythough NNP cord-327810-kquh59ry 290 4 not not RB cord-327810-kquh59ry 290 5 exclusivelylikely exclusivelylikely RB cord-327810-kquh59ry 290 6 to to TO cord-327810-kquh59ry 290 7 occur occur VB cord-327810-kquh59ry 290 8 in in IN cord-327810-kquh59ry 290 9 cases case NNS cord-327810-kquh59ry 290 10 where where WRB cord-327810-kquh59ry 290 11 the the DT cord-327810-kquh59ry 290 12 AI AI NNP cord-327810-kquh59ry 290 13 system system NN cord-327810-kquh59ry 290 14 has have VBZ cord-327810-kquh59ry 290 15 autonomy autonomy NN cord-327810-kquh59ry 290 16 to to TO cord-327810-kquh59ry 290 17 act act VB cord-327810-kquh59ry 290 18 , , , cord-327810-kquh59ry 290 19 and and CC cord-327810-kquh59ry 290 20 when when WRB cord-327810-kquh59ry 290 21 there there EX cord-327810-kquh59ry 290 22 are be VBP cord-327810-kquh59ry 290 23 self self NN cord-327810-kquh59ry 290 24 - - HYPH cord-327810-kquh59ry 290 25 reinforcing reinforce VBG cord-327810-kquh59ry 290 26 feedback feedback NN cord-327810-kquh59ry 290 27 loops loop NNS cord-327810-kquh59ry 290 28 ( ( -LRB- cord-327810-kquh59ry 290 29 Canhoto Canhoto NNP cord-327810-kquh59ry 290 30 & & CC cord-327810-kquh59ry 290 31 Clear Clear NNP cord-327810-kquh59ry 290 32 , , , cord-327810-kquh59ry 290 33 2020 2020 CD cord-327810-kquh59ry 290 34 ) ) -RRB- cord-327810-kquh59ry 290 35 , , , cord-327810-kquh59ry 290 36 as as RB cord-327810-kquh59ry 290 37 well well RB cord-327810-kquh59ry 290 38 as as IN cord-327810-kquh59ry 290 39 when when WRB cord-327810-kquh59ry 290 40 the the DT cord-327810-kquh59ry 290 41 algorithm algorithm NN cord-327810-kquh59ry 290 42 is be VBZ cord-327810-kquh59ry 290 43 used use VBN cord-327810-kquh59ry 290 44 for for IN cord-327810-kquh59ry 290 45 prediction prediction NN cord-327810-kquh59ry 290 46 rather rather RB cord-327810-kquh59ry 290 47 than than IN cord-327810-kquh59ry 290 48 description description NN cord-327810-kquh59ry 291 1 ( ( -LRB- cord-327810-kquh59ry 291 2 Mittelstadt Mittelstadt NNP cord-327810-kquh59ry 291 3 et et FW cord-327810-kquh59ry 291 4 al al NNP cord-327810-kquh59ry 291 5 . . NNP cord-327810-kquh59ry 291 6 , , , cord-327810-kquh59ry 291 7 2016 2016 CD cord-327810-kquh59ry 291 8 ) ) -RRB- cord-327810-kquh59ry 291 9 . . . cord-327810-kquh59ry 292 1 Based base VBN cord-327810-kquh59ry 292 2 on on IN cord-327810-kquh59ry 292 3 the the DT cord-327810-kquh59ry 292 4 description description NN cord-327810-kquh59ry 292 5 of of IN cord-327810-kquh59ry 292 6 AML AML NNP cord-327810-kquh59ry 292 7 monitoring monitoring NN cord-327810-kquh59ry 292 8 at at IN cord-327810-kquh59ry 292 9 BANK bank NN cord-327810-kquh59ry 292 10 , , , cord-327810-kquh59ry 292 11 this this DT cord-327810-kquh59ry 292 12 means mean VBZ cord-327810-kquh59ry 292 13 that that IN cord-327810-kquh59ry 292 14 supervised supervise VBN cord-327810-kquh59ry 292 15 learning learning NN cord-327810-kquh59ry 292 16 might may MD cord-327810-kquh59ry 292 17 be be VB cord-327810-kquh59ry 292 18 the the DT cord-327810-kquh59ry 292 19 least least RBS cord-327810-kquh59ry 292 20 likely likely JJ cord-327810-kquh59ry 292 21 to to TO cord-327810-kquh59ry 292 22 breach breach VB cord-327810-kquh59ry 292 23 these these DT cord-327810-kquh59ry 292 24 criteria criterion NNS cord-327810-kquh59ry 292 25 , , , cord-327810-kquh59ry 292 26 because because IN cord-327810-kquh59ry 292 27 it -PRON- PRP cord-327810-kquh59ry 292 28 is be VBZ cord-327810-kquh59ry 292 29 used use VBN cord-327810-kquh59ry 292 30 for for IN cord-327810-kquh59ry 292 31 description description NN cord-327810-kquh59ry 292 32 not not RB cord-327810-kquh59ry 292 33 prediction prediction NN cord-327810-kquh59ry 292 34 , , , cord-327810-kquh59ry 292 35 and and CC cord-327810-kquh59ry 292 36 there there EX cord-327810-kquh59ry 292 37 are be VBP cord-327810-kquh59ry 292 38 no no DT cord-327810-kquh59ry 292 39 feedback feedback NN cord-327810-kquh59ry 292 40 loops loop NNS cord-327810-kquh59ry 292 41 . . . cord-327810-kquh59ry 293 1 Generally generally RB cord-327810-kquh59ry 293 2 , , , cord-327810-kquh59ry 293 3 unsupervised unsupervised JJ cord-327810-kquh59ry 293 4 learning learning NN cord-327810-kquh59ry 293 5 is be VBZ cord-327810-kquh59ry 293 6 likely likely JJ cord-327810-kquh59ry 293 7 to to TO cord-327810-kquh59ry 293 8 have have VB cord-327810-kquh59ry 293 9 low low JJ cord-327810-kquh59ry 293 10 explicability explicability NN cord-327810-kquh59ry 293 11 because because IN cord-327810-kquh59ry 293 12 it -PRON- PRP cord-327810-kquh59ry 293 13 has have VBZ cord-327810-kquh59ry 293 14 the the DT cord-327810-kquh59ry 293 15 most most RBS cord-327810-kquh59ry 293 16 potential potential JJ cord-327810-kquh59ry 293 17 to to TO cord-327810-kquh59ry 293 18 produce produce VB cord-327810-kquh59ry 293 19 outputs output NNS cord-327810-kquh59ry 293 20 that that WDT cord-327810-kquh59ry 293 21 are be VBP cord-327810-kquh59ry 293 22 not not RB cord-327810-kquh59ry 293 23 comprehensible comprehensible JJ cord-327810-kquh59ry 293 24 to to IN cord-327810-kquh59ry 293 25 humans human NNS cord-327810-kquh59ry 294 1 ( ( -LRB- cord-327810-kquh59ry 294 2 Lewis Lewis NNP cord-327810-kquh59ry 294 3 et et NNP cord-327810-kquh59ry 294 4 al al NNP cord-327810-kquh59ry 294 5 . . NNP cord-327810-kquh59ry 294 6 , , , cord-327810-kquh59ry 294 7 2017 2017 CD cord-327810-kquh59ry 294 8 ) ) -RRB- cord-327810-kquh59ry 294 9 . . . cord-327810-kquh59ry 295 1 This this DT cord-327810-kquh59ry 295 2 characteristic characteristic NN cord-327810-kquh59ry 295 3 puts put VBZ cord-327810-kquh59ry 295 4 the the DT cord-327810-kquh59ry 295 5 financial financial JJ cord-327810-kquh59ry 295 6 services service NNS cord-327810-kquh59ry 295 7 organisation organisation NN cord-327810-kquh59ry 295 8 at at IN cord-327810-kquh59ry 295 9 risk risk NN cord-327810-kquh59ry 295 10 of of IN cord-327810-kquh59ry 295 11 non non JJ cord-327810-kquh59ry 295 12 - - JJ cord-327810-kquh59ry 295 13 compliance compliance NN cord-327810-kquh59ry 295 14 with with IN cord-327810-kquh59ry 295 15 the the DT cord-327810-kquh59ry 295 16 sector sector NN cord-327810-kquh59ry 295 17 's 's POS cord-327810-kquh59ry 295 18 regulations regulation NNS cord-327810-kquh59ry 295 19 . . . cord-327810-kquh59ry 296 1 In in IN cord-327810-kquh59ry 296 2 turn turn NN cord-327810-kquh59ry 296 3 , , , cord-327810-kquh59ry 296 4 reinforced reinforce VBN cord-327810-kquh59ry 296 5 learning learning NN cord-327810-kquh59ry 296 6 is be VBZ cord-327810-kquh59ry 296 7 the the DT cord-327810-kquh59ry 296 8 most most RBS cord-327810-kquh59ry 296 9 likely likely JJ cord-327810-kquh59ry 296 10 to to TO cord-327810-kquh59ry 296 11 lead lead VB cord-327810-kquh59ry 296 12 to to IN cord-327810-kquh59ry 296 13 feedback feedback VB cord-327810-kquh59ry 296 14 loops loop NNS cord-327810-kquh59ry 296 15 , , , cord-327810-kquh59ry 296 16 particularly particularly RB cord-327810-kquh59ry 296 17 if if IN cord-327810-kquh59ry 296 18 the the DT cord-327810-kquh59ry 296 19 rules rule NNS cord-327810-kquh59ry 296 20 have have VBP cord-327810-kquh59ry 296 21 been be VBN cord-327810-kquh59ry 296 22 derived derive VBN cord-327810-kquh59ry 296 23 from from IN cord-327810-kquh59ry 296 24 previous previous JJ cord-327810-kquh59ry 296 25 unsupervised unsupervised JJ cord-327810-kquh59ry 296 26 learning learning NN cord-327810-kquh59ry 296 27 exercises exercise NNS cord-327810-kquh59ry 296 28 . . . cord-327810-kquh59ry 297 1 Even even RB cord-327810-kquh59ry 297 2 where where WRB cord-327810-kquh59ry 297 3 information information NN cord-327810-kquh59ry 297 4 about about IN cord-327810-kquh59ry 297 5 the the DT cord-327810-kquh59ry 297 6 reasons reason NNS cord-327810-kquh59ry 297 7 for for IN cord-327810-kquh59ry 297 8 the the DT cord-327810-kquh59ry 297 9 observed observed JJ cord-327810-kquh59ry 297 10 behaviour behaviour NN cord-327810-kquh59ry 297 11 exists exist VBZ cord-327810-kquh59ry 297 12 , , , cord-327810-kquh59ry 297 13 the the DT cord-327810-kquh59ry 297 14 organisation organisation NN cord-327810-kquh59ry 297 15 may may MD cord-327810-kquh59ry 297 16 be be VB cord-327810-kquh59ry 297 17 unable unable JJ cord-327810-kquh59ry 297 18 to to TO cord-327810-kquh59ry 297 19 use use VB cord-327810-kquh59ry 297 20 it -PRON- PRP cord-327810-kquh59ry 297 21 in in IN cord-327810-kquh59ry 297 22 algorithm algorithm NN cord-327810-kquh59ry 297 23 development development NN cord-327810-kquh59ry 297 24 . . . cord-327810-kquh59ry 298 1 In in IN cord-327810-kquh59ry 298 2 BANK bank NN cord-327810-kquh59ry 298 3 , , , cord-327810-kquh59ry 298 4 this this DT cord-327810-kquh59ry 298 5 was be VBD cord-327810-kquh59ry 298 6 the the DT cord-327810-kquh59ry 298 7 case case NN cord-327810-kquh59ry 298 8 for for IN cord-327810-kquh59ry 298 9 information information NN cord-327810-kquh59ry 298 10 stored store VBN cord-327810-kquh59ry 298 11 in in IN cord-327810-kquh59ry 298 12 the the DT cord-327810-kquh59ry 298 13 form form NN cord-327810-kquh59ry 298 14 of of IN cord-327810-kquh59ry 298 15 notes note NNS cord-327810-kquh59ry 298 16 , , , cord-327810-kquh59ry 298 17 recordings recording NNS cord-327810-kquh59ry 298 18 of of IN cord-327810-kquh59ry 298 19 conversations conversation NNS cord-327810-kquh59ry 298 20 or or CC cord-327810-kquh59ry 298 21 other other JJ cord-327810-kquh59ry 298 22 forms form NNS cord-327810-kquh59ry 298 23 of of IN cord-327810-kquh59ry 298 24 unstructured unstructured JJ cord-327810-kquh59ry 298 25 data datum NNS cord-327810-kquh59ry 298 26 . . . cord-327810-kquh59ry 299 1 The the DT cord-327810-kquh59ry 299 2 type type NN cord-327810-kquh59ry 299 3 of of IN cord-327810-kquh59ry 299 4 data datum NNS cord-327810-kquh59ry 299 5 that that WDT cord-327810-kquh59ry 299 6 BANK BANK NNP cord-327810-kquh59ry 299 7 's 's POS cord-327810-kquh59ry 299 8 systems system NNS cord-327810-kquh59ry 299 9 could could MD cord-327810-kquh59ry 299 10 process process VB cord-327810-kquh59ry 299 11 in in IN cord-327810-kquh59ry 299 12 practice practice NN cord-327810-kquh59ry 299 13 was be VBD cord-327810-kquh59ry 299 14 much much RB cord-327810-kquh59ry 299 15 less less RBR cord-327810-kquh59ry 299 16 varied varied JJ cord-327810-kquh59ry 299 17 than than IN cord-327810-kquh59ry 299 18 vast vast JJ cord-327810-kquh59ry 299 19 array array NN cord-327810-kquh59ry 299 20 of of IN cord-327810-kquh59ry 299 21 data datum NNS cord-327810-kquh59ry 299 22 typically typically RB cord-327810-kquh59ry 299 23 mentioned mention VBN cord-327810-kquh59ry 299 24 in in IN cord-327810-kquh59ry 299 25 the the DT cord-327810-kquh59ry 299 26 AI AI NNP cord-327810-kquh59ry 299 27 literature literature NN cord-327810-kquh59ry 299 28 ( ( -LRB- cord-327810-kquh59ry 299 29 e.g. e.g. IN cord-327810-kquh59ry 299 30 Kietzmann Kietzmann NNP cord-327810-kquh59ry 299 31 et et NNP cord-327810-kquh59ry 299 32 al al NNP cord-327810-kquh59ry 299 33 . . NNP cord-327810-kquh59ry 299 34 , , , cord-327810-kquh59ry 299 35 2018 2018 CD cord-327810-kquh59ry 299 36 ) ) -RRB- cord-327810-kquh59ry 299 37 . . . cord-327810-kquh59ry 300 1 BANK BANK NNP cord-327810-kquh59ry 300 2 was be VBD cord-327810-kquh59ry 300 3 also also RB cord-327810-kquh59ry 300 4 unable unable JJ cord-327810-kquh59ry 300 5 to to TO cord-327810-kquh59ry 300 6 draw draw VB cord-327810-kquh59ry 300 7 on on IN cord-327810-kquh59ry 300 8 all all DT cord-327810-kquh59ry 300 9 databases database NNS cord-327810-kquh59ry 300 10 due due JJ cord-327810-kquh59ry 300 11 to to IN cord-327810-kquh59ry 300 12 compatibility compatibility NN cord-327810-kquh59ry 300 13 issues issue NNS cord-327810-kquh59ry 300 14 , , , cord-327810-kquh59ry 300 15 or or CC cord-327810-kquh59ry 300 16 to to TO cord-327810-kquh59ry 300 17 use use VB cord-327810-kquh59ry 300 18 data datum NNS cord-327810-kquh59ry 300 19 older old JJR cord-327810-kquh59ry 300 20 than than IN cord-327810-kquh59ry 300 21 a a DT cord-327810-kquh59ry 300 22 certain certain JJ cord-327810-kquh59ry 300 23 period period NN cord-327810-kquh59ry 300 24 due due IN cord-327810-kquh59ry 300 25 to to IN cord-327810-kquh59ry 300 26 system system NN cord-327810-kquh59ry 300 27 constraints constraint NNS cord-327810-kquh59ry 300 28 . . . cord-327810-kquh59ry 301 1 In in IN cord-327810-kquh59ry 301 2 theory theory NN cord-327810-kquh59ry 301 3 of of IN cord-327810-kquh59ry 301 4 affordances affordance NNS cord-327810-kquh59ry 301 5 ' ' POS cord-327810-kquh59ry 301 6 terminology terminology NN cord-327810-kquh59ry 301 7 , , , cord-327810-kquh59ry 301 8 the the DT cord-327810-kquh59ry 301 9 realised realise VBN cord-327810-kquh59ry 301 10 affordance affordance NN cord-327810-kquh59ry 301 11 of of IN cord-327810-kquh59ry 301 12 AI AI NNP cord-327810-kquh59ry 301 13 is be VBZ cord-327810-kquh59ry 301 14 much much RB cord-327810-kquh59ry 301 15 narrower narrow JJR cord-327810-kquh59ry 301 16 than than IN cord-327810-kquh59ry 301 17 its -PRON- PRP$ cord-327810-kquh59ry 301 18 functional functional JJ cord-327810-kquh59ry 301 19 affordance affordance NN cord-327810-kquh59ry 301 20 , , , cord-327810-kquh59ry 301 21 which which WDT cord-327810-kquh59ry 301 22 limits limit VBZ cord-327810-kquh59ry 301 23 its -PRON- PRP$ cord-327810-kquh59ry 301 24 value value NN cord-327810-kquh59ry 301 25 in in IN cord-327810-kquh59ry 301 26 AML AML NNP cord-327810-kquh59ry 301 27 . . . cord-327810-kquh59ry 302 1 Though though RB cord-327810-kquh59ry 302 2 , , , cord-327810-kquh59ry 302 3 this this DT cord-327810-kquh59ry 302 4 observation observation NN cord-327810-kquh59ry 302 5 reflects reflect VBZ cord-327810-kquh59ry 302 6 the the DT cord-327810-kquh59ry 302 7 extant extant JJ cord-327810-kquh59ry 302 8 literature literature NN cord-327810-kquh59ry 302 9 ( ( -LRB- cord-327810-kquh59ry 302 10 e.g. e.g. RB cord-327810-kquh59ry 302 11 Grint Grint NNP cord-327810-kquh59ry 302 12 et et NNP cord-327810-kquh59ry 302 13 al al NNP cord-327810-kquh59ry 302 14 . . NNP cord-327810-kquh59ry 302 15 , , , cord-327810-kquh59ry 302 16 2017 2017 CD cord-327810-kquh59ry 302 17 , , , cord-327810-kquh59ry 302 18 chap chap NN cord-327810-kquh59ry 302 19 . . . cord-327810-kquh59ry 302 20 54 54 CD cord-327810-kquh59ry 302 21 ; ; : cord-327810-kquh59ry 302 22 Zimiles Zimiles NNP cord-327810-kquh59ry 302 23 & & CC cord-327810-kquh59ry 302 24 Mueller Mueller NNP cord-327810-kquh59ry 302 25 , , , cord-327810-kquh59ry 302 26 2019 2019 CD cord-327810-kquh59ry 302 27 ) ) -RRB- cord-327810-kquh59ry 302 28 , , , cord-327810-kquh59ry 302 29 this this DT cord-327810-kquh59ry 302 30 may may MD cord-327810-kquh59ry 302 31 not not RB cord-327810-kquh59ry 302 32 be be VB cord-327810-kquh59ry 302 33 the the DT cord-327810-kquh59ry 302 34 case case NN cord-327810-kquh59ry 302 35 in in IN cord-327810-kquh59ry 302 36 other other JJ cord-327810-kquh59ry 302 37 financial financial JJ cord-327810-kquh59ry 302 38 services service NNS cord-327810-kquh59ry 302 39 organisations organisation NNS cord-327810-kquh59ry 302 40 . . . cord-327810-kquh59ry 303 1 Other other JJ cord-327810-kquh59ry 303 2 providers provider NNS cord-327810-kquh59ry 303 3 may may MD cord-327810-kquh59ry 303 4 have have VB cord-327810-kquh59ry 303 5 access access NN cord-327810-kquh59ry 303 6 to to IN cord-327810-kquh59ry 303 7 systems system NNS cord-327810-kquh59ry 303 8 that that WDT cord-327810-kquh59ry 303 9 can can MD cord-327810-kquh59ry 303 10 seamlessly seamlessly RB cord-327810-kquh59ry 303 11 integrate integrate VB cord-327810-kquh59ry 303 12 with with IN cord-327810-kquh59ry 303 13 more more JJR cord-327810-kquh59ry 303 14 databases database NNS cord-327810-kquh59ry 303 15 , , , cord-327810-kquh59ry 303 16 and/or and/or CC cord-327810-kquh59ry 303 17 which which WDT cord-327810-kquh59ry 303 18 can can MD cord-327810-kquh59ry 303 19 process process VB cord-327810-kquh59ry 303 20 all all DT cord-327810-kquh59ry 303 21 types type NNS cord-327810-kquh59ry 303 22 of of IN cord-327810-kquh59ry 303 23 structured structured JJ cord-327810-kquh59ry 303 24 and and CC cord-327810-kquh59ry 303 25 unstructured unstructured JJ cord-327810-kquh59ry 303 26 data datum NNS cord-327810-kquh59ry 303 27 . . . cord-327810-kquh59ry 304 1 In in IN cord-327810-kquh59ry 304 2 addition addition NN cord-327810-kquh59ry 304 3 to to IN cord-327810-kquh59ry 304 4 these these DT cord-327810-kquh59ry 304 5 generic generic JJ cord-327810-kquh59ry 304 6 constraints constraint NNS cord-327810-kquh59ry 304 7 , , , cord-327810-kquh59ry 304 8 there there EX cord-327810-kquh59ry 304 9 are be VBP cord-327810-kquh59ry 304 10 others other NNS cord-327810-kquh59ry 304 11 that that WDT cord-327810-kquh59ry 304 12 relate relate VBP cord-327810-kquh59ry 304 13 to to IN cord-327810-kquh59ry 304 14 the the DT cord-327810-kquh59ry 304 15 particular particular JJ cord-327810-kquh59ry 304 16 type type NN cord-327810-kquh59ry 304 17 of of IN cord-327810-kquh59ry 304 18 profiling profiling NN cord-327810-kquh59ry 304 19 , , , cord-327810-kquh59ry 304 20 or or CC cord-327810-kquh59ry 304 21 the the DT cord-327810-kquh59ry 304 22 approach approach NN cord-327810-kquh59ry 304 23 , , , cord-327810-kquh59ry 304 24 pursued pursue VBD cord-327810-kquh59ry 304 25 . . . cord-327810-kquh59ry 305 1 For for IN cord-327810-kquh59ry 305 2 descriptive descriptive JJ cord-327810-kquh59ry 305 3 profiling profiling NN cord-327810-kquh59ry 305 4 , , , cord-327810-kquh59ry 305 5 these these DT cord-327810-kquh59ry 305 6 challenges challenge NNS cord-327810-kquh59ry 305 7 are be VBP cord-327810-kquh59ry 305 8 mostly mostly RB cord-327810-kquh59ry 305 9 related relate VBN cord-327810-kquh59ry 305 10 with with IN cord-327810-kquh59ry 305 11 the the DT cord-327810-kquh59ry 305 12 availability availability NN cord-327810-kquh59ry 305 13 of of IN cord-327810-kquh59ry 305 14 high high JJ cord-327810-kquh59ry 305 15 - - HYPH cord-327810-kquh59ry 305 16 quality quality NN cord-327810-kquh59ry 305 17 , , , cord-327810-kquh59ry 305 18 relevant relevant JJ cord-327810-kquh59ry 305 19 training training NN cord-327810-kquh59ry 305 20 data datum NNS cord-327810-kquh59ry 305 21 in in IN cord-327810-kquh59ry 305 22 a a DT cord-327810-kquh59ry 305 23 timely timely JJ cord-327810-kquh59ry 305 24 manner manner NN cord-327810-kquh59ry 305 25 . . . cord-327810-kquh59ry 306 1 This this DT cord-327810-kquh59ry 306 2 is be VBZ cord-327810-kquh59ry 306 3 the the DT cord-327810-kquh59ry 306 4 case case NN cord-327810-kquh59ry 306 5 not not RB cord-327810-kquh59ry 306 6 just just RB cord-327810-kquh59ry 306 7 in in IN cord-327810-kquh59ry 306 8 AML AML NNP cord-327810-kquh59ry 306 9 , , , cord-327810-kquh59ry 306 10 but but CC cord-327810-kquh59ry 306 11 also also RB cord-327810-kquh59ry 306 12 for for IN cord-327810-kquh59ry 306 13 other other JJ cord-327810-kquh59ry 306 14 contexts context NNS cord-327810-kquh59ry 306 15 using use VBG cord-327810-kquh59ry 306 16 inductive inductive JJ cord-327810-kquh59ry 306 17 approaches approach NNS cord-327810-kquh59ry 306 18 to to TO cord-327810-kquh59ry 306 19 model model VB cord-327810-kquh59ry 306 20 development development NN cord-327810-kquh59ry 306 21 ( ( -LRB- cord-327810-kquh59ry 306 22 Staat Staat NNP cord-327810-kquh59ry 306 23 , , , cord-327810-kquh59ry 306 24 1993 1993 CD cord-327810-kquh59ry 306 25 ) ) -RRB- cord-327810-kquh59ry 306 26 . . . cord-327810-kquh59ry 307 1 For for IN cord-327810-kquh59ry 307 2 instance instance NN cord-327810-kquh59ry 307 3 , , , cord-327810-kquh59ry 307 4 a a DT cord-327810-kquh59ry 307 5 similar similar JJ cord-327810-kquh59ry 307 6 problem problem NN cord-327810-kquh59ry 307 7 was be VBD cord-327810-kquh59ry 307 8 observed observe VBN cord-327810-kquh59ry 307 9 in in IN cord-327810-kquh59ry 307 10 the the DT cord-327810-kquh59ry 307 11 use use NN cord-327810-kquh59ry 307 12 of of IN cord-327810-kquh59ry 307 13 machine machine NN cord-327810-kquh59ry 307 14 learning learn VBG cord-327810-kquh59ry 307 15 to to TO cord-327810-kquh59ry 307 16 diagnose diagnose VB cord-327810-kquh59ry 307 17 those those DT cord-327810-kquh59ry 307 18 infected infect VBN cord-327810-kquh59ry 307 19 with with IN cord-327810-kquh59ry 307 20 the the DT cord-327810-kquh59ry 307 21 SARS SARS NNP cord-327810-kquh59ry 307 22 - - HYPH cord-327810-kquh59ry 307 23 CoV-2 CoV-2 NNP cord-327810-kquh59ry 307 24 virus virus NN cord-327810-kquh59ry 307 25 : : : cord-327810-kquh59ry 307 26 even even RB cord-327810-kquh59ry 307 27 though though IN cord-327810-kquh59ry 307 28 this this DT cord-327810-kquh59ry 307 29 technology technology NN cord-327810-kquh59ry 307 30 could could MD cord-327810-kquh59ry 307 31 potentially potentially RB cord-327810-kquh59ry 307 32 read read VB cord-327810-kquh59ry 307 33 lung lung NN cord-327810-kquh59ry 307 34 scans scan NNS cord-327810-kquh59ry 307 35 in in IN cord-327810-kquh59ry 307 36 a a DT cord-327810-kquh59ry 307 37 fraction fraction NN cord-327810-kquh59ry 307 38 of of IN cord-327810-kquh59ry 307 39 the the DT cord-327810-kquh59ry 307 40 time time NN cord-327810-kquh59ry 307 41 required require VBN cord-327810-kquh59ry 307 42 by by IN cord-327810-kquh59ry 307 43 a a DT cord-327810-kquh59ry 307 44 radiologist radiologist NN cord-327810-kquh59ry 307 45 , , , cord-327810-kquh59ry 307 46 initially initially RB cord-327810-kquh59ry 307 47 it -PRON- PRP cord-327810-kquh59ry 307 48 lacked lack VBD cord-327810-kquh59ry 307 49 sufficient sufficient JJ cord-327810-kquh59ry 307 50 quality quality NN cord-327810-kquh59ry 307 51 images image NNS cord-327810-kquh59ry 307 52 of of IN cord-327810-kquh59ry 307 53 lungs lung NNS cord-327810-kquh59ry 307 54 confirmed confirm VBN cord-327810-kquh59ry 307 55 to to TO cord-327810-kquh59ry 307 56 be be VB cord-327810-kquh59ry 307 57 infected infect VBN cord-327810-kquh59ry 307 58 with with IN cord-327810-kquh59ry 307 59 this this DT cord-327810-kquh59ry 307 60 virus virus NN cord-327810-kquh59ry 307 61 ( ( -LRB- cord-327810-kquh59ry 307 62 vs. vs. FW cord-327810-kquh59ry 307 63 lung lung NN cord-327810-kquh59ry 307 64 cancer cancer NN cord-327810-kquh59ry 307 65 , , , cord-327810-kquh59ry 307 66 for for IN cord-327810-kquh59ry 307 67 instance instance NN cord-327810-kquh59ry 307 68 ) ) -RRB- cord-327810-kquh59ry 307 69 to to TO cord-327810-kquh59ry 307 70 form form VB cord-327810-kquh59ry 307 71 a a DT cord-327810-kquh59ry 307 72 useful useful JJ cord-327810-kquh59ry 307 73 training training NN cord-327810-kquh59ry 307 74 dataset dataset NN cord-327810-kquh59ry 307 75 ( ( -LRB- cord-327810-kquh59ry 307 76 Ray Ray NNP cord-327810-kquh59ry 307 77 , , , cord-327810-kquh59ry 307 78 2020 2020 CD cord-327810-kquh59ry 307 79 ) ) -RRB- cord-327810-kquh59ry 307 80 . . . cord-327810-kquh59ry 308 1 A a DT cord-327810-kquh59ry 308 2 related related JJ cord-327810-kquh59ry 308 3 challenge challenge NN cord-327810-kquh59ry 308 4 concerns concern VBZ cord-327810-kquh59ry 308 5 the the DT cord-327810-kquh59ry 308 6 relevance relevance NN cord-327810-kquh59ry 308 7 of of IN cord-327810-kquh59ry 308 8 the the DT cord-327810-kquh59ry 308 9 available available JJ cord-327810-kquh59ry 308 10 data datum NNS cord-327810-kquh59ry 308 11 . . . cord-327810-kquh59ry 309 1 Criminals criminal NNS cord-327810-kquh59ry 309 2 are be VBP cord-327810-kquh59ry 309 3 constantly constantly RB cord-327810-kquh59ry 309 4 innovating innovate VBG cord-327810-kquh59ry 309 5 their -PRON- PRP$ cord-327810-kquh59ry 309 6 mechanisms mechanism NNS cord-327810-kquh59ry 309 7 of of IN cord-327810-kquh59ry 309 8 laundering launder VBG cord-327810-kquh59ry 309 9 money money NN cord-327810-kquh59ry 309 10 , , , cord-327810-kquh59ry 309 11 such such JJ cord-327810-kquh59ry 309 12 as as IN cord-327810-kquh59ry 309 13 using use VBG cord-327810-kquh59ry 309 14 mobile mobile JJ cord-327810-kquh59ry 309 15 payments payment NNS cord-327810-kquh59ry 309 16 ( ( -LRB- cord-327810-kquh59ry 309 17 Whisker Whisker NNP cord-327810-kquh59ry 309 18 & & CC cord-327810-kquh59ry 309 19 Lokanan Lokanan NNP cord-327810-kquh59ry 309 20 , , , cord-327810-kquh59ry 309 21 2019 2019 CD cord-327810-kquh59ry 309 22 ) ) -RRB- cord-327810-kquh59ry 309 23 or or CC cord-327810-kquh59ry 309 24 virtual virtual JJ cord-327810-kquh59ry 309 25 currencies currency NNS cord-327810-kquh59ry 309 26 ( ( -LRB- cord-327810-kquh59ry 309 27 Vandezande Vandezande NNP cord-327810-kquh59ry 309 28 , , , cord-327810-kquh59ry 309 29 2017 2017 CD cord-327810-kquh59ry 309 30 ) ) -RRB- cord-327810-kquh59ry 309 31 . . . cord-327810-kquh59ry 310 1 Therefore therefore RB cord-327810-kquh59ry 310 2 , , , cord-327810-kquh59ry 310 3 the the DT cord-327810-kquh59ry 310 4 limited limited JJ cord-327810-kquh59ry 310 5 training training NN cord-327810-kquh59ry 310 6 datasets dataset NNS cord-327810-kquh59ry 310 7 available available JJ cord-327810-kquh59ry 310 8 may may MD cord-327810-kquh59ry 310 9 quickly quickly RB cord-327810-kquh59ry 310 10 lose lose VB cord-327810-kquh59ry 310 11 relevance relevance NN cord-327810-kquh59ry 310 12 and and CC cord-327810-kquh59ry 310 13 applicability applicability NN cord-327810-kquh59ry 310 14 ( ( -LRB- cord-327810-kquh59ry 310 15 Sloman Sloman NNP cord-327810-kquh59ry 310 16 & & CC cord-327810-kquh59ry 310 17 Lagnado Lagnado NNP cord-327810-kquh59ry 310 18 , , , cord-327810-kquh59ry 310 19 2005 2005 CD cord-327810-kquh59ry 310 20 ) ) -RRB- cord-327810-kquh59ry 310 21 . . . cord-327810-kquh59ry 311 1 In in IN cord-327810-kquh59ry 311 2 the the DT cord-327810-kquh59ry 311 3 case case NN cord-327810-kquh59ry 311 4 of of IN cord-327810-kquh59ry 311 5 predictive predictive JJ cord-327810-kquh59ry 311 6 profiling profiling NN cord-327810-kquh59ry 311 7 , , , cord-327810-kquh59ry 311 8 the the DT cord-327810-kquh59ry 311 9 challenges challenge NNS cord-327810-kquh59ry 311 10 are be VBP cord-327810-kquh59ry 311 11 mostly mostly RB cord-327810-kquh59ry 311 12 related related JJ cord-327810-kquh59ry 311 13 to to IN cord-327810-kquh59ry 311 14 the the DT cord-327810-kquh59ry 311 15 quality quality NN cord-327810-kquh59ry 311 16 of of IN cord-327810-kquh59ry 311 17 the the DT cord-327810-kquh59ry 311 18 underlying underlie VBG cord-327810-kquh59ry 311 19 assumptions assumption NNS cord-327810-kquh59ry 311 20 and and CC cord-327810-kquh59ry 311 21 the the DT cord-327810-kquh59ry 311 22 inability inability NN cord-327810-kquh59ry 311 23 to to TO cord-327810-kquh59ry 311 24 test test VB cord-327810-kquh59ry 311 25 prior prior RB cord-327810-kquh59ry 311 26 to to IN cord-327810-kquh59ry 311 27 prior prior RB cord-327810-kquh59ry 311 28 to to IN cord-327810-kquh59ry 311 29 scaling scale VBG cord-327810-kquh59ry 312 1 ( ( -LRB- cord-327810-kquh59ry 312 2 Mittelstadt Mittelstadt NNP cord-327810-kquh59ry 312 3 et et FW cord-327810-kquh59ry 312 4 al al NNP cord-327810-kquh59ry 312 5 . . NNP cord-327810-kquh59ry 312 6 , , , cord-327810-kquh59ry 312 7 2016 2016 CD cord-327810-kquh59ry 312 8 ) ) -RRB- cord-327810-kquh59ry 312 9 . . . cord-327810-kquh59ry 313 1 The the DT cord-327810-kquh59ry 313 2 first first JJ cord-327810-kquh59ry 313 3 key key JJ cord-327810-kquh59ry 313 4 assumption assumption NN cord-327810-kquh59ry 313 5 is be VBZ cord-327810-kquh59ry 313 6 that that IN cord-327810-kquh59ry 313 7 the the DT cord-327810-kquh59ry 313 8 majority majority NN cord-327810-kquh59ry 313 9 of of IN cord-327810-kquh59ry 313 10 BANK BANK NNP cord-327810-kquh59ry 313 11 's 's POS cord-327810-kquh59ry 313 12 customers customer NNS cord-327810-kquh59ry 313 13 are be VBP cord-327810-kquh59ry 313 14 not not RB cord-327810-kquh59ry 313 15 engaged engage VBN cord-327810-kquh59ry 313 16 in in IN cord-327810-kquh59ry 313 17 money money NN cord-327810-kquh59ry 313 18 laundering laundering NN cord-327810-kquh59ry 313 19 . . . cord-327810-kquh59ry 314 1 While while IN cord-327810-kquh59ry 314 2 this this DT cord-327810-kquh59ry 314 3 may may MD cord-327810-kquh59ry 314 4 be be VB cord-327810-kquh59ry 314 5 true true JJ cord-327810-kquh59ry 314 6 of of IN cord-327810-kquh59ry 314 7 the the DT cord-327810-kquh59ry 314 8 general general JJ cord-327810-kquh59ry 314 9 population population NN cord-327810-kquh59ry 314 10 ( ( -LRB- cord-327810-kquh59ry 314 11 Zhang Zhang NNP cord-327810-kquh59ry 314 12 & & CC cord-327810-kquh59ry 314 13 Trubey Trubey NNP cord-327810-kquh59ry 314 14 , , , cord-327810-kquh59ry 314 15 2018 2018 CD cord-327810-kquh59ry 314 16 ) ) -RRB- cord-327810-kquh59ry 314 17 , , , cord-327810-kquh59ry 314 18 it -PRON- PRP cord-327810-kquh59ry 314 19 may may MD cord-327810-kquh59ry 314 20 not not RB cord-327810-kquh59ry 314 21 be be VB cord-327810-kquh59ry 314 22 the the DT cord-327810-kquh59ry 314 23 case case NN cord-327810-kquh59ry 314 24 for for IN cord-327810-kquh59ry 314 25 individual individual JJ cord-327810-kquh59ry 314 26 organisations organisation NNS cord-327810-kquh59ry 314 27 , , , cord-327810-kquh59ry 314 28 or or CC cord-327810-kquh59ry 314 29 for for IN cord-327810-kquh59ry 314 30 all all DT cord-327810-kquh59ry 314 31 types type NNS cord-327810-kquh59ry 314 32 of of IN cord-327810-kquh59ry 314 33 predicate predicate NN cord-327810-kquh59ry 314 34 crimefor crimefor NN cord-327810-kquh59ry 314 35 instance instance NN cord-327810-kquh59ry 314 36 , , , cord-327810-kquh59ry 314 37 tax tax NN cord-327810-kquh59ry 314 38 evasion evasion NN cord-327810-kquh59ry 314 39 or or CC cord-327810-kquh59ry 314 40 support support NN cord-327810-kquh59ry 314 41 for for IN cord-327810-kquh59ry 314 42 terrorist terrorist JJ cord-327810-kquh59ry 314 43 organisations organisation NNS cord-327810-kquh59ry 314 44 may may MD cord-327810-kquh59ry 314 45 be be VB cord-327810-kquh59ry 314 46 very very RB cord-327810-kquh59ry 314 47 prevalent prevalent JJ cord-327810-kquh59ry 314 48 in in IN cord-327810-kquh59ry 314 49 certain certain JJ cord-327810-kquh59ry 314 50 geographical geographical JJ cord-327810-kquh59ry 314 51 locations location NNS cord-327810-kquh59ry 314 52 . . . cord-327810-kquh59ry 315 1 The the DT cord-327810-kquh59ry 315 2 second second JJ cord-327810-kquh59ry 315 3 dominant dominant JJ cord-327810-kquh59ry 315 4 assumption assumption NN cord-327810-kquh59ry 315 5 is be VBZ cord-327810-kquh59ry 315 6 that that IN cord-327810-kquh59ry 315 7 the the DT cord-327810-kquh59ry 315 8 pattern pattern NN cord-327810-kquh59ry 315 9 of of IN cord-327810-kquh59ry 315 10 transactions transaction NNS cord-327810-kquh59ry 315 11 of of IN cord-327810-kquh59ry 315 12 customers customer NNS cord-327810-kquh59ry 315 13 engaging engage VBG cord-327810-kquh59ry 315 14 in in IN cord-327810-kquh59ry 315 15 money money NN cord-327810-kquh59ry 315 16 laundering laundering NN cord-327810-kquh59ry 315 17 is be VBZ cord-327810-kquh59ry 315 18 very very RB cord-327810-kquh59ry 315 19 different different JJ cord-327810-kquh59ry 315 20 from from IN cord-327810-kquh59ry 315 21 that that DT cord-327810-kquh59ry 315 22 of of IN cord-327810-kquh59ry 315 23 the the DT cord-327810-kquh59ry 315 24 other other JJ cord-327810-kquh59ry 315 25 customers customer NNS cord-327810-kquh59ry 315 26 . . . cord-327810-kquh59ry 316 1 Given give VBN cord-327810-kquh59ry 316 2 the the DT cord-327810-kquh59ry 316 3 dynamic dynamic JJ cord-327810-kquh59ry 316 4 and and CC cord-327810-kquh59ry 316 5 broad broad JJ cord-327810-kquh59ry 316 6 nature nature NN cord-327810-kquh59ry 316 7 of of IN cord-327810-kquh59ry 316 8 money money NN cord-327810-kquh59ry 316 9 laundering laundering NN cord-327810-kquh59ry 316 10 , , , cord-327810-kquh59ry 316 11 this this DT cord-327810-kquh59ry 316 12 is be VBZ cord-327810-kquh59ry 316 13 not not RB cord-327810-kquh59ry 316 14 necessarily necessarily RB cord-327810-kquh59ry 316 15 the the DT cord-327810-kquh59ry 316 16 case case NN cord-327810-kquh59ry 316 17 for for IN cord-327810-kquh59ry 316 18 all all DT cord-327810-kquh59ry 316 19 types type NNS cord-327810-kquh59ry 316 20 of of IN cord-327810-kquh59ry 316 21 predicate predicate JJ cord-327810-kquh59ry 316 22 crime crime NN cord-327810-kquh59ry 316 23 and/or and/or CC cord-327810-kquh59ry 316 24 customers customer NNS cord-327810-kquh59ry 316 25 . . . cord-327810-kquh59ry 317 1 Both both DT cord-327810-kquh59ry 317 2 assumptions assumption NNS cord-327810-kquh59ry 317 3 are be VBP cord-327810-kquh59ry 317 4 difficult difficult JJ cord-327810-kquh59ry 317 5 to to TO cord-327810-kquh59ry 317 6 test test VB cord-327810-kquh59ry 317 7 , , , cord-327810-kquh59ry 317 8 meaning mean VBG cord-327810-kquh59ry 317 9 that that IN cord-327810-kquh59ry 317 10 there there EX cord-327810-kquh59ry 317 11 are be VBP cord-327810-kquh59ry 317 12 few few JJ cord-327810-kquh59ry 317 13 , , , cord-327810-kquh59ry 317 14 if if IN cord-327810-kquh59ry 317 15 any any DT cord-327810-kquh59ry 317 16 , , , cord-327810-kquh59ry 317 17 opportunities opportunity NNS cord-327810-kquh59ry 317 18 to to TO cord-327810-kquh59ry 317 19 assess assess VB cord-327810-kquh59ry 317 20 the the DT cord-327810-kquh59ry 317 21 quality quality NN cord-327810-kquh59ry 317 22 of of IN cord-327810-kquh59ry 317 23 the the DT cord-327810-kquh59ry 317 24 models model NNS cord-327810-kquh59ry 317 25 developed develop VBD cord-327810-kquh59ry 317 26 ( ( -LRB- cord-327810-kquh59ry 317 27 Zimiles Zimiles NNP cord-327810-kquh59ry 317 28 & & CC cord-327810-kquh59ry 317 29 Mueller Mueller NNP cord-327810-kquh59ry 317 30 , , , cord-327810-kquh59ry 317 31 2019 2019 CD cord-327810-kquh59ry 317 32 ) ) -RRB- cord-327810-kquh59ry 317 33 . . . cord-327810-kquh59ry 318 1 Moreover moreover RB cord-327810-kquh59ry 318 2 , , , cord-327810-kquh59ry 318 3 the the DT cord-327810-kquh59ry 318 4 analysis analysis NN cord-327810-kquh59ry 318 5 of of IN cord-327810-kquh59ry 318 6 outputs output NNS cord-327810-kquh59ry 318 7 produced produce VBN cord-327810-kquh59ry 318 8 in in IN cord-327810-kquh59ry 318 9 the the DT cord-327810-kquh59ry 318 10 case case NN cord-327810-kquh59ry 318 11 of of IN cord-327810-kquh59ry 318 12 the the DT cord-327810-kquh59ry 318 13 predictive predictive JJ cord-327810-kquh59ry 318 14 algorithms algorithm NNS cord-327810-kquh59ry 318 15 relies rely VBZ cord-327810-kquh59ry 318 16 on on IN cord-327810-kquh59ry 318 17 deductive deductive JJ cord-327810-kquh59ry 318 18 reasoning reasoning NN cord-327810-kquh59ry 318 19 , , , cord-327810-kquh59ry 318 20 whereby whereby WRB cord-327810-kquh59ry 318 21 the the DT cord-327810-kquh59ry 318 22 analysts analyst NNS cord-327810-kquh59ry 318 23 try try VBP cord-327810-kquh59ry 318 24 to to TO cord-327810-kquh59ry 318 25 reason reason VB cord-327810-kquh59ry 318 26 about about IN cord-327810-kquh59ry 318 27 how how WRB cord-327810-kquh59ry 318 28 someone someone NN cord-327810-kquh59ry 318 29 who who WP cord-327810-kquh59ry 318 30 is be VBZ cord-327810-kquh59ry 318 31 trying try VBG cord-327810-kquh59ry 318 32 to to TO cord-327810-kquh59ry 318 33 use use VB cord-327810-kquh59ry 318 34 the the DT cord-327810-kquh59ry 318 35 financial financial JJ cord-327810-kquh59ry 318 36 system system NN cord-327810-kquh59ry 318 37 to to TO cord-327810-kquh59ry 318 38 launder launder VB cord-327810-kquh59ry 318 39 money money NN cord-327810-kquh59ry 318 40 without without IN cord-327810-kquh59ry 318 41 being be VBG cord-327810-kquh59ry 318 42 detected detect VBN cord-327810-kquh59ry 318 43 might may MD cord-327810-kquh59ry 318 44 use use VB cord-327810-kquh59ry 318 45 the the DT cord-327810-kquh59ry 318 46 various various JJ cord-327810-kquh59ry 318 47 products product NNS cord-327810-kquh59ry 318 48 and and CC cord-327810-kquh59ry 318 49 channels channel NNS cord-327810-kquh59ry 318 50 at at IN cord-327810-kquh59ry 318 51 their -PRON- PRP$ cord-327810-kquh59ry 318 52 disposable disposable JJ cord-327810-kquh59ry 318 53 . . . cord-327810-kquh59ry 319 1 This this DT cord-327810-kquh59ry 319 2 approach approach NN cord-327810-kquh59ry 319 3 is be VBZ cord-327810-kquh59ry 319 4 liable liable JJ cord-327810-kquh59ry 319 5 to to TO cord-327810-kquh59ry 319 6 be be VB cord-327810-kquh59ry 319 7 affected affect VBN cord-327810-kquh59ry 319 8 by by IN cord-327810-kquh59ry 319 9 biases bias NNS cord-327810-kquh59ry 319 10 ( ( -LRB- cord-327810-kquh59ry 319 11 Pazzani Pazzani NNP cord-327810-kquh59ry 319 12 , , , cord-327810-kquh59ry 319 13 2000 2000 CD cord-327810-kquh59ry 319 14 ) ) -RRB- cord-327810-kquh59ry 319 15 , , , cord-327810-kquh59ry 319 16 stereotyping stereotype VBG cord-327810-kquh59ry 319 17 ( ( -LRB- cord-327810-kquh59ry 319 18 Bouissac Bouissac NNP cord-327810-kquh59ry 319 19 , , , cord-327810-kquh59ry 319 20 2003 2003 CD cord-327810-kquh59ry 319 21 ) ) -RRB- cord-327810-kquh59ry 319 22 and and CC cord-327810-kquh59ry 319 23 other other JJ cord-327810-kquh59ry 319 24 cognitive cognitive JJ cord-327810-kquh59ry 319 25 restrictions restriction NNS cord-327810-kquh59ry 319 26 ( ( -LRB- cord-327810-kquh59ry 319 27 Desouza Desouza NNP cord-327810-kquh59ry 319 28 & & CC cord-327810-kquh59ry 319 29 Hensgen Hensgen NNP cord-327810-kquh59ry 319 30 , , , cord-327810-kquh59ry 319 31 2005 2005 CD cord-327810-kquh59ry 319 32 ) ) -RRB- cord-327810-kquh59ry 319 33 . . . cord-327810-kquh59ry 320 1 These these DT cord-327810-kquh59ry 320 2 challenges challenge NNS cord-327810-kquh59ry 320 3 are be VBP cord-327810-kquh59ry 320 4 heightened heighten VBN cord-327810-kquh59ry 320 5 by by IN cord-327810-kquh59ry 320 6 the the DT cord-327810-kquh59ry 320 7 fact fact NN cord-327810-kquh59ry 320 8 that that IN cord-327810-kquh59ry 320 9 AML AML NNP cord-327810-kquh59ry 320 10 predictive predictive JJ cord-327810-kquh59ry 320 11 modelling modelling NN cord-327810-kquh59ry 320 12 actually actually RB cord-327810-kquh59ry 320 13 focuses focus VBZ cord-327810-kquh59ry 320 14 on on IN cord-327810-kquh59ry 320 15 unusual unusual JJ cord-327810-kquh59ry 320 16 transaction transaction NN cord-327810-kquh59ry 320 17 patterns pattern NNS cord-327810-kquh59ry 320 18 among among IN cord-327810-kquh59ry 320 19 a a DT cord-327810-kquh59ry 320 20 specific specific JJ cord-327810-kquh59ry 320 21 client client NN cord-327810-kquh59ry 320 22 base base NN cord-327810-kquh59ry 320 23 , , , cord-327810-kquh59ry 320 24 rather rather RB cord-327810-kquh59ry 320 25 than than IN cord-327810-kquh59ry 320 26 actual actual JJ cord-327810-kquh59ry 320 27 criminal criminal JJ cord-327810-kquh59ry 320 28 behaviour behaviour NN cord-327810-kquh59ry 320 29 . . . cord-327810-kquh59ry 321 1 If if IN cord-327810-kquh59ry 321 2 financial financial JJ cord-327810-kquh59ry 321 3 organisations organisation NNS cord-327810-kquh59ry 321 4 were be VBD cord-327810-kquh59ry 321 5 to to TO cord-327810-kquh59ry 321 6 treat treat VB cord-327810-kquh59ry 321 7 the the DT cord-327810-kquh59ry 321 8 accounts account NNS cord-327810-kquh59ry 321 9 flagged flag VBN cord-327810-kquh59ry 321 10 by by IN cord-327810-kquh59ry 321 11 the the DT cord-327810-kquh59ry 321 12 predictive predictive JJ cord-327810-kquh59ry 321 13 algorithms algorithm NNS cord-327810-kquh59ry 321 14 as as IN cord-327810-kquh59ry 321 15 certain certain JJ cord-327810-kquh59ry 321 16 to to TO cord-327810-kquh59ry 321 17 be be VB cord-327810-kquh59ry 321 18 involved involve VBN cord-327810-kquh59ry 321 19 in in IN cord-327810-kquh59ry 321 20 money money NN cord-327810-kquh59ry 321 21 laundering laundering NN cord-327810-kquh59ry 321 22 , , , cord-327810-kquh59ry 321 23 and and CC cord-327810-kquh59ry 321 24 reported report VBD cord-327810-kquh59ry 321 25 them -PRON- PRP cord-327810-kquh59ry 321 26 all all DT cord-327810-kquh59ry 321 27 to to IN cord-327810-kquh59ry 321 28 law law NN cord-327810-kquh59ry 321 29 enforcement enforcement NN cord-327810-kquh59ry 321 30 , , , cord-327810-kquh59ry 321 31 it -PRON- PRP cord-327810-kquh59ry 321 32 would would MD cord-327810-kquh59ry 321 33 cause cause VB cord-327810-kquh59ry 321 34 extensive extensive JJ cord-327810-kquh59ry 321 35 disruption disruption NN cord-327810-kquh59ry 321 36 to to IN cord-327810-kquh59ry 321 37 customers customer NNS cord-327810-kquh59ry 321 38 , , , cord-327810-kquh59ry 321 39 and and CC cord-327810-kquh59ry 321 40 could could MD cord-327810-kquh59ry 321 41 lead lead VB cord-327810-kquh59ry 321 42 to to IN cord-327810-kquh59ry 321 43 customer customer NN cord-327810-kquh59ry 321 44 complaints complaint NNS cord-327810-kquh59ry 321 45 and and CC cord-327810-kquh59ry 321 46 possible possible JJ cord-327810-kquh59ry 321 47 financial financial JJ cord-327810-kquh59ry 321 48 losses loss NNS cord-327810-kquh59ry 322 1 ( ( -LRB- cord-327810-kquh59ry 322 2 Ball ball NN cord-327810-kquh59ry 322 3 et et FW cord-327810-kquh59ry 322 4 al al NNP cord-327810-kquh59ry 322 5 . . NNP cord-327810-kquh59ry 322 6 , , , cord-327810-kquh59ry 322 7 2015 2015 CD cord-327810-kquh59ry 322 8 ) ) -RRB- cord-327810-kquh59ry 322 9 . . . cord-327810-kquh59ry 323 1 Therefore therefore RB cord-327810-kquh59ry 323 2 , , , cord-327810-kquh59ry 323 3 manual manual JJ cord-327810-kquh59ry 323 4 analysis analysis NN cord-327810-kquh59ry 323 5 is be VBZ cord-327810-kquh59ry 323 6 required require VBN cord-327810-kquh59ry 323 7 , , , cord-327810-kquh59ry 323 8 which which WDT cord-327810-kquh59ry 323 9 adds add VBZ cord-327810-kquh59ry 323 10 costs cost NNS cord-327810-kquh59ry 323 11 and and CC cord-327810-kquh59ry 323 12 delays delay NNS cord-327810-kquh59ry 323 13 to to IN cord-327810-kquh59ry 323 14 the the DT cord-327810-kquh59ry 323 15 process process NN cord-327810-kquh59ry 323 16 . . . cord-327810-kquh59ry 324 1 In in IN cord-327810-kquh59ry 324 2 the the DT cord-327810-kquh59ry 324 3 case case NN cord-327810-kquh59ry 324 4 of of IN cord-327810-kquh59ry 324 5 BANK BANK NNP cord-327810-kquh59ry 324 6 , , , cord-327810-kquh59ry 324 7 the the DT cord-327810-kquh59ry 324 8 limited limited JJ cord-327810-kquh59ry 324 9 availability availability NN cord-327810-kquh59ry 324 10 of of IN cord-327810-kquh59ry 324 11 manual manual JJ cord-327810-kquh59ry 324 12 analysts analyst NNS cord-327810-kquh59ry 324 13 to to TO cord-327810-kquh59ry 324 14 scrutinise scrutinise VB cord-327810-kquh59ry 324 15 the the DT cord-327810-kquh59ry 324 16 algorithmic algorithmic JJ cord-327810-kquh59ry 324 17 outputs output NNS cord-327810-kquh59ry 324 18 was be VBD cord-327810-kquh59ry 324 19 one one CD cord-327810-kquh59ry 324 20 of of IN cord-327810-kquh59ry 324 21 the the DT cord-327810-kquh59ry 324 22 key key JJ cord-327810-kquh59ry 324 23 constraints constraint NNS cord-327810-kquh59ry 324 24 shaping shape VBG cord-327810-kquh59ry 324 25 the the DT cord-327810-kquh59ry 324 26 use use NN cord-327810-kquh59ry 324 27 of of IN cord-327810-kquh59ry 324 28 AML AML NNP cord-327810-kquh59ry 324 29 predictive predictive JJ cord-327810-kquh59ry 324 30 algorithms algorithm NNS cord-327810-kquh59ry 324 31 . . . cord-327810-kquh59ry 325 1 Other other JJ cord-327810-kquh59ry 325 2 organisations organisation NNS cord-327810-kquh59ry 325 3 may may MD cord-327810-kquh59ry 325 4 not not RB cord-327810-kquh59ry 325 5 experience experience VB cord-327810-kquh59ry 325 6 this this DT cord-327810-kquh59ry 325 7 constraint constraint NN cord-327810-kquh59ry 325 8 , , , cord-327810-kquh59ry 325 9 although although IN cord-327810-kquh59ry 325 10 evidence evidence NN cord-327810-kquh59ry 325 11 from from IN cord-327810-kquh59ry 325 12 other other JJ cord-327810-kquh59ry 325 13 institutions institution NNS cord-327810-kquh59ry 325 14 and and CC cord-327810-kquh59ry 325 15 even even RB cord-327810-kquh59ry 325 16 other other JJ cord-327810-kquh59ry 325 17 sectors sector NNS cord-327810-kquh59ry 325 18 suggests suggest VBZ cord-327810-kquh59ry 325 19 that that IN cord-327810-kquh59ry 325 20 this this DT cord-327810-kquh59ry 325 21 is be VBZ cord-327810-kquh59ry 325 22 a a DT cord-327810-kquh59ry 325 23 generalised generalised JJ cord-327810-kquh59ry 325 24 problem problem NN cord-327810-kquh59ry 325 25 . . . cord-327810-kquh59ry 326 1 For for IN cord-327810-kquh59ry 326 2 instance instance NN cord-327810-kquh59ry 326 3 , , , cord-327810-kquh59ry 326 4 it -PRON- PRP cord-327810-kquh59ry 326 5 is be VBZ cord-327810-kquh59ry 326 6 one one CD cord-327810-kquh59ry 326 7 of of IN cord-327810-kquh59ry 326 8 the the DT cord-327810-kquh59ry 326 9 reasons reason NNS cord-327810-kquh59ry 326 10 why why WRB cord-327810-kquh59ry 326 11 online online NN cord-327810-kquh59ry 326 12 providers provider NNS cord-327810-kquh59ry 326 13 such such JJ cord-327810-kquh59ry 326 14 as as IN cord-327810-kquh59ry 326 15 YouTube YouTube NNP cord-327810-kquh59ry 326 16 or or CC cord-327810-kquh59ry 326 17 Facebook Facebook NNP cord-327810-kquh59ry 326 18 can can MD cord-327810-kquh59ry 326 19 not not RB cord-327810-kquh59ry 326 20 completely completely RB cord-327810-kquh59ry 326 21 prevent prevent VB cord-327810-kquh59ry 326 22 the the DT cord-327810-kquh59ry 326 23 publication publication NN cord-327810-kquh59ry 326 24 of of IN cord-327810-kquh59ry 326 25 pornographic pornographic JJ cord-327810-kquh59ry 326 26 or or CC cord-327810-kquh59ry 326 27 extremist extremist JJ cord-327810-kquh59ry 326 28 materials material NNS cord-327810-kquh59ry 326 29 on on IN cord-327810-kquh59ry 326 30 their -PRON- PRP$ cord-327810-kquh59ry 326 31 platforms platform NNS cord-327810-kquh59ry 326 32 . . . cord-327810-kquh59ry 327 1 Another another DT cord-327810-kquh59ry 327 2 constraint constraint NN cord-327810-kquh59ry 327 3 that that WDT cord-327810-kquh59ry 327 4 may may MD cord-327810-kquh59ry 327 5 be be VB cord-327810-kquh59ry 327 6 specific specific JJ cord-327810-kquh59ry 327 7 to to IN cord-327810-kquh59ry 327 8 BANK BANK NNP cord-327810-kquh59ry 327 9 refers refer VBZ cord-327810-kquh59ry 327 10 to to IN cord-327810-kquh59ry 327 11 the the DT cord-327810-kquh59ry 327 12 number number NN cord-327810-kquh59ry 327 13 of of IN cord-327810-kquh59ry 327 14 queries query NNS cord-327810-kquh59ry 327 15 that that WDT cord-327810-kquh59ry 327 16 can can MD cord-327810-kquh59ry 327 17 run run VB cord-327810-kquh59ry 327 18 at at IN cord-327810-kquh59ry 327 19 any any DT cord-327810-kquh59ry 327 20 one one CD cord-327810-kquh59ry 327 21 time time NN cord-327810-kquh59ry 327 22 . . . cord-327810-kquh59ry 328 1 This this DT cord-327810-kquh59ry 328 2 had have VBD cord-327810-kquh59ry 328 3 to to TO cord-327810-kquh59ry 328 4 do do VB cord-327810-kquh59ry 328 5 with with IN cord-327810-kquh59ry 328 6 a a DT cord-327810-kquh59ry 328 7 number number NN cord-327810-kquh59ry 328 8 of of IN cord-327810-kquh59ry 328 9 technological technological JJ cord-327810-kquh59ry 328 10 and and CC cord-327810-kquh59ry 328 11 organisational organisational JJ cord-327810-kquh59ry 328 12 reasons reason NNS cord-327810-kquh59ry 328 13 , , , cord-327810-kquh59ry 328 14 common common JJ cord-327810-kquh59ry 328 15 to to IN cord-327810-kquh59ry 328 16 many many JJ cord-327810-kquh59ry 328 17 other other JJ cord-327810-kquh59ry 328 18 organisations organisation NNS cord-327810-kquh59ry 328 19 , , , cord-327810-kquh59ry 328 20 such such JJ cord-327810-kquh59ry 328 21 as as IN cord-327810-kquh59ry 328 22 the the DT cord-327810-kquh59ry 328 23 investment investment NN cord-327810-kquh59ry 328 24 cycle cycle NN cord-327810-kquh59ry 328 25 in in IN cord-327810-kquh59ry 328 26 new new JJ cord-327810-kquh59ry 328 27 technologies technology NNS cord-327810-kquh59ry 328 28 , , , cord-327810-kquh59ry 328 29 or or CC cord-327810-kquh59ry 328 30 the the DT cord-327810-kquh59ry 328 31 limited limited JJ cord-327810-kquh59ry 328 32 appetite appetite NN cord-327810-kquh59ry 328 33 to to TO cord-327810-kquh59ry 328 34 invest invest VB cord-327810-kquh59ry 328 35 in in IN cord-327810-kquh59ry 328 36 what what WP cord-327810-kquh59ry 328 37 is be VBZ cord-327810-kquh59ry 328 38 seen see VBN cord-327810-kquh59ry 328 39 , , , cord-327810-kquh59ry 328 40 across across IN cord-327810-kquh59ry 328 41 the the DT cord-327810-kquh59ry 328 42 industry industry NN cord-327810-kquh59ry 328 43 , , , cord-327810-kquh59ry 328 44 as as IN cord-327810-kquh59ry 328 45 a a DT cord-327810-kquh59ry 328 46 risky risky JJ cord-327810-kquh59ry 328 47 and and CC cord-327810-kquh59ry 328 48 costly costly JJ cord-327810-kquh59ry 328 49 solution solution NN cord-327810-kquh59ry 328 50 ( ( -LRB- cord-327810-kquh59ry 328 51 Grint Grint NNP cord-327810-kquh59ry 328 52 et et NNP cord-327810-kquh59ry 328 53 al al NNP cord-327810-kquh59ry 328 54 . . NNP cord-327810-kquh59ry 328 55 , , , cord-327810-kquh59ry 328 56 2017 2017 CD cord-327810-kquh59ry 328 57 , , , cord-327810-kquh59ry 328 58 chap chap NN cord-327810-kquh59ry 328 59 . . . cord-327810-kquh59ry 328 60 54 54 CD cord-327810-kquh59ry 328 61 ) ) -RRB- cord-327810-kquh59ry 328 62 . . . cord-327810-kquh59ry 329 1 While while IN cord-327810-kquh59ry 329 2 others other NNS cord-327810-kquh59ry 329 3 have have VBP cord-327810-kquh59ry 329 4 observed observe VBN cord-327810-kquh59ry 329 5 similar similar JJ cord-327810-kquh59ry 329 6 limitations limitation NNS cord-327810-kquh59ry 329 7 ( ( -LRB- cord-327810-kquh59ry 329 8 e.g. e.g. RB cord-327810-kquh59ry 329 9 Zimiles Zimiles NNP cord-327810-kquh59ry 329 10 & & CC cord-327810-kquh59ry 329 11 Mueller Mueller NNP cord-327810-kquh59ry 329 12 , , , cord-327810-kquh59ry 329 13 2019 2019 CD cord-327810-kquh59ry 329 14 ) ) -RRB- cord-327810-kquh59ry 329 15 , , , cord-327810-kquh59ry 329 16 it -PRON- PRP cord-327810-kquh59ry 329 17 is be VBZ cord-327810-kquh59ry 329 18 possible possible JJ cord-327810-kquh59ry 329 19 that that IN cord-327810-kquh59ry 329 20 other other JJ cord-327810-kquh59ry 329 21 financial financial JJ cord-327810-kquh59ry 329 22 services service NNS cord-327810-kquh59ry 329 23 organisations organisation NNS cord-327810-kquh59ry 329 24 have have VBP cord-327810-kquh59ry 329 25 access access NN cord-327810-kquh59ry 329 26 to to IN cord-327810-kquh59ry 329 27 systems system NNS cord-327810-kquh59ry 329 28 that that WDT cord-327810-kquh59ry 329 29 can can MD cord-327810-kquh59ry 329 30 run run VB cord-327810-kquh59ry 329 31 more more JJR cord-327810-kquh59ry 329 32 queries query NNS cord-327810-kquh59ry 329 33 simultaneously simultaneously RB cord-327810-kquh59ry 329 34 than than IN cord-327810-kquh59ry 329 35 BANK BANK NNP cord-327810-kquh59ry 329 36 , , , cord-327810-kquh59ry 329 37 for for IN cord-327810-kquh59ry 329 38 instance instance NN cord-327810-kquh59ry 329 39 by by IN cord-327810-kquh59ry 329 40 using use VBG cord-327810-kquh59ry 329 41 cloud cloud NN cord-327810-kquh59ry 329 42 services service NNS cord-327810-kquh59ry 329 43 . . . cord-327810-kquh59ry 330 1 The the DT cord-327810-kquh59ry 330 2 issue issue NN cord-327810-kquh59ry 330 3 of of IN cord-327810-kquh59ry 330 4 the the DT cord-327810-kquh59ry 330 5 cost cost NN cord-327810-kquh59ry 330 6 of of IN cord-327810-kquh59ry 330 7 AI ai NN cord-327810-kquh59ry 330 8 and and CC cord-327810-kquh59ry 330 9 machine machine NN cord-327810-kquh59ry 330 10 learning learning NN cord-327810-kquh59ry 330 11 technologies technology NNS cord-327810-kquh59ry 330 12 should should MD cord-327810-kquh59ry 330 13 not not RB cord-327810-kquh59ry 330 14 be be VB cord-327810-kquh59ry 330 15 underestimated underestimate VBN cord-327810-kquh59ry 330 16 . . . cord-327810-kquh59ry 331 1 Small small JJ cord-327810-kquh59ry 331 2 intermediaries intermediary NNS cord-327810-kquh59ry 331 3 may may MD cord-327810-kquh59ry 331 4 not not RB cord-327810-kquh59ry 331 5 have have VB cord-327810-kquh59ry 331 6 enough enough JJ cord-327810-kquh59ry 331 7 AML AML NNP cord-327810-kquh59ry 331 8 budget budget NN cord-327810-kquh59ry 331 9 to to TO cord-327810-kquh59ry 331 10 buy buy VB cord-327810-kquh59ry 331 11 sophisticated sophisticated JJ cord-327810-kquh59ry 331 12 AI AI NNP cord-327810-kquh59ry 331 13 solutions solution NNS cord-327810-kquh59ry 331 14 , , , cord-327810-kquh59ry 331 15 while while IN cord-327810-kquh59ry 331 16 large large JJ cord-327810-kquh59ry 331 17 organisations organisation NNS cord-327810-kquh59ry 331 18 operating operate VBG cord-327810-kquh59ry 331 19 across across IN cord-327810-kquh59ry 331 20 multiple multiple JJ cord-327810-kquh59ry 331 21 jurisdictions jurisdiction NNS cord-327810-kquh59ry 331 22 need need VBP cord-327810-kquh59ry 331 23 standardised standardised JJ cord-327810-kquh59ry 331 24 solutions solution NNS cord-327810-kquh59ry 331 25 that that IN cord-327810-kquh59ry 331 26 few few JJ cord-327810-kquh59ry 331 27 providers provider NNS cord-327810-kquh59ry 331 28 are be VBP cord-327810-kquh59ry 331 29 able able JJ cord-327810-kquh59ry 331 30 to to TO cord-327810-kquh59ry 331 31 offer offer VB cord-327810-kquh59ry 331 32 ( ( -LRB- cord-327810-kquh59ry 331 33 Grint Grint NNP cord-327810-kquh59ry 331 34 et et NNP cord-327810-kquh59ry 331 35 al al NNP cord-327810-kquh59ry 331 36 . . NNP cord-327810-kquh59ry 331 37 , , , cord-327810-kquh59ry 331 38 2017 2017 CD cord-327810-kquh59ry 331 39 , , , cord-327810-kquh59ry 331 40 chap chap NN cord-327810-kquh59ry 331 41 . . . cord-327810-kquh59ry 332 1 54 54 CD cord-327810-kquh59ry 332 2 ) ) -RRB- cord-327810-kquh59ry 332 3 . . . cord-327810-kquh59ry 333 1 Other other JJ cord-327810-kquh59ry 333 2 tradeoffs tradeoff NNS cord-327810-kquh59ry 333 3 to to TO cord-327810-kquh59ry 333 4 consider consider VB cord-327810-kquh59ry 333 5 are be VBP cord-327810-kquh59ry 333 6 whether whether IN cord-327810-kquh59ry 333 7 to to TO cord-327810-kquh59ry 333 8 focus focus VB cord-327810-kquh59ry 333 9 on on IN cord-327810-kquh59ry 333 10 processing processing NN cord-327810-kquh59ry 333 11 speed speed NN cord-327810-kquh59ry 333 12 , , , cord-327810-kquh59ry 333 13 degree degree NN cord-327810-kquh59ry 333 14 of of IN cord-327810-kquh59ry 333 15 confidence confidence NN cord-327810-kquh59ry 333 16 in in IN cord-327810-kquh59ry 333 17 the the DT cord-327810-kquh59ry 333 18 result result NN cord-327810-kquh59ry 333 19 or or CC cord-327810-kquh59ry 333 20 learning learning NN cord-327810-kquh59ry 333 21 curve curve NN cord-327810-kquh59ry 333 22 ( ( -LRB- cord-327810-kquh59ry 333 23 Cormen Cormen NNP cord-327810-kquh59ry 333 24 , , , cord-327810-kquh59ry 333 25 Leiserson Leiserson NNP cord-327810-kquh59ry 333 26 , , , cord-327810-kquh59ry 333 27 Rivest Rivest NNP cord-327810-kquh59ry 333 28 , , , cord-327810-kquh59ry 333 29 & & CC cord-327810-kquh59ry 333 30 Stein Stein NNP cord-327810-kquh59ry 333 31 , , , cord-327810-kquh59ry 333 32 2001 2001 CD cord-327810-kquh59ry 333 33 ) ) -RRB- cord-327810-kquh59ry 333 34 . . . cord-327810-kquh59ry 334 1 Adopting adopt VBG cord-327810-kquh59ry 334 2 new new JJ cord-327810-kquh59ry 334 3 AI AI NNP cord-327810-kquh59ry 334 4 technology technology NN cord-327810-kquh59ry 334 5 may may MD cord-327810-kquh59ry 334 6 also also RB cord-327810-kquh59ry 334 7 require require VB cord-327810-kquh59ry 334 8 additional additional JJ cord-327810-kquh59ry 334 9 investment investment NN cord-327810-kquh59ry 334 10 elsewhere elsewhere RB cord-327810-kquh59ry 334 11 in in IN cord-327810-kquh59ry 334 12 the the DT cord-327810-kquh59ry 334 13 organisation organisation NN cord-327810-kquh59ry 334 14 , , , cord-327810-kquh59ry 334 15 such such JJ cord-327810-kquh59ry 334 16 as as IN cord-327810-kquh59ry 334 17 updating update VBG cord-327810-kquh59ry 334 18 legacy legacy NN cord-327810-kquh59ry 334 19 database database NN cord-327810-kquh59ry 334 20 systems system NNS cord-327810-kquh59ry 334 21 to to TO cord-327810-kquh59ry 334 22 make make VB cord-327810-kquh59ry 334 23 them -PRON- PRP cord-327810-kquh59ry 334 24 compatible compatible JJ cord-327810-kquh59ry 334 25 with with IN cord-327810-kquh59ry 334 26 the the DT cord-327810-kquh59ry 334 27 new new JJ cord-327810-kquh59ry 334 28 solution solution NN cord-327810-kquh59ry 334 29 . . . cord-327810-kquh59ry 335 1 Moreover moreover RB cord-327810-kquh59ry 335 2 , , , cord-327810-kquh59ry 335 3 there there EX cord-327810-kquh59ry 335 4 are be VBP cord-327810-kquh59ry 335 5 indirect indirect JJ cord-327810-kquh59ry 335 6 costs cost NNS cord-327810-kquh59ry 335 7 to to TO cord-327810-kquh59ry 335 8 consider consider VB cord-327810-kquh59ry 335 9 such such JJ cord-327810-kquh59ry 335 10 as as IN cord-327810-kquh59ry 335 11 recruiting recruit VBG cord-327810-kquh59ry 335 12 staff staff NN cord-327810-kquh59ry 335 13 with with IN cord-327810-kquh59ry 335 14 the the DT cord-327810-kquh59ry 335 15 necessary necessary JJ cord-327810-kquh59ry 335 16 subject subject NN cord-327810-kquh59ry 335 17 matter matter NN cord-327810-kquh59ry 335 18 and and CC cord-327810-kquh59ry 335 19 technical technical JJ cord-327810-kquh59ry 335 20 expertise expertise NN cord-327810-kquh59ry 335 21 ( ( -LRB- cord-327810-kquh59ry 335 22 Merendino Merendino NNP cord-327810-kquh59ry 335 23 et et NNP cord-327810-kquh59ry 335 24 al al NNP cord-327810-kquh59ry 335 25 . . NNP cord-327810-kquh59ry 335 26 , , , cord-327810-kquh59ry 335 27 2018 2018 CD cord-327810-kquh59ry 335 28 ) ) -RRB- cord-327810-kquh59ry 335 29 , , , cord-327810-kquh59ry 335 30 or or CC cord-327810-kquh59ry 335 31 trying try VBG cord-327810-kquh59ry 335 32 to to TO cord-327810-kquh59ry 335 33 retain retain VB cord-327810-kquh59ry 335 34 dissatisfied dissatisfied JJ cord-327810-kquh59ry 335 35 customers customer NNS cord-327810-kquh59ry 335 36 ( ( -LRB- cord-327810-kquh59ry 335 37 Masciandaro Masciandaro NNP cord-327810-kquh59ry 335 38 & & CC cord-327810-kquh59ry 335 39 Filotto Filotto NNP cord-327810-kquh59ry 335 40 , , , cord-327810-kquh59ry 335 41 2001 2001 CD cord-327810-kquh59ry 335 42 ) ) -RRB- cord-327810-kquh59ry 335 43 . . . cord-327810-kquh59ry 336 1 That that RB cord-327810-kquh59ry 336 2 is is RB cord-327810-kquh59ry 336 3 , , , cord-327810-kquh59ry 336 4 the the DT cord-327810-kquh59ry 336 5 calculation calculation NN cord-327810-kquh59ry 336 6 of of IN cord-327810-kquh59ry 336 7 the the DT cord-327810-kquh59ry 336 8 cost cost NN cord-327810-kquh59ry 336 9 of of IN cord-327810-kquh59ry 336 10 AI AI NNP cord-327810-kquh59ry 336 11 solutions solution NNS cord-327810-kquh59ry 336 12 , , , cord-327810-kquh59ry 336 13 and and CC cord-327810-kquh59ry 336 14 therefore therefore RB cord-327810-kquh59ry 336 15 the the DT cord-327810-kquh59ry 336 16 calculation calculation NN cord-327810-kquh59ry 336 17 of of IN cord-327810-kquh59ry 336 18 this this DT cord-327810-kquh59ry 336 19 technology technology NN cord-327810-kquh59ry 336 20 's 's POS cord-327810-kquh59ry 336 21 cost cost NN cord-327810-kquh59ry 336 22 - - HYPH cord-327810-kquh59ry 336 23 effectiveness effectiveness NN cord-327810-kquh59ry 336 24 , , , cord-327810-kquh59ry 336 25 is be VBZ cord-327810-kquh59ry 336 26 not not RB cord-327810-kquh59ry 336 27 straightforward straightforward JJ cord-327810-kquh59ry 336 28 . . . cord-327810-kquh59ry 337 1 There there EX cord-327810-kquh59ry 337 2 are be VBP cord-327810-kquh59ry 337 3 numerous numerous JJ cord-327810-kquh59ry 337 4 trade trade NN cord-327810-kquh59ry 337 5 - - HYPH cord-327810-kquh59ry 337 6 offs off NNS cord-327810-kquh59ry 337 7 , , , cord-327810-kquh59ry 337 8 and and CC cord-327810-kquh59ry 337 9 direct direct JJ cord-327810-kquh59ry 337 10 and and CC cord-327810-kquh59ry 337 11 indirect indirect JJ cord-327810-kquh59ry 337 12 costs cost NNS cord-327810-kquh59ry 337 13 , , , cord-327810-kquh59ry 337 14 to to TO cord-327810-kquh59ry 337 15 consider consider VB cord-327810-kquh59ry 337 16 . . . cord-327810-kquh59ry 338 1 This this DT cord-327810-kquh59ry 338 2 paper paper NN cord-327810-kquh59ry 338 3 set set VBD cord-327810-kquh59ry 338 4 out out RP cord-327810-kquh59ry 338 5 to to TO cord-327810-kquh59ry 338 6 investigate investigate VB cord-327810-kquh59ry 338 7 if if IN cord-327810-kquh59ry 338 8 and and CC cord-327810-kquh59ry 338 9 how how WRB cord-327810-kquh59ry 338 10 machine machine NN cord-327810-kquh59ry 338 11 learning learning NN cord-327810-kquh59ry 338 12 can can MD cord-327810-kquh59ry 338 13 assist assist VB cord-327810-kquh59ry 338 14 in in IN cord-327810-kquh59ry 338 15 money money NN cord-327810-kquh59ry 338 16 laundering laundering NN cord-327810-kquh59ry 338 17 detection detection NN cord-327810-kquh59ry 338 18 and and CC cord-327810-kquh59ry 338 19 contribute contribute VB cord-327810-kquh59ry 338 20 to to IN cord-327810-kquh59ry 338 21 achieving achieve VBG cord-327810-kquh59ry 338 22 goal goal NN cord-327810-kquh59ry 338 23 number number NN cord-327810-kquh59ry 338 24 16 16 CD cord-327810-kquh59ry 338 25 of of IN cord-327810-kquh59ry 338 26 the the DT cord-327810-kquh59ry 338 27 U.N. U.N. NNP cord-327810-kquh59ry 338 28 's 's POS cord-327810-kquh59ry 338 29 SDGs sdgs NN cord-327810-kquh59ry 338 30 . . . cord-327810-kquh59ry 339 1 This this DT cord-327810-kquh59ry 339 2 question question NN cord-327810-kquh59ry 339 3 is be VBZ cord-327810-kquh59ry 339 4 of of IN cord-327810-kquh59ry 339 5 interest interest NN cord-327810-kquh59ry 339 6 to to IN cord-327810-kquh59ry 339 7 both both CC cord-327810-kquh59ry 339 8 the the DT cord-327810-kquh59ry 339 9 scholar scholar NN cord-327810-kquh59ry 339 10 and and CC cord-327810-kquh59ry 339 11 the the DT cord-327810-kquh59ry 339 12 managerial managerial JJ cord-327810-kquh59ry 339 13 communities community NNS cord-327810-kquh59ry 339 14 ( ( -LRB- cord-327810-kquh59ry 339 15 Kaminski Kaminski NNP cord-327810-kquh59ry 339 16 & & CC cord-327810-kquh59ry 339 17 Schonert Schonert NNP cord-327810-kquh59ry 339 18 , , , cord-327810-kquh59ry 339 19 2018 2018 CD cord-327810-kquh59ry 339 20 ) ) -RRB- cord-327810-kquh59ry 339 21 . . . cord-327810-kquh59ry 340 1 However however RB cord-327810-kquh59ry 340 2 , , , cord-327810-kquh59ry 340 3 there there EX cord-327810-kquh59ry 340 4 is be VBZ cord-327810-kquh59ry 340 5 a a DT cord-327810-kquh59ry 340 6 lack lack NN cord-327810-kquh59ry 340 7 of of IN cord-327810-kquh59ry 340 8 empirical empirical JJ cord-327810-kquh59ry 340 9 investigation investigation NN cord-327810-kquh59ry 340 10 regarding regard VBG cord-327810-kquh59ry 340 11 the the DT cord-327810-kquh59ry 340 12 actual actual JJ cord-327810-kquh59ry 340 13 use use NN cord-327810-kquh59ry 340 14 of of IN cord-327810-kquh59ry 340 15 machine machine NN cord-327810-kquh59ry 340 16 learning learn VBG cord-327810-kquh59ry 340 17 in in IN cord-327810-kquh59ry 340 18 AML AML NNP cord-327810-kquh59ry 340 19 , , , cord-327810-kquh59ry 340 20 as as RB cord-327810-kquh59ry 340 21 well well RB cord-327810-kquh59ry 340 22 as as IN cord-327810-kquh59ry 340 23 regarding regard VBG cord-327810-kquh59ry 340 24 the the DT cord-327810-kquh59ry 340 25 process process NN cord-327810-kquh59ry 340 26 of of IN cord-327810-kquh59ry 340 27 development development NN cord-327810-kquh59ry 340 28 of of IN cord-327810-kquh59ry 340 29 algorithms algorithm NNS cord-327810-kquh59ry 340 30 generally generally RB cord-327810-kquh59ry 340 31 ( ( -LRB- cord-327810-kquh59ry 340 32 O'Neil O'Neil NNP cord-327810-kquh59ry 340 33 & & CC cord-327810-kquh59ry 340 34 Schutt Schutt NNP cord-327810-kquh59ry 340 35 , , , cord-327810-kquh59ry 340 36 2013 2013 CD cord-327810-kquh59ry 340 37 ) ) -RRB- cord-327810-kquh59ry 340 38 . . . cord-327810-kquh59ry 341 1 The the DT cord-327810-kquh59ry 341 2 theoretical theoretical JJ cord-327810-kquh59ry 341 3 framing framing NN cord-327810-kquh59ry 341 4 and and CC cord-327810-kquh59ry 341 5 subsequent subsequent JJ cord-327810-kquh59ry 341 6 empirical empirical JJ cord-327810-kquh59ry 341 7 investigation investigation NN cord-327810-kquh59ry 341 8 focused focus VBD cord-327810-kquh59ry 341 9 on on IN cord-327810-kquh59ry 341 10 AML AML NNP cord-327810-kquh59ry 341 11 monitoring monitoring NN cord-327810-kquh59ry 341 12 by by IN cord-327810-kquh59ry 341 13 financial financial JJ cord-327810-kquh59ry 341 14 services service NNS cord-327810-kquh59ry 341 15 organisations organisation NNS cord-327810-kquh59ry 341 16 , , , cord-327810-kquh59ry 341 17 given give VBN cord-327810-kquh59ry 341 18 their -PRON- PRP$ cord-327810-kquh59ry 341 19 role role NN cord-327810-kquh59ry 341 20 as as IN cord-327810-kquh59ry 341 21 enablers enabler NNS cord-327810-kquh59ry 341 22 of of IN cord-327810-kquh59ry 341 23 the the DT cord-327810-kquh59ry 341 24 movement movement NN cord-327810-kquh59ry 341 25 of of IN cord-327810-kquh59ry 341 26 cash cash NN cord-327810-kquh59ry 341 27 globally globally RB cord-327810-kquh59ry 341 28 , , , cord-327810-kquh59ry 341 29 the the DT cord-327810-kquh59ry 341 30 legal legal JJ cord-327810-kquh59ry 341 31 requirement requirement NN cord-327810-kquh59ry 341 32 that that IN cord-327810-kquh59ry 341 33 they -PRON- PRP cord-327810-kquh59ry 341 34 face face VBP cord-327810-kquh59ry 341 35 to to TO cord-327810-kquh59ry 341 36 detect detect VB cord-327810-kquh59ry 341 37 and and CC cord-327810-kquh59ry 341 38 prevent prevent VB cord-327810-kquh59ry 341 39 money money NN cord-327810-kquh59ry 341 40 laundering laundering NN cord-327810-kquh59ry 341 41 and and CC cord-327810-kquh59ry 341 42 the the DT cord-327810-kquh59ry 341 43 abundance abundance NN cord-327810-kquh59ry 341 44 of of IN cord-327810-kquh59ry 341 45 transaction transaction NN cord-327810-kquh59ry 341 46 data datum NNS cord-327810-kquh59ry 341 47 that that IN cord-327810-kquh59ry 341 48 they -PRON- PRP cord-327810-kquh59ry 341 49 traditionally traditionally RB cord-327810-kquh59ry 341 50 hold hold VBP cord-327810-kquh59ry 341 51 . . . cord-327810-kquh59ry 342 1 Through through IN cord-327810-kquh59ry 342 2 our -PRON- PRP$ cord-327810-kquh59ry 342 3 consideration consideration NN cord-327810-kquh59ry 342 4 of of IN cord-327810-kquh59ry 342 5 the the DT cord-327810-kquh59ry 342 6 characteristics characteristic NNS cord-327810-kquh59ry 342 7 of of IN cord-327810-kquh59ry 342 8 machine machine NN cord-327810-kquh59ry 342 9 learning learning NN cord-327810-kquh59ry 342 10 , , , cord-327810-kquh59ry 342 11 and and CC cord-327810-kquh59ry 342 12 of of IN cord-327810-kquh59ry 342 13 the the DT cord-327810-kquh59ry 342 14 phenomenon phenomenon NN cord-327810-kquh59ry 342 15 of of IN cord-327810-kquh59ry 342 16 AML AML NNP cord-327810-kquh59ry 342 17 profiling profiling NN cord-327810-kquh59ry 342 18 , , , cord-327810-kquh59ry 342 19 we -PRON- PRP cord-327810-kquh59ry 342 20 conclude conclude VBP cord-327810-kquh59ry 342 21 that that IN cord-327810-kquh59ry 342 22 there there EX cord-327810-kquh59ry 342 23 are be VBP cord-327810-kquh59ry 342 24 some some DT cord-327810-kquh59ry 342 25 opportunities opportunity NNS cord-327810-kquh59ry 342 26 for for IN cord-327810-kquh59ry 342 27 using use VBG cord-327810-kquh59ry 342 28 machine machine NN cord-327810-kquh59ry 342 29 learning learn VBG cord-327810-kquh59ry 342 30 to to TO cord-327810-kquh59ry 342 31 assist assist VB cord-327810-kquh59ry 342 32 with with IN cord-327810-kquh59ry 342 33 identifying identify VBG cord-327810-kquh59ry 342 34 unusual unusual JJ cord-327810-kquh59ry 342 35 transaction transaction NN cord-327810-kquh59ry 342 36 patterns pattern NNS cord-327810-kquh59ry 342 37 , , , cord-327810-kquh59ry 342 38 or or CC cord-327810-kquh59ry 342 39 even even RB cord-327810-kquh59ry 342 40 with with IN cord-327810-kquh59ry 342 41 suspicious suspicious JJ cord-327810-kquh59ry 342 42 behaviour behaviour NN cord-327810-kquh59ry 342 43 more more RBR cord-327810-kquh59ry 342 44 generally generally RB cord-327810-kquh59ry 342 45 . . . cord-327810-kquh59ry 343 1 However however RB cord-327810-kquh59ry 343 2 , , , cord-327810-kquh59ry 343 3 this this DT cord-327810-kquh59ry 343 4 potential potential NN cord-327810-kquh59ry 343 5 is be VBZ cord-327810-kquh59ry 343 6 severely severely RB cord-327810-kquh59ry 343 7 curtailed curtail VBN cord-327810-kquh59ry 343 8 by by IN cord-327810-kquh59ry 343 9 the the DT cord-327810-kquh59ry 343 10 current current JJ cord-327810-kquh59ry 343 11 legal legal JJ cord-327810-kquh59ry 343 12 structures structure NNS cord-327810-kquh59ry 343 13 , , , cord-327810-kquh59ry 343 14 the the DT cord-327810-kquh59ry 343 15 mechanisms mechanism NNS cord-327810-kquh59ry 343 16 for for IN cord-327810-kquh59ry 343 17 data datum NNS cord-327810-kquh59ry 343 18 sharing sharing NN cord-327810-kquh59ry 343 19 between between IN cord-327810-kquh59ry 343 20 law law NN cord-327810-kquh59ry 343 21 enforcement enforcement NN cord-327810-kquh59ry 343 22 and and CC cord-327810-kquh59ry 343 23 financial financial JJ cord-327810-kquh59ry 343 24 services service NNS cord-327810-kquh59ry 343 25 organisations organisation NNS cord-327810-kquh59ry 343 26 and and CC cord-327810-kquh59ry 343 27 the the DT cord-327810-kquh59ry 343 28 relative relative JJ cord-327810-kquh59ry 343 29 high high JJ cord-327810-kquh59ry 343 30 cost cost NN cord-327810-kquh59ry 343 31 , , , cord-327810-kquh59ry 343 32 complexity complexity NN cord-327810-kquh59ry 343 33 and and CC cord-327810-kquh59ry 343 34 perceived perceive VBN cord-327810-kquh59ry 343 35 risk risk NN cord-327810-kquh59ry 343 36 of of IN cord-327810-kquh59ry 343 37 these these DT cord-327810-kquh59ry 343 38 solutions solution NNS cord-327810-kquh59ry 343 39 . . . cord-327810-kquh59ry 344 1 Moreover moreover RB cord-327810-kquh59ry 344 2 , , , cord-327810-kquh59ry 344 3 we -PRON- PRP cord-327810-kquh59ry 344 4 did do VBD cord-327810-kquh59ry 344 5 not not RB cord-327810-kquh59ry 344 6 find find VB cord-327810-kquh59ry 344 7 any any DT cord-327810-kquh59ry 344 8 evidence evidence NN cord-327810-kquh59ry 344 9 of of IN cord-327810-kquh59ry 344 10 use use NN cord-327810-kquh59ry 344 11 of of IN cord-327810-kquh59ry 344 12 sentiment sentiment NN cord-327810-kquh59ry 344 13 analysis analysis NN cord-327810-kquh59ry 344 14 of of IN cord-327810-kquh59ry 344 15 user user NN cord-327810-kquh59ry 344 16 generated generate VBN cord-327810-kquh59ry 344 17 online online JJ cord-327810-kquh59ry 344 18 content content NN cord-327810-kquh59ry 344 19 . . . cord-327810-kquh59ry 345 1 Hence hence RB cord-327810-kquh59ry 345 2 , , , cord-327810-kquh59ry 345 3 we -PRON- PRP cord-327810-kquh59ry 345 4 concur concur VBP cord-327810-kquh59ry 345 5 with with IN cord-327810-kquh59ry 345 6 Arslanian Arslanian NNP cord-327810-kquh59ry 345 7 and and CC cord-327810-kquh59ry 345 8 Fischer Fischer NNP cord-327810-kquh59ry 345 9 ( ( -LRB- cord-327810-kquh59ry 345 10 2019 2019 CD cord-327810-kquh59ry 345 11 ) ) -RRB- cord-327810-kquh59ry 345 12 view view VBP cord-327810-kquh59ry 345 13 that that IN cord-327810-kquh59ry 345 14 the the DT cord-327810-kquh59ry 345 15 potential potential NN cord-327810-kquh59ry 345 16 for for IN cord-327810-kquh59ry 345 17 machine machine NN cord-327810-kquh59ry 345 18 learning learn VBG cord-327810-kquh59ry 345 19 in in IN cord-327810-kquh59ry 345 20 AML AML NNP cord-327810-kquh59ry 345 21 is be VBZ cord-327810-kquh59ry 345 22 far far RB cord-327810-kquh59ry 345 23 behind behind IN cord-327810-kquh59ry 345 24 that that DT cord-327810-kquh59ry 345 25 of of IN cord-327810-kquh59ry 345 26 other other JJ cord-327810-kquh59ry 345 27 applications application NNS cord-327810-kquh59ry 345 28 and and CC cord-327810-kquh59ry 345 29 other other JJ cord-327810-kquh59ry 345 30 industries industry NNS cord-327810-kquh59ry 345 31 ( ( -LRB- cord-327810-kquh59ry 345 32 e.g. e.g. RB cord-327810-kquh59ry 345 33 Castelli Castelli NNP cord-327810-kquh59ry 345 34 , , , cord-327810-kquh59ry 345 35 Manzoni Manzoni NNP cord-327810-kquh59ry 345 36 , , , cord-327810-kquh59ry 345 37 & & CC cord-327810-kquh59ry 345 38 Popovič Popovič NNP cord-327810-kquh59ry 345 39 , , , cord-327810-kquh59ry 345 40 2016 2016 CD cord-327810-kquh59ry 345 41 ; ; . cord-327810-kquh59ry 346 1 Fosso Fosso NNP cord-327810-kquh59ry 346 2 Wamba Wamba NNP cord-327810-kquh59ry 346 3 et et NNP cord-327810-kquh59ry 346 4 al al NNP cord-327810-kquh59ry 346 5 . . NNP cord-327810-kquh59ry 346 6 , , , cord-327810-kquh59ry 346 7 2017 2017 CD cord-327810-kquh59ry 346 8 ) ) -RRB- cord-327810-kquh59ry 346 9 . . . cord-327810-kquh59ry 347 1 In in IN cord-327810-kquh59ry 347 2 terms term NNS cord-327810-kquh59ry 347 3 of of IN cord-327810-kquh59ry 347 4 this this DT cord-327810-kquh59ry 347 5 study study NN cord-327810-kquh59ry 347 6 's 's POS cord-327810-kquh59ry 347 7 contribution contribution NN cord-327810-kquh59ry 347 8 regarding regard VBG cord-327810-kquh59ry 347 9 the the DT cord-327810-kquh59ry 347 10 contribution contribution NN cord-327810-kquh59ry 347 11 of of IN cord-327810-kquh59ry 347 12 machine machine NN cord-327810-kquh59ry 347 13 learning learn VBG cord-327810-kquh59ry 347 14 to to TO cord-327810-kquh59ry 347 15 support support VB cord-327810-kquh59ry 347 16 Goal Goal NNP cord-327810-kquh59ry 347 17 16 16 CD cord-327810-kquh59ry 347 18 of of IN cord-327810-kquh59ry 347 19 the the DT cord-327810-kquh59ry 347 20 United United NNP cord-327810-kquh59ry 347 21 Nation Nation NNP cord-327810-kquh59ry 347 22 's 's POS cord-327810-kquh59ry 347 23 SDGs sdgs NN cord-327810-kquh59ry 347 24 , , , cord-327810-kquh59ry 347 25 we -PRON- PRP cord-327810-kquh59ry 347 26 showed show VBD cord-327810-kquh59ry 347 27 that that IN cord-327810-kquh59ry 347 28 its -PRON- PRP$ cord-327810-kquh59ry 347 29 value value NN cord-327810-kquh59ry 347 30 is be VBZ cord-327810-kquh59ry 347 31 very very RB cord-327810-kquh59ry 347 32 limited limited JJ cord-327810-kquh59ry 347 33 at at IN cord-327810-kquh59ry 347 34 the the DT cord-327810-kquh59ry 347 35 level level NN cord-327810-kquh59ry 347 36 of of IN cord-327810-kquh59ry 347 37 individual individual JJ cord-327810-kquh59ry 347 38 financial financial JJ cord-327810-kquh59ry 347 39 services service NNS cord-327810-kquh59ry 347 40 organisations organisation NNS cord-327810-kquh59ry 347 41 . . . cord-327810-kquh59ry 348 1 On on IN cord-327810-kquh59ry 348 2 the the DT cord-327810-kquh59ry 348 3 one one CD cord-327810-kquh59ry 348 4 hand hand NN cord-327810-kquh59ry 348 5 , , , cord-327810-kquh59ry 348 6 this this DT cord-327810-kquh59ry 348 7 is be VBZ cord-327810-kquh59ry 348 8 because because IN cord-327810-kquh59ry 348 9 of of IN cord-327810-kquh59ry 348 10 the the DT cord-327810-kquh59ry 348 11 nature nature NN cord-327810-kquh59ry 348 12 of of IN cord-327810-kquh59ry 348 13 the the DT cord-327810-kquh59ry 348 14 phenomenon phenomenon NN cord-327810-kquh59ry 348 15 being be VBG cord-327810-kquh59ry 348 16 modelled model VBN cord-327810-kquh59ry 348 17 , , , cord-327810-kquh59ry 348 18 namely namely RB cord-327810-kquh59ry 348 19 a a DT cord-327810-kquh59ry 348 20 multi multi JJ cord-327810-kquh59ry 348 21 - - JJ cord-327810-kquh59ry 348 22 dimensional dimensional JJ cord-327810-kquh59ry 348 23 phenomenon phenomenon NN cord-327810-kquh59ry 348 24 , , , cord-327810-kquh59ry 348 25 characterised characterise VBN cord-327810-kquh59ry 348 26 by by IN cord-327810-kquh59ry 348 27 secretive secretive JJ cord-327810-kquh59ry 348 28 and and CC cord-327810-kquh59ry 348 29 deceptive deceptive JJ cord-327810-kquh59ry 348 30 behaviours behaviour NNS cord-327810-kquh59ry 348 31 , , , cord-327810-kquh59ry 348 32 and and CC cord-327810-kquh59ry 348 33 which which WDT cord-327810-kquh59ry 348 34 is be VBZ cord-327810-kquh59ry 348 35 constantly constantly RB cord-327810-kquh59ry 348 36 evolving evolve VBG cord-327810-kquh59ry 348 37 ( ( -LRB- cord-327810-kquh59ry 348 38 Whisker Whisker NNP cord-327810-kquh59ry 348 39 & & CC cord-327810-kquh59ry 348 40 Lokanan Lokanan NNP cord-327810-kquh59ry 348 41 , , , cord-327810-kquh59ry 348 42 2019 2019 CD cord-327810-kquh59ry 348 43 ) ) -RRB- cord-327810-kquh59ry 348 44 . . . cord-327810-kquh59ry 349 1 On on IN cord-327810-kquh59ry 349 2 the the DT cord-327810-kquh59ry 349 3 other other JJ cord-327810-kquh59ry 349 4 hand hand NN cord-327810-kquh59ry 349 5 , , , cord-327810-kquh59ry 349 6 this this DT cord-327810-kquh59ry 349 7 is be VBZ cord-327810-kquh59ry 349 8 because because IN cord-327810-kquh59ry 349 9 of of IN cord-327810-kquh59ry 349 10 the the DT cord-327810-kquh59ry 349 11 specific specific JJ cord-327810-kquh59ry 349 12 position position NN cord-327810-kquh59ry 349 13 of of IN cord-327810-kquh59ry 349 14 financial financial JJ cord-327810-kquh59ry 349 15 services service NNS cord-327810-kquh59ry 349 16 organisations organisation NNS cord-327810-kquh59ry 349 17 in in IN cord-327810-kquh59ry 349 18 the the DT cord-327810-kquh59ry 349 19 money money NN cord-327810-kquh59ry 349 20 laundering laundering NN cord-327810-kquh59ry 349 21 supply supply NN cord-327810-kquh59ry 349 22 chain chain NN cord-327810-kquh59ry 349 23 , , , cord-327810-kquh59ry 349 24 the the DT cord-327810-kquh59ry 349 25 limited limited JJ cord-327810-kquh59ry 349 26 perspective perspective NN cord-327810-kquh59ry 349 27 that that IN cord-327810-kquh59ry 349 28 they -PRON- PRP cord-327810-kquh59ry 349 29 have have VBP cord-327810-kquh59ry 349 30 on on IN cord-327810-kquh59ry 349 31 their -PRON- PRP$ cord-327810-kquh59ry 349 32 customers customer NNS cord-327810-kquh59ry 349 33 ' ' POS cord-327810-kquh59ry 349 34 transactions transaction NNS cord-327810-kquh59ry 349 35 and and CC cord-327810-kquh59ry 349 36 the the DT cord-327810-kquh59ry 349 37 nature nature NN cord-327810-kquh59ry 349 38 of of IN cord-327810-kquh59ry 349 39 the the DT cord-327810-kquh59ry 349 40 AML AML NNP cord-327810-kquh59ry 349 41 task task NN cord-327810-kquh59ry 349 42 that that IN cord-327810-kquh59ry 349 43 they -PRON- PRP cord-327810-kquh59ry 349 44 are be VBP cord-327810-kquh59ry 349 45 asked ask VBN cord-327810-kquh59ry 349 46 to to TO cord-327810-kquh59ry 349 47 perform perform VB cord-327810-kquh59ry 349 48 ( ( -LRB- cord-327810-kquh59ry 349 49 i.e. i.e. FW cord-327810-kquh59ry 349 50 prevent prevent VB cord-327810-kquh59ry 349 51 money money NN cord-327810-kquh59ry 349 52 laundering laundering NN cord-327810-kquh59ry 349 53 ) ) -RRB- cord-327810-kquh59ry 349 54 . . . cord-327810-kquh59ry 350 1 While while IN cord-327810-kquh59ry 350 2 financial financial JJ cord-327810-kquh59ry 350 3 services service NNS cord-327810-kquh59ry 350 4 organisations organisation NNS cord-327810-kquh59ry 350 5 may may MD cord-327810-kquh59ry 350 6 be be VB cord-327810-kquh59ry 350 7 essential essential JJ cord-327810-kquh59ry 350 8 enablers enabler NNS cord-327810-kquh59ry 350 9 of of IN cord-327810-kquh59ry 350 10 money money NN cord-327810-kquh59ry 350 11 laundering laundering NN cord-327810-kquh59ry 350 12 and and CC cord-327810-kquh59ry 350 13 , , , cord-327810-kquh59ry 350 14 indirectly indirectly RB cord-327810-kquh59ry 350 15 , , , cord-327810-kquh59ry 350 16 criminal criminal JJ cord-327810-kquh59ry 350 17 activity activity NN cord-327810-kquh59ry 350 18 , , , cord-327810-kquh59ry 350 19 their -PRON- PRP$ cord-327810-kquh59ry 350 20 perspective perspective NN cord-327810-kquh59ry 350 21 is be VBZ cord-327810-kquh59ry 350 22 limited limit VBN cord-327810-kquh59ry 350 23 to to IN cord-327810-kquh59ry 350 24 the the DT cord-327810-kquh59ry 350 25 transaction transaction NN cord-327810-kquh59ry 350 26 data datum NNS cord-327810-kquh59ry 350 27 for for IN cord-327810-kquh59ry 350 28 their -PRON- PRP$ cord-327810-kquh59ry 350 29 own own JJ cord-327810-kquh59ry 350 30 customers customer NNS cord-327810-kquh59ry 350 31 and and CC cord-327810-kquh59ry 350 32 their -PRON- PRP$ cord-327810-kquh59ry 350 33 own own JJ cord-327810-kquh59ry 350 34 institution institution NN cord-327810-kquh59ry 350 35 . . . cord-327810-kquh59ry 351 1 Money money NN cord-327810-kquh59ry 351 2 laundering laundering NN cord-327810-kquh59ry 351 3 often often RB cord-327810-kquh59ry 351 4 involves involve VBZ cord-327810-kquh59ry 351 5 multiple multiple JJ cord-327810-kquh59ry 351 6 individuals individual NNS cord-327810-kquh59ry 351 7 and and CC cord-327810-kquh59ry 351 8 institutions institution NNS cord-327810-kquh59ry 351 9 , , , cord-327810-kquh59ry 351 10 possibly possibly RB cord-327810-kquh59ry 351 11 in in IN cord-327810-kquh59ry 351 12 multiple multiple JJ cord-327810-kquh59ry 351 13 jurisdictions jurisdiction NNS cord-327810-kquh59ry 351 14 , , , cord-327810-kquh59ry 351 15 and and CC cord-327810-kquh59ry 351 16 may may MD cord-327810-kquh59ry 351 17 take take VB cord-327810-kquh59ry 351 18 place place NN cord-327810-kquh59ry 351 19 over over IN cord-327810-kquh59ry 351 20 an an DT cord-327810-kquh59ry 351 21 extended extended JJ cord-327810-kquh59ry 351 22 period period NN cord-327810-kquh59ry 351 23 of of IN cord-327810-kquh59ry 351 24 time time NN cord-327810-kquh59ry 351 25 . . . cord-327810-kquh59ry 352 1 In in IN cord-327810-kquh59ry 352 2 particular particular JJ cord-327810-kquh59ry 352 3 , , , cord-327810-kquh59ry 352 4 the the DT cord-327810-kquh59ry 352 5 type type NN cord-327810-kquh59ry 352 6 of of IN cord-327810-kquh59ry 352 7 transnational transnational JJ cord-327810-kquh59ry 352 8 , , , cord-327810-kquh59ry 352 9 organised organise VBN cord-327810-kquh59ry 352 10 crime crime NN cord-327810-kquh59ry 352 11 mentioned mention VBN cord-327810-kquh59ry 352 12 in in IN cord-327810-kquh59ry 352 13 the the DT cord-327810-kquh59ry 352 14 U.N. U.N. NNP cord-327810-kquh59ry 352 15 's 's POS cord-327810-kquh59ry 352 16 SDG SDG NNP cord-327810-kquh59ry 352 17 16 16 CD cord-327810-kquh59ry 352 18 may may MD cord-327810-kquh59ry 352 19 be be VB cord-327810-kquh59ry 352 20 difficult difficult JJ cord-327810-kquh59ry 352 21 to to TO cord-327810-kquh59ry 352 22 detect detect VB cord-327810-kquh59ry 352 23 via via IN cord-327810-kquh59ry 352 24 routine routine JJ cord-327810-kquh59ry 352 25 AML AML NNP cord-327810-kquh59ry 352 26 monitoring monitoring NN cord-327810-kquh59ry 352 27 by by IN cord-327810-kquh59ry 352 28 any any DT cord-327810-kquh59ry 352 29 individual individual JJ cord-327810-kquh59ry 352 30 financial financial JJ cord-327810-kquh59ry 352 31 services service NNS cord-327810-kquh59ry 352 32 organisation organisation NN cord-327810-kquh59ry 352 33 . . . cord-327810-kquh59ry 353 1 In in IN cord-327810-kquh59ry 353 2 some some DT cord-327810-kquh59ry 353 3 jurisdictions jurisdiction NNS cord-327810-kquh59ry 353 4 , , , cord-327810-kquh59ry 353 5 such such JJ cord-327810-kquh59ry 353 6 as as IN cord-327810-kquh59ry 353 7 Italy Italy NNP cord-327810-kquh59ry 353 8 , , , cord-327810-kquh59ry 353 9 AML AML NNP cord-327810-kquh59ry 353 10 monitoring monitoring NN cord-327810-kquh59ry 353 11 is be VBZ cord-327810-kquh59ry 353 12 done do VBN cord-327810-kquh59ry 353 13 at at IN cord-327810-kquh59ry 353 14 the the DT cord-327810-kquh59ry 353 15 national national JJ cord-327810-kquh59ry 353 16 level level NN cord-327810-kquh59ry 353 17 , , , cord-327810-kquh59ry 353 18 rather rather RB cord-327810-kquh59ry 353 19 than than IN cord-327810-kquh59ry 353 20 at at IN cord-327810-kquh59ry 353 21 the the DT cord-327810-kquh59ry 353 22 organisational organisational JJ cord-327810-kquh59ry 353 23 level level NN cord-327810-kquh59ry 353 24 as as IN cord-327810-kquh59ry 353 25 is be VBZ cord-327810-kquh59ry 353 26 the the DT cord-327810-kquh59ry 353 27 case case NN cord-327810-kquh59ry 353 28 of of IN cord-327810-kquh59ry 353 29 the the DT cord-327810-kquh59ry 353 30 UK UK NNP cord-327810-kquh59ry 353 31 . . . cord-327810-kquh59ry 354 1 It -PRON- PRP cord-327810-kquh59ry 354 2 is be VBZ cord-327810-kquh59ry 354 3 possible possible JJ cord-327810-kquh59ry 354 4 that that IN cord-327810-kquh59ry 354 5 machine machine NN cord-327810-kquh59ry 354 6 learning learning NN cord-327810-kquh59ry 354 7 would would MD cord-327810-kquh59ry 354 8 be be VB cord-327810-kquh59ry 354 9 effective effective JJ cord-327810-kquh59ry 354 10 for for IN cord-327810-kquh59ry 354 11 AML AML NNP cord-327810-kquh59ry 354 12 at at IN cord-327810-kquh59ry 354 13 the the DT cord-327810-kquh59ry 354 14 national national JJ cord-327810-kquh59ry 354 15 level level NN cord-327810-kquh59ry 354 16 , , , cord-327810-kquh59ry 354 17 for for IN cord-327810-kquh59ry 354 18 either either CC cord-327810-kquh59ry 354 19 descriptive descriptive JJ cord-327810-kquh59ry 354 20 or or CC cord-327810-kquh59ry 354 21 predictive predictive JJ cord-327810-kquh59ry 354 22 profiling profiling NN cord-327810-kquh59ry 354 23 , , , cord-327810-kquh59ry 354 24 and and CC cord-327810-kquh59ry 354 25 further further JJ cord-327810-kquh59ry 354 26 research research NN cord-327810-kquh59ry 354 27 should should MD cord-327810-kquh59ry 354 28 consider consider VB cord-327810-kquh59ry 354 29 this this DT cord-327810-kquh59ry 354 30 specific specific JJ cord-327810-kquh59ry 354 31 empirical empirical JJ cord-327810-kquh59ry 354 32 scenario scenario NN cord-327810-kquh59ry 354 33 . . . cord-327810-kquh59ry 355 1 Moreover moreover RB cord-327810-kquh59ry 355 2 , , , cord-327810-kquh59ry 355 3 financial financial JJ cord-327810-kquh59ry 355 4 services service NNS cord-327810-kquh59ry 355 5 providers provider NNS cord-327810-kquh59ry 355 6 hold hold VBP cord-327810-kquh59ry 355 7 a a DT cord-327810-kquh59ry 355 8 large large JJ cord-327810-kquh59ry 355 9 volume volume NN cord-327810-kquh59ry 355 10 of of IN cord-327810-kquh59ry 355 11 data datum NNS cord-327810-kquh59ry 355 12 about about IN cord-327810-kquh59ry 355 13 their -PRON- PRP$ cord-327810-kquh59ry 355 14 customers customer NNS cord-327810-kquh59ry 355 15 ' ' POS cord-327810-kquh59ry 355 16 identity identity NN cord-327810-kquh59ry 355 17 and and CC cord-327810-kquh59ry 355 18 behaviour behaviour NN cord-327810-kquh59ry 355 19 ( ( -LRB- cord-327810-kquh59ry 355 20 Fernandez Fernandez NNP cord-327810-kquh59ry 355 21 , , , cord-327810-kquh59ry 355 22 2019 2019 CD cord-327810-kquh59ry 355 23 ) ) -RRB- cord-327810-kquh59ry 355 24 . . . cord-327810-kquh59ry 356 1 However however RB cord-327810-kquh59ry 356 2 , , , cord-327810-kquh59ry 356 3 they -PRON- PRP cord-327810-kquh59ry 356 4 lack lack VBP cord-327810-kquh59ry 356 5 timely timely RB cord-327810-kquh59ry 356 6 , , , cord-327810-kquh59ry 356 7 relevant relevant JJ cord-327810-kquh59ry 356 8 and and CC cord-327810-kquh59ry 356 9 sufficient sufficient JJ cord-327810-kquh59ry 356 10 data datum NNS cord-327810-kquh59ry 356 11 about about IN cord-327810-kquh59ry 356 12 money money NN cord-327810-kquh59ry 356 13 laundering laundering NN cord-327810-kquh59ry 356 14 behaviours behaviour NNS cord-327810-kquh59ry 356 15 with with IN cord-327810-kquh59ry 356 16 which which WDT cord-327810-kquh59ry 356 17 to to TO cord-327810-kquh59ry 356 18 train train VB cord-327810-kquh59ry 356 19 machine machine NN cord-327810-kquh59ry 356 20 learning learn VBG cord-327810-kquh59ry 356 21 algorithms algorithm NNS cord-327810-kquh59ry 356 22 . . . cord-327810-kquh59ry 357 1 As as IN cord-327810-kquh59ry 357 2 is be VBZ cord-327810-kquh59ry 357 3 the the DT cord-327810-kquh59ry 357 4 case case NN cord-327810-kquh59ry 357 5 with with IN cord-327810-kquh59ry 357 6 the the DT cord-327810-kquh59ry 357 7 novel novel JJ cord-327810-kquh59ry 357 8 SARS SARS NNP cord-327810-kquh59ry 357 9 - - HYPH cord-327810-kquh59ry 357 10 CoV-2 CoV-2 NNP cord-327810-kquh59ry 357 11 virus virus NN cord-327810-kquh59ry 357 12 , , , cord-327810-kquh59ry 357 13 the the DT cord-327810-kquh59ry 357 14 key key NN cord-327810-kquh59ry 357 15 to to IN cord-327810-kquh59ry 357 16 unlocking unlock VBG cord-327810-kquh59ry 357 17 the the DT cord-327810-kquh59ry 357 18 processing processing NN cord-327810-kquh59ry 357 19 power power NN cord-327810-kquh59ry 357 20 of of IN cord-327810-kquh59ry 357 21 machine machine NN cord-327810-kquh59ry 357 22 learning learning NN cord-327810-kquh59ry 357 23 is be VBZ cord-327810-kquh59ry 357 24 the the DT cord-327810-kquh59ry 357 25 training training NN cord-327810-kquh59ry 357 26 dataset dataset NN cord-327810-kquh59ry 357 27 ( ( -LRB- cord-327810-kquh59ry 357 28 Ray Ray NNP cord-327810-kquh59ry 357 29 , , , cord-327810-kquh59ry 357 30 2020 2020 CD cord-327810-kquh59ry 357 31 ) ) -RRB- cord-327810-kquh59ry 357 32 . . . cord-327810-kquh59ry 358 1 Without without IN cord-327810-kquh59ry 358 2 such such JJ cord-327810-kquh59ry 358 3 datasets dataset NNS cord-327810-kquh59ry 358 4 , , , cord-327810-kquh59ry 358 5 the the DT cord-327810-kquh59ry 358 6 actual actual JJ cord-327810-kquh59ry 358 7 value value NN cord-327810-kquh59ry 358 8 of of IN cord-327810-kquh59ry 358 9 this this DT cord-327810-kquh59ry 358 10 technology technology NN cord-327810-kquh59ry 358 11 falls fall VBZ cord-327810-kquh59ry 358 12 very very RB cord-327810-kquh59ry 358 13 much much RB cord-327810-kquh59ry 358 14 short short JJ cord-327810-kquh59ry 358 15 of of IN cord-327810-kquh59ry 358 16 its -PRON- PRP$ cord-327810-kquh59ry 358 17 potential potential NN cord-327810-kquh59ry 358 18 , , , cord-327810-kquh59ry 358 19 yet yet CC cord-327810-kquh59ry 358 20 this this DT cord-327810-kquh59ry 358 21 aspect aspect NN cord-327810-kquh59ry 358 22 is be VBZ cord-327810-kquh59ry 358 23 largely largely RB cord-327810-kquh59ry 358 24 absent absent JJ cord-327810-kquh59ry 358 25 from from IN cord-327810-kquh59ry 358 26 the the DT cord-327810-kquh59ry 358 27 discussion discussion NN cord-327810-kquh59ry 358 28 about about IN cord-327810-kquh59ry 358 29 the the DT cord-327810-kquh59ry 358 30 application application NN cord-327810-kquh59ry 358 31 of of IN cord-327810-kquh59ry 358 32 machine machine NN cord-327810-kquh59ry 358 33 learning learn VBG cord-327810-kquh59ry 358 34 in in IN cord-327810-kquh59ry 358 35 AML AML NNP cord-327810-kquh59ry 358 36 ( ( -LRB- cord-327810-kquh59ry 358 37 e.g. e.g. RB cord-327810-kquh59ry 358 38 Kaminski Kaminski NNP cord-327810-kquh59ry 358 39 & & CC cord-327810-kquh59ry 358 40 Schonert Schonert NNP cord-327810-kquh59ry 358 41 , , , cord-327810-kquh59ry 358 42 2018 2018 CD cord-327810-kquh59ry 358 43 ) ) -RRB- cord-327810-kquh59ry 358 44 , , , cord-327810-kquh59ry 358 45 or or CC cord-327810-kquh59ry 358 46 , , , cord-327810-kquh59ry 358 47 indeed indeed RB cord-327810-kquh59ry 358 48 , , , cord-327810-kquh59ry 358 49 other other JJ cord-327810-kquh59ry 358 50 areas area NNS cord-327810-kquh59ry 358 51 . . . cord-327810-kquh59ry 359 1 In in IN cord-327810-kquh59ry 359 2 summary summary NN cord-327810-kquh59ry 359 3 , , , cord-327810-kquh59ry 359 4 as as RB cord-327810-kquh59ry 359 5 far far RB cord-327810-kquh59ry 359 6 as as IN cord-327810-kquh59ry 359 7 individual individual JJ cord-327810-kquh59ry 359 8 financial financial JJ cord-327810-kquh59ry 359 9 services service NNS cord-327810-kquh59ry 359 10 organisations organisation NNS cord-327810-kquh59ry 359 11 are be VBP cord-327810-kquh59ry 359 12 concerned concern VBN cord-327810-kquh59ry 359 13 , , , cord-327810-kquh59ry 359 14 the the DT cord-327810-kquh59ry 359 15 short short JJ cord-327810-kquh59ry 359 16 - - HYPH cord-327810-kquh59ry 359 17 to to IN cord-327810-kquh59ry 359 18 - - HYPH cord-327810-kquh59ry 359 19 medium medium JJ cord-327810-kquh59ry 359 20 - - HYPH cord-327810-kquh59ry 359 21 term term NN cord-327810-kquh59ry 359 22 potential potential NN cord-327810-kquh59ry 359 23 of of IN cord-327810-kquh59ry 359 24 machine machine NN cord-327810-kquh59ry 359 25 learning learn VBG cord-327810-kquh59ry 359 26 for for IN cord-327810-kquh59ry 359 27 AML AML NNP cord-327810-kquh59ry 359 28 has have VBZ cord-327810-kquh59ry 359 29 been be VBN cord-327810-kquh59ry 359 30 somehow somehow RB cord-327810-kquh59ry 359 31 inflated inflate VBN cord-327810-kquh59ry 359 32 in in IN cord-327810-kquh59ry 359 33 the the DT cord-327810-kquh59ry 359 34 commercial commercial JJ cord-327810-kquh59ry 359 35 and and CC cord-327810-kquh59ry 359 36 technical technical JJ cord-327810-kquh59ry 359 37 literature literature NN cord-327810-kquh59ry 359 38 , , , cord-327810-kquh59ry 359 39 and and CC cord-327810-kquh59ry 359 40 will will MD cord-327810-kquh59ry 359 41 require require VB cord-327810-kquh59ry 359 42 the the DT cord-327810-kquh59ry 359 43 agreement agreement NN cord-327810-kquh59ry 359 44 of of IN cord-327810-kquh59ry 359 45 standardised standardised JJ cord-327810-kquh59ry 359 46 approaches approach NNS cord-327810-kquh59ry 359 47 to to TO cord-327810-kquh59ry 359 48 transaction transaction NN cord-327810-kquh59ry 359 49 monitoring monitoring NN cord-327810-kquh59ry 359 50 ( ( -LRB- cord-327810-kquh59ry 359 51 Grint Grint NNP cord-327810-kquh59ry 359 52 et et NNP cord-327810-kquh59ry 359 53 al al NNP cord-327810-kquh59ry 359 54 . . NNP cord-327810-kquh59ry 359 55 , , , cord-327810-kquh59ry 359 56 2017 2017 CD cord-327810-kquh59ry 359 57 , , , cord-327810-kquh59ry 359 58 chap chap NN cord-327810-kquh59ry 359 59 . . . cord-327810-kquh59ry 360 1 54 54 CD cord-327810-kquh59ry 360 2 ) ) -RRB- cord-327810-kquh59ry 360 3 . . . cord-327810-kquh59ry 361 1 While while IN cord-327810-kquh59ry 361 2 this this DT cord-327810-kquh59ry 361 3 study study NN cord-327810-kquh59ry 361 4 focused focus VBD cord-327810-kquh59ry 361 5 on on IN cord-327810-kquh59ry 361 6 the the DT cord-327810-kquh59ry 361 7 specific specific JJ cord-327810-kquh59ry 361 8 case case NN cord-327810-kquh59ry 361 9 of of IN cord-327810-kquh59ry 361 10 AML AML NNP cord-327810-kquh59ry 361 11 , , , cord-327810-kquh59ry 361 12 the the DT cord-327810-kquh59ry 361 13 findings finding NNS cord-327810-kquh59ry 361 14 are be VBP cord-327810-kquh59ry 361 15 relevant relevant JJ cord-327810-kquh59ry 361 16 for for IN cord-327810-kquh59ry 361 17 other other JJ cord-327810-kquh59ry 361 18 scenarios scenario NNS cord-327810-kquh59ry 361 19 , , , cord-327810-kquh59ry 361 20 and and CC cord-327810-kquh59ry 361 21 the the DT cord-327810-kquh59ry 361 22 study study NN cord-327810-kquh59ry 361 23 makes make VBZ cord-327810-kquh59ry 361 24 contributions contribution NNS cord-327810-kquh59ry 361 25 to to IN cord-327810-kquh59ry 361 26 the the DT cord-327810-kquh59ry 361 27 broader broad JJR cord-327810-kquh59ry 361 28 literature literature NN cord-327810-kquh59ry 361 29 on on IN cord-327810-kquh59ry 361 30 algorithmic algorithmic JJ cord-327810-kquh59ry 361 31 decision decision NN cord-327810-kquh59ry 361 32 making making NN cord-327810-kquh59ry 361 33 and and CC cord-327810-kquh59ry 361 34 customer customer NN cord-327810-kquh59ry 361 35 surveillance surveillance NN cord-327810-kquh59ry 361 36 , , , cord-327810-kquh59ry 361 37 as as IN cord-327810-kquh59ry 361 38 discussed discuss VBN cord-327810-kquh59ry 361 39 next next RB cord-327810-kquh59ry 361 40 . . . cord-327810-kquh59ry 362 1 The the DT cord-327810-kquh59ry 362 2 data data NN cord-327810-kquh59ry 362 3 - - HYPH cord-327810-kquh59ry 362 4 driven drive VBN cord-327810-kquh59ry 362 5 view view NN cord-327810-kquh59ry 362 6 of of IN cord-327810-kquh59ry 362 7 behavioural behavioural JJ cord-327810-kquh59ry 362 8 analysis analysis NN cord-327810-kquh59ry 362 9 and and CC cord-327810-kquh59ry 362 10 decision decision NN cord-327810-kquh59ry 362 11 - - HYPH cord-327810-kquh59ry 362 12 making making NN cord-327810-kquh59ry 362 13 tends tend VBZ cord-327810-kquh59ry 362 14 to to TO cord-327810-kquh59ry 362 15 present present VB cord-327810-kquh59ry 362 16 the the DT cord-327810-kquh59ry 362 17 use use NN cord-327810-kquh59ry 362 18 of of IN cord-327810-kquh59ry 362 19 AI AI NNP cord-327810-kquh59ry 362 20 as as IN cord-327810-kquh59ry 362 21 means mean NNS cord-327810-kquh59ry 362 22 of of IN cord-327810-kquh59ry 362 23 reducing reduce VBG cord-327810-kquh59ry 362 24 the the DT cord-327810-kquh59ry 362 25 influence influence NN cord-327810-kquh59ry 362 26 of of IN cord-327810-kquh59ry 362 27 the the DT cord-327810-kquh59ry 362 28 analyst analyst NN cord-327810-kquh59ry 362 29 on on IN cord-327810-kquh59ry 362 30 the the DT cord-327810-kquh59ry 362 31 process process NN cord-327810-kquh59ry 362 32 and and CC cord-327810-kquh59ry 362 33 , , , cord-327810-kquh59ry 362 34 hence hence RB cord-327810-kquh59ry 362 35 , , , cord-327810-kquh59ry 362 36 bias bias NN cord-327810-kquh59ry 362 37 by by IN cord-327810-kquh59ry 362 38 ' ' `` cord-327810-kquh59ry 362 39 letting let VBG cord-327810-kquh59ry 362 40 the the DT cord-327810-kquh59ry 362 41 data datum NNS cord-327810-kquh59ry 362 42 speak speak VB cord-327810-kquh59ry 362 43 for for IN cord-327810-kquh59ry 362 44 itself -PRON- PRP cord-327810-kquh59ry 362 45 ' ' '' cord-327810-kquh59ry 362 46 ( ( -LRB- cord-327810-kquh59ry 362 47 Williams Williams NNP cord-327810-kquh59ry 362 48 , , , cord-327810-kquh59ry 362 49 2006 2006 CD cord-327810-kquh59ry 362 50 ) ) -RRB- cord-327810-kquh59ry 362 51 . . . cord-327810-kquh59ry 363 1 However however RB cord-327810-kquh59ry 363 2 , , , cord-327810-kquh59ry 363 3 as as IN cord-327810-kquh59ry 363 4 this this DT cord-327810-kquh59ry 363 5 study study NN cord-327810-kquh59ry 363 6 showed show VBD cord-327810-kquh59ry 363 7 , , , cord-327810-kquh59ry 363 8 there there EX cord-327810-kquh59ry 363 9 is be VBZ cord-327810-kquh59ry 363 10 human human JJ cord-327810-kquh59ry 363 11 influence influence NN cord-327810-kquh59ry 363 12 at at IN cord-327810-kquh59ry 363 13 every every DT cord-327810-kquh59ry 363 14 step step NN cord-327810-kquh59ry 363 15 of of IN cord-327810-kquh59ry 363 16 the the DT cord-327810-kquh59ry 363 17 process process NN cord-327810-kquh59ry 363 18 : : : cord-327810-kquh59ry 363 19 starting start VBG cord-327810-kquh59ry 363 20 with with IN cord-327810-kquh59ry 363 21 the the DT cord-327810-kquh59ry 363 22 data datum NNS cord-327810-kquh59ry 363 23 that that WDT cord-327810-kquh59ry 363 24 the the DT cord-327810-kquh59ry 363 25 organisation organisation NN cord-327810-kquh59ry 363 26 decides decide VBZ cord-327810-kquh59ry 363 27 to to TO cord-327810-kquh59ry 363 28 collect collect VB cord-327810-kquh59ry 363 29 , , , cord-327810-kquh59ry 363 30 after after IN cord-327810-kquh59ry 363 31 considering consider VBG cord-327810-kquh59ry 363 32 the the DT cord-327810-kquh59ry 363 33 trade trade NN cord-327810-kquh59ry 363 34 - - HYPH cord-327810-kquh59ry 363 35 offs off NNS cord-327810-kquh59ry 363 36 between between IN cord-327810-kquh59ry 363 37 insight insight NN cord-327810-kquh59ry 363 38 potential potential NN cord-327810-kquh59ry 363 39 on on IN cord-327810-kquh59ry 363 40 the the DT cord-327810-kquh59ry 363 41 one one CD cord-327810-kquh59ry 363 42 hand hand NN cord-327810-kquh59ry 363 43 , , , cord-327810-kquh59ry 363 44 and and CC cord-327810-kquh59ry 363 45 collection collection NN cord-327810-kquh59ry 363 46 costs cost NNS cord-327810-kquh59ry 363 47 or or CC cord-327810-kquh59ry 363 48 customer customer NN cord-327810-kquh59ry 363 49 irritation irritation NN cord-327810-kquh59ry 363 50 on on IN cord-327810-kquh59ry 363 51 the the DT cord-327810-kquh59ry 363 52 other other JJ cord-327810-kquh59ry 363 53 ; ; : cord-327810-kquh59ry 363 54 to to IN cord-327810-kquh59ry 363 55 the the DT cord-327810-kquh59ry 363 56 evidence evidence NN cord-327810-kquh59ry 363 57 that that WDT cord-327810-kquh59ry 363 58 is be VBZ cord-327810-kquh59ry 363 59 considered consider VBN cord-327810-kquh59ry 363 60 relevant relevant JJ cord-327810-kquh59ry 363 61 when when WRB cord-327810-kquh59ry 363 62 developing develop VBG cord-327810-kquh59ry 363 63 the the DT cord-327810-kquh59ry 363 64 models model NNS cord-327810-kquh59ry 363 65 ; ; : cord-327810-kquh59ry 363 66 to to IN cord-327810-kquh59ry 363 67 the the DT cord-327810-kquh59ry 363 68 interpretation interpretation NN cord-327810-kquh59ry 363 69 of of IN cord-327810-kquh59ry 363 70 the the DT cord-327810-kquh59ry 363 71 links link NNS cord-327810-kquh59ry 363 72 between between IN cord-327810-kquh59ry 363 73 data datum NNS cord-327810-kquh59ry 363 74 and and CC cord-327810-kquh59ry 363 75 the the DT cord-327810-kquh59ry 363 76 assumed assume VBN cord-327810-kquh59ry 363 77 underlying underlying JJ cord-327810-kquh59ry 363 78 behaviour behaviour NN cord-327810-kquh59ry 363 79 , , , cord-327810-kquh59ry 363 80 or or CC cord-327810-kquh59ry 363 81 the the DT cord-327810-kquh59ry 363 82 fine fine JJ cord-327810-kquh59ry 363 83 - - HYPH cord-327810-kquh59ry 363 84 tuning tuning NN cord-327810-kquh59ry 363 85 of of IN cord-327810-kquh59ry 363 86 the the DT cord-327810-kquh59ry 363 87 models model NNS cord-327810-kquh59ry 363 88 to to TO cord-327810-kquh59ry 363 89 cope cope VB cord-327810-kquh59ry 363 90 with with IN cord-327810-kquh59ry 363 91 staff staff NN cord-327810-kquh59ry 363 92 availability availability NN cord-327810-kquh59ry 363 93 . . . cord-327810-kquh59ry 364 1 Drawing draw VBG cord-327810-kquh59ry 364 2 on on IN cord-327810-kquh59ry 364 3 the the DT cord-327810-kquh59ry 364 4 speaking speak VBG cord-327810-kquh59ry 364 5 analogy analogy NN cord-327810-kquh59ry 364 6 , , , cord-327810-kquh59ry 364 7 it -PRON- PRP cord-327810-kquh59ry 364 8 is be VBZ cord-327810-kquh59ry 364 9 not not RB cord-327810-kquh59ry 364 10 the the DT cord-327810-kquh59ry 364 11 case case NN cord-327810-kquh59ry 364 12 that that IN cord-327810-kquh59ry 364 13 data data NN cord-327810-kquh59ry 364 14 speaks speak VBZ cord-327810-kquh59ry 364 15 for for IN cord-327810-kquh59ry 364 16 itself -PRON- PRP cord-327810-kquh59ry 364 17 . . . cord-327810-kquh59ry 365 1 Instead instead RB cord-327810-kquh59ry 365 2 , , , cord-327810-kquh59ry 365 3 when when WRB cord-327810-kquh59ry 365 4 algorithms algorithm NNS cord-327810-kquh59ry 365 5 use use VBP cord-327810-kquh59ry 365 6 data datum NNS cord-327810-kquh59ry 365 7 , , , cord-327810-kquh59ry 365 8 they -PRON- PRP cord-327810-kquh59ry 365 9 do do VBP cord-327810-kquh59ry 365 10 so so RB cord-327810-kquh59ry 365 11 with with IN cord-327810-kquh59ry 365 12 a a DT cord-327810-kquh59ry 365 13 vocabulary vocabulary NN cord-327810-kquh59ry 365 14 , , , cord-327810-kquh59ry 365 15 a a DT cord-327810-kquh59ry 365 16 set set NN cord-327810-kquh59ry 365 17 of of IN cord-327810-kquh59ry 365 18 grammar grammar NN cord-327810-kquh59ry 365 19 rules rule NNS cord-327810-kquh59ry 365 20 and and CC cord-327810-kquh59ry 365 21 a a DT cord-327810-kquh59ry 365 22 range range NN cord-327810-kquh59ry 365 23 of of IN cord-327810-kquh59ry 365 24 assumed assume VBN cord-327810-kquh59ry 365 25 pragmatic pragmatic JJ cord-327810-kquh59ry 365 26 meanings meaning NNS cord-327810-kquh59ry 365 27 , , , cord-327810-kquh59ry 365 28 that that WDT cord-327810-kquh59ry 365 29 are be VBP cord-327810-kquh59ry 365 30 not not RB cord-327810-kquh59ry 365 31 only only RB cord-327810-kquh59ry 365 32 socially socially RB cord-327810-kquh59ry 365 33 construed construed JJ cord-327810-kquh59ry 365 34 and and CC cord-327810-kquh59ry 365 35 subjective subjective JJ cord-327810-kquh59ry 365 36 , , , cord-327810-kquh59ry 365 37 but but CC cord-327810-kquh59ry 365 38 also also RB cord-327810-kquh59ry 365 39 contextual contextual JJ cord-327810-kquh59ry 365 40 ( ( -LRB- cord-327810-kquh59ry 365 41 Constantiou Constantiou NNP cord-327810-kquh59ry 365 42 & & CC cord-327810-kquh59ry 365 43 Kallinikos Kallinikos NNP cord-327810-kquh59ry 365 44 , , , cord-327810-kquh59ry 365 45 2015 2015 CD cord-327810-kquh59ry 365 46 ) ) -RRB- cord-327810-kquh59ry 365 47 . . . cord-327810-kquh59ry 366 1 In in IN cord-327810-kquh59ry 366 2 fact fact NN cord-327810-kquh59ry 366 3 , , , cord-327810-kquh59ry 366 4 it -PRON- PRP cord-327810-kquh59ry 366 5 may may MD cord-327810-kquh59ry 366 6 be be VB cord-327810-kquh59ry 366 7 undesirable undesirable JJ cord-327810-kquh59ry 366 8 to to TO cord-327810-kquh59ry 366 9 eliminate eliminate VB cord-327810-kquh59ry 366 10 the the DT cord-327810-kquh59ry 366 11 human human JJ cord-327810-kquh59ry 366 12 element element NN cord-327810-kquh59ry 366 13 from from IN cord-327810-kquh59ry 366 14 the the DT cord-327810-kquh59ry 366 15 process process NN cord-327810-kquh59ry 366 16 . . . cord-327810-kquh59ry 367 1 Subject subject JJ cord-327810-kquh59ry 367 2 matter matter NN cord-327810-kquh59ry 367 3 expertise expertise NN cord-327810-kquh59ry 367 4 , , , cord-327810-kquh59ry 367 5 intuition intuition NN cord-327810-kquh59ry 367 6 and and CC cord-327810-kquh59ry 367 7 social social JJ cord-327810-kquh59ry 367 8 context context NN cord-327810-kquh59ry 367 9 are be VBP cord-327810-kquh59ry 367 10 all all DT cord-327810-kquh59ry 367 11 useful useful JJ cord-327810-kquh59ry 367 12 in in IN cord-327810-kquh59ry 367 13 improving improve VBG cord-327810-kquh59ry 367 14 the the DT cord-327810-kquh59ry 367 15 quality quality NN cord-327810-kquh59ry 367 16 of of IN cord-327810-kquh59ry 367 17 the the DT cord-327810-kquh59ry 367 18 decision decision NN cord-327810-kquh59ry 367 19 - - HYPH cord-327810-kquh59ry 367 20 making making NN cord-327810-kquh59ry 367 21 . . . cord-327810-kquh59ry 368 1 Similar similar JJ cord-327810-kquh59ry 368 2 effects effect NNS cord-327810-kquh59ry 368 3 were be VBD cord-327810-kquh59ry 368 4 observed observe VBN cord-327810-kquh59ry 368 5 in in IN cord-327810-kquh59ry 368 6 relation relation NN cord-327810-kquh59ry 368 7 to to IN cord-327810-kquh59ry 368 8 credit credit NN cord-327810-kquh59ry 368 9 decisions decision NNS cord-327810-kquh59ry 368 10 during during IN cord-327810-kquh59ry 368 11 the the DT cord-327810-kquh59ry 368 12 sub sub JJ cord-327810-kquh59ry 368 13 - - JJ cord-327810-kquh59ry 368 14 prime prime JJ cord-327810-kquh59ry 368 15 crisis crisis NN cord-327810-kquh59ry 368 16 of of IN cord-327810-kquh59ry 368 17 2007 2007 CD cord-327810-kquh59ry 368 18 - - SYM cord-327810-kquh59ry 368 19 08 08 CD cord-327810-kquh59ry 368 20 , , , cord-327810-kquh59ry 368 21 where where WRB cord-327810-kquh59ry 368 22 there there EX cord-327810-kquh59ry 368 23 was be VBD cord-327810-kquh59ry 368 24 a a DT cord-327810-kquh59ry 368 25 higher high JJR cord-327810-kquh59ry 368 26 default default NN cord-327810-kquh59ry 368 27 rate rate NN cord-327810-kquh59ry 368 28 among among IN cord-327810-kquh59ry 368 29 loans loan NNS cord-327810-kquh59ry 368 30 that that WDT cord-327810-kquh59ry 368 31 were be VBD cord-327810-kquh59ry 368 32 screened screen VBN cord-327810-kquh59ry 368 33 automatically automatically RB cord-327810-kquh59ry 368 34 than than IN cord-327810-kquh59ry 368 35 among among IN cord-327810-kquh59ry 368 36 those those DT cord-327810-kquh59ry 368 37 where where WRB cord-327810-kquh59ry 368 38 the the DT cord-327810-kquh59ry 368 39 decision decision NN cord-327810-kquh59ry 368 40 was be VBD cord-327810-kquh59ry 368 41 made make VBN cord-327810-kquh59ry 368 42 , , , cord-327810-kquh59ry 368 43 at at IN cord-327810-kquh59ry 368 44 least least JJS cord-327810-kquh59ry 368 45 in in IN cord-327810-kquh59ry 368 46 part part NN cord-327810-kquh59ry 368 47 , , , cord-327810-kquh59ry 368 48 manually manually RB cord-327810-kquh59ry 368 49 ( ( -LRB- cord-327810-kquh59ry 368 50 Canhoto Canhoto NNP cord-327810-kquh59ry 368 51 & & CC cord-327810-kquh59ry 368 52 Dibb Dibb NNP cord-327810-kquh59ry 368 53 , , , cord-327810-kquh59ry 368 54 2016 2016 CD cord-327810-kquh59ry 368 55 ) ) -RRB- cord-327810-kquh59ry 368 56 . . . cord-327810-kquh59ry 369 1 Outside outside IN cord-327810-kquh59ry 369 2 of of IN cord-327810-kquh59ry 369 3 the the DT cord-327810-kquh59ry 369 4 financial financial JJ cord-327810-kquh59ry 369 5 services service NNS cord-327810-kquh59ry 369 6 sector sector NN cord-327810-kquh59ry 369 7 , , , cord-327810-kquh59ry 369 8 it -PRON- PRP cord-327810-kquh59ry 369 9 has have VBZ cord-327810-kquh59ry 369 10 been be VBN cord-327810-kquh59ry 369 11 shown show VBN cord-327810-kquh59ry 369 12 that that IN cord-327810-kquh59ry 369 13 manual manual JJ cord-327810-kquh59ry 369 14 input input NN cord-327810-kquh59ry 369 15 is be VBZ cord-327810-kquh59ry 369 16 essential essential JJ cord-327810-kquh59ry 369 17 to to TO cord-327810-kquh59ry 369 18 improve improve VB cord-327810-kquh59ry 369 19 the the DT cord-327810-kquh59ry 369 20 quality quality NN cord-327810-kquh59ry 369 21 of of IN cord-327810-kquh59ry 369 22 the the DT cord-327810-kquh59ry 369 23 training training NN cord-327810-kquh59ry 369 24 datasets dataset NNS cord-327810-kquh59ry 369 25 to to TO cord-327810-kquh59ry 369 26 detect detect VB cord-327810-kquh59ry 369 27 COVID-19 COVID-19 NNP cord-327810-kquh59ry 369 28 in in IN cord-327810-kquh59ry 369 29 lung lung NN cord-327810-kquh59ry 369 30 images image NNS cord-327810-kquh59ry 369 31 ( ( -LRB- cord-327810-kquh59ry 369 32 Ray Ray NNP cord-327810-kquh59ry 369 33 , , , cord-327810-kquh59ry 369 34 2020 2020 CD cord-327810-kquh59ry 369 35 ) ) -RRB- cord-327810-kquh59ry 369 36 . . . cord-327810-kquh59ry 370 1 Given give VBN cord-327810-kquh59ry 370 2 the the DT cord-327810-kquh59ry 370 3 significant significant JJ cord-327810-kquh59ry 370 4 scope scope NN cord-327810-kquh59ry 370 5 for for IN cord-327810-kquh59ry 370 6 human human JJ cord-327810-kquh59ry 370 7 influence influence NN cord-327810-kquh59ry 370 8 on on IN cord-327810-kquh59ry 370 9 data datum NNS cord-327810-kquh59ry 370 10 analysis analysis NN cord-327810-kquh59ry 370 11 , , , cord-327810-kquh59ry 370 12 across across IN cord-327810-kquh59ry 370 13 different different JJ cord-327810-kquh59ry 370 14 types type NNS cord-327810-kquh59ry 370 15 of of IN cord-327810-kquh59ry 370 16 applications application NNS cord-327810-kquh59ry 370 17 , , , cord-327810-kquh59ry 370 18 further further JJ cord-327810-kquh59ry 370 19 research research NN cord-327810-kquh59ry 370 20 could could MD cord-327810-kquh59ry 370 21 explore explore VB cord-327810-kquh59ry 370 22 how how WRB cord-327810-kquh59ry 370 23 different different JJ cord-327810-kquh59ry 370 24 foci foci NN cord-327810-kquh59ry 370 25 and and CC cord-327810-kquh59ry 370 26 forms form NNS cord-327810-kquh59ry 370 27 of of IN cord-327810-kquh59ry 370 28 manual manual JJ cord-327810-kquh59ry 370 29 interventions intervention NNS cord-327810-kquh59ry 370 30 impact impact NN cord-327810-kquh59ry 370 31 on on IN cord-327810-kquh59ry 370 32 machine machine NN cord-327810-kquh59ry 370 33 learning learning NN cord-327810-kquh59ry 370 34 algorithm algorithm NN cord-327810-kquh59ry 370 35 's 's POS cord-327810-kquh59ry 370 36 deployment deployment NN cord-327810-kquh59ry 370 37 , , , cord-327810-kquh59ry 370 38 use use NN cord-327810-kquh59ry 370 39 and and CC cord-327810-kquh59ry 370 40 performance performance NN cord-327810-kquh59ry 370 41 . . . cord-327810-kquh59ry 371 1 If if IN cord-327810-kquh59ry 371 2 the the DT cord-327810-kquh59ry 371 3 models model NNS cord-327810-kquh59ry 371 4 developed develop VBD cord-327810-kquh59ry 371 5 via via IN cord-327810-kquh59ry 371 6 reinforced reinforce VBN cord-327810-kquh59ry 371 7 machine machine NN cord-327810-kquh59ry 371 8 learning learn VBG cord-327810-kquh59ry 371 9 wrongly wrongly RB cord-327810-kquh59ry 371 10 deem deem VBP cord-327810-kquh59ry 371 11 a a DT cord-327810-kquh59ry 371 12 certain certain JJ cord-327810-kquh59ry 371 13 transaction transaction NN cord-327810-kquh59ry 371 14 as as IN cord-327810-kquh59ry 371 15 suspicious suspicious JJ cord-327810-kquh59ry 371 16 , , , cord-327810-kquh59ry 371 17 there there EX cord-327810-kquh59ry 371 18 is be VBZ cord-327810-kquh59ry 371 19 a a DT cord-327810-kquh59ry 371 20 ' ' `` cord-327810-kquh59ry 371 21 false false JJ cord-327810-kquh59ry 371 22 positive positive JJ cord-327810-kquh59ry 371 23 ' ' '' cord-327810-kquh59ry 371 24 error error NN cord-327810-kquh59ry 371 25 , , , cord-327810-kquh59ry 371 26 which which WDT cord-327810-kquh59ry 371 27 generates generate VBZ cord-327810-kquh59ry 371 28 unnecessary unnecessary JJ cord-327810-kquh59ry 371 29 work work NN cord-327810-kquh59ry 371 30 for for IN cord-327810-kquh59ry 371 31 analysts analyst NNS cord-327810-kquh59ry 371 32 and and CC cord-327810-kquh59ry 371 33 inconveniences inconvenience NNS cord-327810-kquh59ry 371 34 the the DT cord-327810-kquh59ry 371 35 customers customer NNS cord-327810-kquh59ry 371 36 . . . cord-327810-kquh59ry 372 1 If if IN cord-327810-kquh59ry 372 2 , , , cord-327810-kquh59ry 372 3 on on IN cord-327810-kquh59ry 372 4 the the DT cord-327810-kquh59ry 372 5 contrary contrary NN cord-327810-kquh59ry 372 6 , , , cord-327810-kquh59ry 372 7 the the DT cord-327810-kquh59ry 372 8 transaction transaction NN cord-327810-kquh59ry 372 9 is be VBZ cord-327810-kquh59ry 372 10 wrongly wrongly RB cord-327810-kquh59ry 372 11 deemed deem VBN cord-327810-kquh59ry 372 12 legitimate legitimate JJ cord-327810-kquh59ry 372 13 , , , cord-327810-kquh59ry 372 14 there there EX cord-327810-kquh59ry 372 15 is be VBZ cord-327810-kquh59ry 372 16 a a DT cord-327810-kquh59ry 372 17 ' ' `` cord-327810-kquh59ry 372 18 false false JJ cord-327810-kquh59ry 372 19 negative negative NN cord-327810-kquh59ry 372 20 ' ' '' cord-327810-kquh59ry 372 21 error error NN cord-327810-kquh59ry 372 22 , , , cord-327810-kquh59ry 372 23 and and CC cord-327810-kquh59ry 372 24 the the DT cord-327810-kquh59ry 372 25 financial financial JJ cord-327810-kquh59ry 372 26 institution institution NN cord-327810-kquh59ry 372 27 faces face VBZ cord-327810-kquh59ry 372 28 the the DT cord-327810-kquh59ry 372 29 possibility possibility NN cord-327810-kquh59ry 372 30 of of IN cord-327810-kquh59ry 372 31 criminal criminal JJ cord-327810-kquh59ry 372 32 prosecution prosecution NN cord-327810-kquh59ry 372 33 , , , cord-327810-kquh59ry 372 34 fines fine NNS cord-327810-kquh59ry 372 35 and and CC cord-327810-kquh59ry 372 36 reputation reputation NN cord-327810-kquh59ry 372 37 damage damage NN cord-327810-kquh59ry 372 38 . . . cord-327810-kquh59ry 373 1 That that RB cord-327810-kquh59ry 373 2 is is RB cord-327810-kquh59ry 373 3 , , , cord-327810-kquh59ry 373 4 different different JJ cord-327810-kquh59ry 373 5 classification classification NN cord-327810-kquh59ry 373 6 errors error NNS cord-327810-kquh59ry 373 7 impact impact NN cord-327810-kquh59ry 373 8 on on IN cord-327810-kquh59ry 373 9 different different JJ cord-327810-kquh59ry 373 10 stakeholders stakeholder NNS cord-327810-kquh59ry 373 11 . . . cord-327810-kquh59ry 374 1 Given give VBN cord-327810-kquh59ry 374 2 the the DT cord-327810-kquh59ry 374 3 scale scale NN cord-327810-kquh59ry 374 4 of of IN cord-327810-kquh59ry 374 5 continued continued JJ cord-327810-kquh59ry 374 6 expansion expansion NN cord-327810-kquh59ry 374 7 of of IN cord-327810-kquh59ry 374 8 customer customer NN cord-327810-kquh59ry 374 9 surveillance surveillance NN cord-327810-kquh59ry 374 10 by by IN cord-327810-kquh59ry 374 11 commercial commercial JJ cord-327810-kquh59ry 374 12 organisations organisation NNS cord-327810-kquh59ry 374 13 for for IN cord-327810-kquh59ry 374 14 their -PRON- PRP$ cord-327810-kquh59ry 374 15 own own JJ cord-327810-kquh59ry 374 16 strategic strategic JJ cord-327810-kquh59ry 374 17 purposes purpose NNS cord-327810-kquh59ry 374 18 ( ( -LRB- cord-327810-kquh59ry 374 19 Zuboff zuboff NN cord-327810-kquh59ry 374 20 , , , cord-327810-kquh59ry 374 21 2015 2015 CD cord-327810-kquh59ry 374 22 ) ) -RRB- cord-327810-kquh59ry 374 23 , , , cord-327810-kquh59ry 374 24 or or CC cord-327810-kquh59ry 374 25 on on IN cord-327810-kquh59ry 374 26 behalf behalf NN cord-327810-kquh59ry 374 27 of of IN cord-327810-kquh59ry 374 28 governments government NNS cord-327810-kquh59ry 374 29 ( ( -LRB- cord-327810-kquh59ry 374 30 Ball Ball NNP cord-327810-kquh59ry 374 31 et et FW cord-327810-kquh59ry 374 32 al al NNP cord-327810-kquh59ry 374 33 . . NNP cord-327810-kquh59ry 374 34 , , , cord-327810-kquh59ry 374 35 2015 2015 CD cord-327810-kquh59ry 374 36 ) ) -RRB- cord-327810-kquh59ry 374 37 , , , cord-327810-kquh59ry 374 38 the the DT cord-327810-kquh59ry 374 39 possibility possibility NN cord-327810-kquh59ry 374 40 of of IN cord-327810-kquh59ry 374 41 errors error NNS cord-327810-kquh59ry 374 42 and and CC cord-327810-kquh59ry 374 43 associated associated JJ cord-327810-kquh59ry 374 44 consequences consequence NNS cord-327810-kquh59ry 374 45 is be VBZ cord-327810-kquh59ry 374 46 hugely hugely RB cord-327810-kquh59ry 374 47 magnified magnify VBN cord-327810-kquh59ry 374 48 . . . cord-327810-kquh59ry 375 1 Yet yet RB cord-327810-kquh59ry 375 2 , , , cord-327810-kquh59ry 375 3 by by IN cord-327810-kquh59ry 375 4 and and CC cord-327810-kquh59ry 375 5 large large JJ cord-327810-kquh59ry 375 6 , , , cord-327810-kquh59ry 375 7 the the DT cord-327810-kquh59ry 375 8 cost cost NN cord-327810-kquh59ry 375 9 of of IN cord-327810-kquh59ry 375 10 those those DT cord-327810-kquh59ry 375 11 errors error NNS cord-327810-kquh59ry 375 12 are be VBP cord-327810-kquh59ry 375 13 not not RB cord-327810-kquh59ry 375 14 part part NN cord-327810-kquh59ry 375 15 of of IN cord-327810-kquh59ry 375 16 the the DT cord-327810-kquh59ry 375 17 discussions discussion NNS cord-327810-kquh59ry 375 18 or or CC cord-327810-kquh59ry 375 19 calculations calculation NNS cord-327810-kquh59ry 375 20 of of IN cord-327810-kquh59ry 375 21 the the DT cord-327810-kquh59ry 375 22 cost cost NN cord-327810-kquh59ry 375 23 and and CC cord-327810-kquh59ry 375 24 benefits benefit NNS cord-327810-kquh59ry 375 25 of of IN cord-327810-kquh59ry 375 26 using use VBG cord-327810-kquh59ry 375 27 AI AI NNP cord-327810-kquh59ry 375 28 . . . cord-327810-kquh59ry 376 1 Further further JJ cord-327810-kquh59ry 376 2 research research NN cord-327810-kquh59ry 376 3 could could MD cord-327810-kquh59ry 376 4 conceptualise conceptualise VB cord-327810-kquh59ry 376 5 the the DT cord-327810-kquh59ry 376 6 value value NN cord-327810-kquh59ry 376 7 of of IN cord-327810-kquh59ry 376 8 using use VBG cord-327810-kquh59ry 376 9 AI AI NNP cord-327810-kquh59ry 376 10 in in IN cord-327810-kquh59ry 376 11 ways way NNS cord-327810-kquh59ry 376 12 which which WDT cord-327810-kquh59ry 376 13 not not RB cord-327810-kquh59ry 376 14 only only RB cord-327810-kquh59ry 376 15 consider consider VBP cord-327810-kquh59ry 376 16 the the DT cord-327810-kquh59ry 376 17 characteristics characteristic NNS cord-327810-kquh59ry 376 18 of of IN cord-327810-kquh59ry 376 19 these these DT cord-327810-kquh59ry 376 20 technologies technology NNS cord-327810-kquh59ry 376 21 , , , cord-327810-kquh59ry 376 22 but but CC cord-327810-kquh59ry 376 23 also also RB cord-327810-kquh59ry 376 24 the the DT cord-327810-kquh59ry 376 25 context context NN cord-327810-kquh59ry 376 26 where where WRB cord-327810-kquh59ry 376 27 they -PRON- PRP cord-327810-kquh59ry 376 28 are be VBP cord-327810-kquh59ry 376 29 used use VBN cord-327810-kquh59ry 376 30 , , , cord-327810-kquh59ry 376 31 and and CC cord-327810-kquh59ry 376 32 the the DT cord-327810-kquh59ry 376 33 consequences consequence NNS cord-327810-kquh59ry 376 34 of of IN cord-327810-kquh59ry 376 35 their -PRON- PRP$ cord-327810-kquh59ry 376 36 deployment deployment NN cord-327810-kquh59ry 376 37 for for IN cord-327810-kquh59ry 376 38 a a DT cord-327810-kquh59ry 376 39 broad broad JJ cord-327810-kquh59ry 376 40 range range NN cord-327810-kquh59ry 376 41 of of IN cord-327810-kquh59ry 376 42 stakeholders stakeholder NNS cord-327810-kquh59ry 376 43 impacted impact VBN cord-327810-kquh59ry 376 44 by by IN cord-327810-kquh59ry 376 45 their -PRON- PRP$ cord-327810-kquh59ry 376 46 use use NN cord-327810-kquh59ry 376 47 ( ( -LRB- cord-327810-kquh59ry 376 48 Newell Newell NNP cord-327810-kquh59ry 376 49 & & CC cord-327810-kquh59ry 376 50 Marabelli Marabelli NNP cord-327810-kquh59ry 376 51 , , , cord-327810-kquh59ry 376 52 2015 2015 CD cord-327810-kquh59ry 376 53 ) ) -RRB- cord-327810-kquh59ry 376 54 , , , cord-327810-kquh59ry 376 55 including include VBG cord-327810-kquh59ry 376 56 the the DT cord-327810-kquh59ry 376 57 possibility possibility NN cord-327810-kquh59ry 376 58 of of IN cord-327810-kquh59ry 376 59 discrimination discrimination NN cord-327810-kquh59ry 376 60 and and CC cord-327810-kquh59ry 376 61 victimisation victimisation NN cord-327810-kquh59ry 376 62 of of IN cord-327810-kquh59ry 376 63 certain certain JJ cord-327810-kquh59ry 376 64 groups group NNS cord-327810-kquh59ry 376 65 , , , cord-327810-kquh59ry 376 66 or or CC cord-327810-kquh59ry 376 67 the the DT cord-327810-kquh59ry 376 68 erosion erosion NN cord-327810-kquh59ry 376 69 of of IN cord-327810-kquh59ry 376 70 privacy privacy NN cord-327810-kquh59ry 376 71 . . . cord-327810-kquh59ry 377 1 Our -PRON- PRP$ cord-327810-kquh59ry 377 2 study study NN cord-327810-kquh59ry 377 3 considered consider VBD cord-327810-kquh59ry 377 4 a a DT cord-327810-kquh59ry 377 5 broad broad JJ cord-327810-kquh59ry 377 6 range range NN cord-327810-kquh59ry 377 7 of of IN cord-327810-kquh59ry 377 8 contextual contextual JJ cord-327810-kquh59ry 377 9 features feature NNS cord-327810-kquh59ry 377 10 described describe VBN cord-327810-kquh59ry 377 11 in in IN cord-327810-kquh59ry 377 12 the the DT cord-327810-kquh59ry 377 13 affordances affordance NNS cord-327810-kquh59ry 377 14 ' ' POS cord-327810-kquh59ry 377 15 literature literature NN cord-327810-kquh59ry 377 16 , , , cord-327810-kquh59ry 377 17 and and CC cord-327810-kquh59ry 377 18 how how WRB cord-327810-kquh59ry 377 19 they -PRON- PRP cord-327810-kquh59ry 377 20 impact impact VBP cord-327810-kquh59ry 377 21 on on IN cord-327810-kquh59ry 377 22 the the DT cord-327810-kquh59ry 377 23 realisation realisation NN cord-327810-kquh59ry 377 24 of of IN cord-327810-kquh59ry 377 25 the the DT cord-327810-kquh59ry 377 26 affordances affordance NNS cord-327810-kquh59ry 377 27 of of IN cord-327810-kquh59ry 377 28 AI AI NNP cord-327810-kquh59ry 377 29 . . . cord-327810-kquh59ry 378 1 In in IN cord-327810-kquh59ry 378 2 this this DT cord-327810-kquh59ry 378 3 way way NN cord-327810-kquh59ry 378 4 , , , cord-327810-kquh59ry 378 5 we -PRON- PRP cord-327810-kquh59ry 378 6 contributed contribute VBD cord-327810-kquh59ry 378 7 to to IN cord-327810-kquh59ry 378 8 the the DT cord-327810-kquh59ry 378 9 body body NN cord-327810-kquh59ry 378 10 of of IN cord-327810-kquh59ry 378 11 empirical empirical JJ cord-327810-kquh59ry 378 12 work work NN cord-327810-kquh59ry 378 13 on on IN cord-327810-kquh59ry 378 14 the the DT cord-327810-kquh59ry 378 15 realisation realisation NN cord-327810-kquh59ry 378 16 of of IN cord-327810-kquh59ry 378 17 affordances affordance NNS cord-327810-kquh59ry 378 18 . . . cord-327810-kquh59ry 379 1 In in IN cord-327810-kquh59ry 379 2 particular particular JJ cord-327810-kquh59ry 379 3 , , , cord-327810-kquh59ry 379 4 we -PRON- PRP cord-327810-kquh59ry 379 5 investigated investigate VBD cord-327810-kquh59ry 379 6 the the DT cord-327810-kquh59ry 379 7 constraining constraining JJ cord-327810-kquh59ry 379 8 aspect aspect NN cord-327810-kquh59ry 379 9 of of IN cord-327810-kquh59ry 379 10 affordances affordance NNS cord-327810-kquh59ry 379 11 , , , cord-327810-kquh59ry 379 12 which which WDT cord-327810-kquh59ry 379 13 is be VBZ cord-327810-kquh59ry 379 14 an an DT cord-327810-kquh59ry 379 15 area area NN cord-327810-kquh59ry 379 16 that that WDT cord-327810-kquh59ry 379 17 tends tend VBZ cord-327810-kquh59ry 379 18 to to TO cord-327810-kquh59ry 379 19 be be VB cord-327810-kquh59ry 379 20 neglected neglect VBN cord-327810-kquh59ry 379 21 in in IN cord-327810-kquh59ry 379 22 empirical empirical JJ cord-327810-kquh59ry 379 23 research research NN cord-327810-kquh59ry 379 24 ( ( -LRB- cord-327810-kquh59ry 379 25 Volkoff Volkoff NNP cord-327810-kquh59ry 379 26 & & CC cord-327810-kquh59ry 379 27 Strong Strong NNP cord-327810-kquh59ry 379 28 , , , cord-327810-kquh59ry 379 29 2013 2013 CD cord-327810-kquh59ry 379 30 ) ) -RRB- cord-327810-kquh59ry 379 31 , , , cord-327810-kquh59ry 379 32 yet yet CC cord-327810-kquh59ry 379 33 is be VBZ cord-327810-kquh59ry 379 34 absolutely absolutely RB cord-327810-kquh59ry 379 35 critical critical JJ cord-327810-kquh59ry 379 36 to to TO cord-327810-kquh59ry 379 37 understand understand VB cord-327810-kquh59ry 379 38 why why WRB cord-327810-kquh59ry 379 39 technology technology NN cord-327810-kquh59ry 379 40 sometimes sometimes RB cord-327810-kquh59ry 379 41 fail fail VBP cord-327810-kquh59ry 379 42 to to TO cord-327810-kquh59ry 379 43 meet meet VB cord-327810-kquh59ry 379 44 expectations expectation NNS cord-327810-kquh59ry 379 45 . . . cord-327810-kquh59ry 380 1 We -PRON- PRP cord-327810-kquh59ry 380 2 also also RB cord-327810-kquh59ry 380 3 contributed contribute VBD cord-327810-kquh59ry 380 4 to to IN cord-327810-kquh59ry 380 5 the the DT cord-327810-kquh59ry 380 6 body body NN cord-327810-kquh59ry 380 7 of of IN cord-327810-kquh59ry 380 8 work work NN cord-327810-kquh59ry 380 9 on on IN cord-327810-kquh59ry 380 10 affordance affordance NNP cord-327810-kquh59ry 380 11 realisation realisation NN cord-327810-kquh59ry 380 12 processes process NNS cord-327810-kquh59ry 380 13 at at IN cord-327810-kquh59ry 380 14 organisational organisational JJ cord-327810-kquh59ry 380 15 level level NN cord-327810-kquh59ry 380 16 . . . cord-327810-kquh59ry 381 1 Affordances affordance NNS cord-327810-kquh59ry 381 2 research research NN cord-327810-kquh59ry 381 3 often often RB cord-327810-kquh59ry 381 4 adopts adopt VBZ cord-327810-kquh59ry 381 5 a a DT cord-327810-kquh59ry 381 6 first first JJ cord-327810-kquh59ry 381 7 - - HYPH cord-327810-kquh59ry 381 8 person person NN cord-327810-kquh59ry 381 9 perspective perspective NN cord-327810-kquh59ry 381 10 , , , cord-327810-kquh59ry 381 11 focusing focus VBG cord-327810-kquh59ry 381 12 on on IN cord-327810-kquh59ry 381 13 the the DT cord-327810-kquh59ry 381 14 perceptions perception NNS cord-327810-kquh59ry 381 15 and and CC cord-327810-kquh59ry 381 16 actions action NNS cord-327810-kquh59ry 381 17 of of IN cord-327810-kquh59ry 381 18 individual individual JJ cord-327810-kquh59ry 381 19 actors actor NNS cord-327810-kquh59ry 381 20 . . . cord-327810-kquh59ry 382 1 Yet yet RB cord-327810-kquh59ry 382 2 , , , cord-327810-kquh59ry 382 3 as as IN cord-327810-kquh59ry 382 4 shown show VBN cord-327810-kquh59ry 382 5 by by IN cord-327810-kquh59ry 382 6 Capra Capra NNP cord-327810-kquh59ry 382 7 and and CC cord-327810-kquh59ry 382 8 Luisi Luisi NNP cord-327810-kquh59ry 382 9 ( ( -LRB- cord-327810-kquh59ry 382 10 2014 2014 CD cord-327810-kquh59ry 382 11 ) ) -RRB- cord-327810-kquh59ry 382 12 , , , cord-327810-kquh59ry 382 13 organisations organisation NNS cord-327810-kquh59ry 382 14 manifest manifest VBP cord-327810-kquh59ry 382 15 properties property NNS cord-327810-kquh59ry 382 16 different different JJ cord-327810-kquh59ry 382 17 from from IN cord-327810-kquh59ry 382 18 those those DT cord-327810-kquh59ry 382 19 of of IN cord-327810-kquh59ry 382 20 the the DT cord-327810-kquh59ry 382 21 sum sum NN cord-327810-kquh59ry 382 22 of of IN cord-327810-kquh59ry 382 23 its -PRON- PRP$ cord-327810-kquh59ry 382 24 groups group NNS cord-327810-kquh59ry 382 25 or or CC cord-327810-kquh59ry 382 26 individuals individual NNS cord-327810-kquh59ry 382 27 . . . cord-327810-kquh59ry 383 1 However however RB cord-327810-kquh59ry 383 2 , , , cord-327810-kquh59ry 383 3 we -PRON- PRP cord-327810-kquh59ry 383 4 acknowledge acknowledge VBP cord-327810-kquh59ry 383 5 that that IN cord-327810-kquh59ry 383 6 our -PRON- PRP$ cord-327810-kquh59ry 383 7 understanding understanding NN cord-327810-kquh59ry 383 8 of of IN cord-327810-kquh59ry 383 9 the the DT cord-327810-kquh59ry 383 10 phenomenon phenomenon NN cord-327810-kquh59ry 383 11 would would MD cord-327810-kquh59ry 383 12 have have VB cord-327810-kquh59ry 383 13 been be VBN cord-327810-kquh59ry 383 14 more more RBR cord-327810-kquh59ry 383 15 thorough thorough JJ cord-327810-kquh59ry 383 16 if if IN cord-327810-kquh59ry 383 17 we -PRON- PRP cord-327810-kquh59ry 383 18 had have VBD cord-327810-kquh59ry 383 19 considered consider VBN cord-327810-kquh59ry 383 20 both both CC cord-327810-kquh59ry 383 21 the the DT cord-327810-kquh59ry 383 22 organisational organisational JJ cord-327810-kquh59ry 383 23 and and CC cord-327810-kquh59ry 383 24 the the DT cord-327810-kquh59ry 383 25 individual individual JJ cord-327810-kquh59ry 383 26 perspectives perspective NNS cord-327810-kquh59ry 383 27 . . . cord-327810-kquh59ry 384 1 For for IN cord-327810-kquh59ry 384 2 instance instance NN cord-327810-kquh59ry 384 3 , , , cord-327810-kquh59ry 384 4 we -PRON- PRP cord-327810-kquh59ry 384 5 only only RB cord-327810-kquh59ry 384 6 considered consider VBD cord-327810-kquh59ry 384 7 resources resource NNS cord-327810-kquh59ry 384 8 at at IN cord-327810-kquh59ry 384 9 the the DT cord-327810-kquh59ry 384 10 level level NN cord-327810-kquh59ry 384 11 of of IN cord-327810-kquh59ry 384 12 the the DT cord-327810-kquh59ry 384 13 organisation organisation NN cord-327810-kquh59ry 384 14 , , , cord-327810-kquh59ry 384 15 yet yet CC cord-327810-kquh59ry 384 16 the the DT cord-327810-kquh59ry 384 17 characteristics characteristic NNS cord-327810-kquh59ry 384 18 of of IN cord-327810-kquh59ry 384 19 individual individual JJ cord-327810-kquh59ry 384 20 actors actor NNS cord-327810-kquh59ry 384 21 within within IN cord-327810-kquh59ry 384 22 the the DT cord-327810-kquh59ry 384 23 organisation organisation NN cord-327810-kquh59ry 384 24 can can MD cord-327810-kquh59ry 384 25 also also RB cord-327810-kquh59ry 384 26 have have VB cord-327810-kquh59ry 384 27 an an DT cord-327810-kquh59ry 384 28 impact impact NN cord-327810-kquh59ry 384 29 on on IN cord-327810-kquh59ry 384 30 the the DT cord-327810-kquh59ry 384 31 realisation realisation NN cord-327810-kquh59ry 384 32 of of IN cord-327810-kquh59ry 384 33 affordances affordance NNS cord-327810-kquh59ry 384 34 , , , cord-327810-kquh59ry 384 35 namely namely RB cord-327810-kquh59ry 384 36 that that IN cord-327810-kquh59ry 384 37 the the DT cord-327810-kquh59ry 384 38 willingness willingness NN cord-327810-kquh59ry 384 39 and and CC cord-327810-kquh59ry 384 40 ability ability NN cord-327810-kquh59ry 384 41 to to TO cord-327810-kquh59ry 384 42 perceive perceive VB cord-327810-kquh59ry 384 43 or or CC cord-327810-kquh59ry 384 44 realise realise VB cord-327810-kquh59ry 384 45 the the DT cord-327810-kquh59ry 384 46 affordance affordance NN cord-327810-kquh59ry 384 47 may may MD cord-327810-kquh59ry 384 48 be be VB cord-327810-kquh59ry 384 49 influenced influence VBN cord-327810-kquh59ry 384 50 by by IN cord-327810-kquh59ry 384 51 the the DT cord-327810-kquh59ry 384 52 individual individual NN cord-327810-kquh59ry 384 53 's 's POS cord-327810-kquh59ry 384 54 attitudes attitude NNS cord-327810-kquh59ry 384 55 , , , cord-327810-kquh59ry 384 56 skills skill NNS cord-327810-kquh59ry 384 57 and and CC cord-327810-kquh59ry 384 58 previous previous JJ cord-327810-kquh59ry 384 59 experiences experience NNS cord-327810-kquh59ry 384 60 ( ( -LRB- cord-327810-kquh59ry 384 61 Volkoff Volkoff NNP cord-327810-kquh59ry 384 62 & & CC cord-327810-kquh59ry 384 63 Strong Strong NNP cord-327810-kquh59ry 384 64 , , , cord-327810-kquh59ry 384 65 2013 2013 CD cord-327810-kquh59ry 384 66 ) ) -RRB- cord-327810-kquh59ry 384 67 . . . cord-327810-kquh59ry 385 1 For for IN cord-327810-kquh59ry 385 2 instance instance NN cord-327810-kquh59ry 385 3 , , , cord-327810-kquh59ry 385 4 it -PRON- PRP cord-327810-kquh59ry 385 5 has have VBZ cord-327810-kquh59ry 385 6 been be VBN cord-327810-kquh59ry 385 7 shown show VBN cord-327810-kquh59ry 385 8 that that IN cord-327810-kquh59ry 385 9 key key JJ cord-327810-kquh59ry 385 10 decision decision NN cord-327810-kquh59ry 385 11 - - HYPH cord-327810-kquh59ry 385 12 makers maker NNS cord-327810-kquh59ry 385 13 ' ' POS cord-327810-kquh59ry 385 14 attitudes attitude NNS cord-327810-kquh59ry 385 15 towards towards IN cord-327810-kquh59ry 385 16 big big JJ cord-327810-kquh59ry 385 17 data data NN cord-327810-kquh59ry 385 18 influence influence NN cord-327810-kquh59ry 385 19 how how WRB cord-327810-kquh59ry 385 20 , , , cord-327810-kquh59ry 385 21 or or CC cord-327810-kquh59ry 385 22 indeed indeed RB cord-327810-kquh59ry 385 23 whether whether IN cord-327810-kquh59ry 385 24 , , , cord-327810-kquh59ry 385 25 the the DT cord-327810-kquh59ry 385 26 organisation organisation NN cord-327810-kquh59ry 385 27 takes take VBZ cord-327810-kquh59ry 385 28 advantage advantage NN cord-327810-kquh59ry 385 29 of of IN cord-327810-kquh59ry 385 30 this this DT cord-327810-kquh59ry 385 31 technological technological JJ cord-327810-kquh59ry 385 32 development development NN cord-327810-kquh59ry 385 33 ( ( -LRB- cord-327810-kquh59ry 385 34 Merendino Merendino NNP cord-327810-kquh59ry 385 35 et et NNP cord-327810-kquh59ry 385 36 al al NNP cord-327810-kquh59ry 385 37 . . NNP cord-327810-kquh59ry 385 38 , , , cord-327810-kquh59ry 385 39 2018 2018 CD cord-327810-kquh59ry 385 40 ) ) -RRB- cord-327810-kquh59ry 385 41 . . . cord-327810-kquh59ry 386 1 Finally finally RB cord-327810-kquh59ry 386 2 , , , cord-327810-kquh59ry 386 3 we -PRON- PRP cord-327810-kquh59ry 386 4 responded respond VBD cord-327810-kquh59ry 386 5 to to IN cord-327810-kquh59ry 386 6 calls call NNS cord-327810-kquh59ry 386 7 for for IN cord-327810-kquh59ry 386 8 investigating investigate VBG cord-327810-kquh59ry 386 9 not not RB cord-327810-kquh59ry 386 10 only only RB cord-327810-kquh59ry 386 11 how how WRB cord-327810-kquh59ry 386 12 AI AI NNP cord-327810-kquh59ry 386 13 is be VBZ cord-327810-kquh59ry 386 14 used use VBN cord-327810-kquh59ry 386 15 , , , cord-327810-kquh59ry 386 16 but but CC cord-327810-kquh59ry 386 17 also also RB cord-327810-kquh59ry 386 18 how how WRB cord-327810-kquh59ry 386 19 algorithms algorithm NNS cord-327810-kquh59ry 386 20 are be VBP cord-327810-kquh59ry 386 21 developed develop VBN cord-327810-kquh59ry 386 22 ( ( -LRB- cord-327810-kquh59ry 386 23 e.g. e.g. RB cord-327810-kquh59ry 386 24 Constantiou Constantiou NNP cord-327810-kquh59ry 386 25 & & CC cord-327810-kquh59ry 386 26 Kallinikos Kallinikos NNP cord-327810-kquh59ry 386 27 , , , cord-327810-kquh59ry 386 28 2015 2015 CD cord-327810-kquh59ry 386 29 ) ) -RRB- cord-327810-kquh59ry 386 30 . . . cord-327810-kquh59ry 387 1 We -PRON- PRP cord-327810-kquh59ry 387 2 followed follow VBD cord-327810-kquh59ry 387 3 the the DT cord-327810-kquh59ry 387 4 approach approach NN cord-327810-kquh59ry 387 5 recommended recommend VBN cord-327810-kquh59ry 387 6 by by IN cord-327810-kquh59ry 387 7 O O NNP cord-327810-kquh59ry 387 8 ' ' '' cord-327810-kquh59ry 387 9 Neil Neil NNP cord-327810-kquh59ry 387 10 and and CC cord-327810-kquh59ry 387 11 Schutt Schutt NNP cord-327810-kquh59ry 387 12 ( ( -LRB- cord-327810-kquh59ry 387 13 2013 2013 CD cord-327810-kquh59ry 387 14 ) ) -RRB- cord-327810-kquh59ry 387 15 , , , cord-327810-kquh59ry 387 16 collecting collect VBG cord-327810-kquh59ry 387 17 data datum NNS cord-327810-kquh59ry 387 18 about about IN cord-327810-kquh59ry 387 19 the the DT cord-327810-kquh59ry 387 20 technology technology NN cord-327810-kquh59ry 387 21 itself -PRON- PRP cord-327810-kquh59ry 387 22 , , , cord-327810-kquh59ry 387 23 as as RB cord-327810-kquh59ry 387 24 well well RB cord-327810-kquh59ry 387 25 as as IN cord-327810-kquh59ry 387 26 the the DT cord-327810-kquh59ry 387 27 process process NN cord-327810-kquh59ry 387 28 and and CC cord-327810-kquh59ry 387 29 the the DT cord-327810-kquh59ry 387 30 team team NN cord-327810-kquh59ry 387 31 in in IN cord-327810-kquh59ry 387 32 charge charge NN cord-327810-kquh59ry 387 33 of of IN cord-327810-kquh59ry 387 34 its -PRON- PRP$ cord-327810-kquh59ry 387 35 deployment deployment NN cord-327810-kquh59ry 387 36 and and CC cord-327810-kquh59ry 387 37 use use NN cord-327810-kquh59ry 387 38 . . . cord-327810-kquh59ry 388 1 To to TO cord-327810-kquh59ry 388 2 be be VB cord-327810-kquh59ry 388 3 clear clear JJ cord-327810-kquh59ry 388 4 , , , cord-327810-kquh59ry 388 5 due due IN cord-327810-kquh59ry 388 6 to to IN cord-327810-kquh59ry 388 7 the the DT cord-327810-kquh59ry 388 8 nature nature NN cord-327810-kquh59ry 388 9 of of IN cord-327810-kquh59ry 388 10 the the DT cord-327810-kquh59ry 388 11 application application NN cord-327810-kquh59ry 388 12 ( ( -LRB- cord-327810-kquh59ry 388 13 crime crime NN cord-327810-kquh59ry 388 14 detection detection NN cord-327810-kquh59ry 388 15 and and CC cord-327810-kquh59ry 388 16 prevention prevention NN cord-327810-kquh59ry 388 17 ) ) -RRB- cord-327810-kquh59ry 388 18 , , , cord-327810-kquh59ry 388 19 and and CC cord-327810-kquh59ry 388 20 the the DT cord-327810-kquh59ry 388 21 conditions condition NNS cord-327810-kquh59ry 388 22 of of IN cord-327810-kquh59ry 388 23 access access NN cord-327810-kquh59ry 388 24 to to IN cord-327810-kquh59ry 388 25 the the DT cord-327810-kquh59ry 388 26 organisation organisation NN cord-327810-kquh59ry 388 27 , , , cord-327810-kquh59ry 388 28 it -PRON- PRP cord-327810-kquh59ry 388 29 was be VBD cord-327810-kquh59ry 388 30 not not RB cord-327810-kquh59ry 388 31 possible possible JJ cord-327810-kquh59ry 388 32 to to TO cord-327810-kquh59ry 388 33 report report VB cord-327810-kquh59ry 388 34 , , , cord-327810-kquh59ry 388 35 in in IN cord-327810-kquh59ry 388 36 this this DT cord-327810-kquh59ry 388 37 paper paper NN cord-327810-kquh59ry 388 38 , , , cord-327810-kquh59ry 388 39 on on IN cord-327810-kquh59ry 388 40 certain certain JJ cord-327810-kquh59ry 388 41 technical technical JJ cord-327810-kquh59ry 388 42 characteristics characteristic NNS cord-327810-kquh59ry 388 43 of of IN cord-327810-kquh59ry 388 44 the the DT cord-327810-kquh59ry 388 45 algorithms algorithm NNS cord-327810-kquh59ry 388 46 deployed deploy VBN cord-327810-kquh59ry 388 47 by by IN cord-327810-kquh59ry 388 48 the the DT cord-327810-kquh59ry 388 49 financial financial JJ cord-327810-kquh59ry 388 50 service service NN cord-327810-kquh59ry 388 51 organisation organisation NN cord-327810-kquh59ry 388 52 , , , cord-327810-kquh59ry 388 53 such such JJ cord-327810-kquh59ry 388 54 as as IN cord-327810-kquh59ry 388 55 the the DT cord-327810-kquh59ry 388 56 proxy proxy NN cord-327810-kquh59ry 388 57 variables variable NNS cord-327810-kquh59ry 388 58 or or CC cord-327810-kquh59ry 388 59 the the DT cord-327810-kquh59ry 388 60 clustering clustering NN cord-327810-kquh59ry 388 61 techniques technique NNS cord-327810-kquh59ry 388 62 used use VBN cord-327810-kquh59ry 388 63 . . . cord-327810-kquh59ry 389 1 Doing do VBG cord-327810-kquh59ry 389 2 so so RB cord-327810-kquh59ry 389 3 would would MD cord-327810-kquh59ry 389 4 have have VB cord-327810-kquh59ry 389 5 undermined undermine VBN cord-327810-kquh59ry 389 6 the the DT cord-327810-kquh59ry 389 7 organisation organisation NN cord-327810-kquh59ry 389 8 's 's POS cord-327810-kquh59ry 389 9 efforts effort NNS cord-327810-kquh59ry 389 10 to to TO cord-327810-kquh59ry 389 11 detect detect VB cord-327810-kquh59ry 389 12 criminal criminal JJ cord-327810-kquh59ry 389 13 activity activity NN cord-327810-kquh59ry 389 14 , , , cord-327810-kquh59ry 389 15 and and CC cord-327810-kquh59ry 389 16 would would MD cord-327810-kquh59ry 389 17 go go VB cord-327810-kquh59ry 389 18 against against IN cord-327810-kquh59ry 389 19 the the DT cord-327810-kquh59ry 389 20 conditions condition NNS cord-327810-kquh59ry 389 21 of of IN cord-327810-kquh59ry 389 22 access access NN cord-327810-kquh59ry 389 23 granted grant VBN cord-327810-kquh59ry 389 24 for for IN cord-327810-kquh59ry 389 25 this this DT cord-327810-kquh59ry 389 26 research research NN cord-327810-kquh59ry 389 27 . . . cord-327810-kquh59ry 390 1 The the DT cord-327810-kquh59ry 390 2 inability inability NN cord-327810-kquh59ry 390 3 to to TO cord-327810-kquh59ry 390 4 report report VB cord-327810-kquh59ry 390 5 on on IN cord-327810-kquh59ry 390 6 these these DT cord-327810-kquh59ry 390 7 aspects aspect NNS cord-327810-kquh59ry 390 8 limited limit VBD cord-327810-kquh59ry 390 9 the the DT cord-327810-kquh59ry 390 10 technical technical JJ cord-327810-kquh59ry 390 11 contribution contribution NN cord-327810-kquh59ry 390 12 from from IN cord-327810-kquh59ry 390 13 this this DT cord-327810-kquh59ry 390 14 research research NN cord-327810-kquh59ry 390 15 . . . cord-327810-kquh59ry 391 1 Nonetheless nonetheless RB cord-327810-kquh59ry 391 2 , , , cord-327810-kquh59ry 391 3 this this DT cord-327810-kquh59ry 391 4 paper paper NN cord-327810-kquh59ry 391 5 filled fill VBD cord-327810-kquh59ry 391 6 an an DT cord-327810-kquh59ry 391 7 important important JJ cord-327810-kquh59ry 391 8 gap gap NN cord-327810-kquh59ry 391 9 previously previously RB cord-327810-kquh59ry 391 10 noticed notice VBD cord-327810-kquh59ry 391 11 in in IN cord-327810-kquh59ry 391 12 the the DT cord-327810-kquh59ry 391 13 literature literature NN cord-327810-kquh59ry 391 14 on on IN cord-327810-kquh59ry 391 15 algorithmic algorithmic JJ cord-327810-kquh59ry 391 16 decision decision NN cord-327810-kquh59ry 391 17 - - HYPH cord-327810-kquh59ry 391 18 making making NN cord-327810-kquh59ry 391 19 ( ( -LRB- cord-327810-kquh59ry 392 1 e.g. e.g. NNP cord-327810-kquh59ry 392 2 Beer Beer NNP cord-327810-kquh59ry 392 3 & & CC cord-327810-kquh59ry 392 4 Burrows Burrows NNP cord-327810-kquh59ry 392 5 , , , cord-327810-kquh59ry 392 6 2013 2013 CD cord-327810-kquh59ry 392 7 ; ; : cord-327810-kquh59ry 392 8 Newell Newell NNP cord-327810-kquh59ry 392 9 & & CC cord-327810-kquh59ry 392 10 Marabelli Marabelli NNP cord-327810-kquh59ry 392 11 , , , cord-327810-kquh59ry 392 12 2015 2015 CD cord-327810-kquh59ry 392 13 ) ) -RRB- cord-327810-kquh59ry 392 14 . . . cord-327810-kquh59ry 393 1 It -PRON- PRP cord-327810-kquh59ry 393 2 was be VBD cord-327810-kquh59ry 393 3 very very RB cord-327810-kquh59ry 393 4 difficult difficult JJ cord-327810-kquh59ry 393 5 to to TO cord-327810-kquh59ry 393 6 secure secure VB cord-327810-kquh59ry 393 7 access access NN cord-327810-kquh59ry 393 8 to to IN cord-327810-kquh59ry 393 9 the the DT cord-327810-kquh59ry 393 10 empirical empirical JJ cord-327810-kquh59ry 393 11 setting setting NN cord-327810-kquh59ry 393 12 , , , cord-327810-kquh59ry 393 13 particularly particularly RB cord-327810-kquh59ry 393 14 given give VBN cord-327810-kquh59ry 393 15 the the DT cord-327810-kquh59ry 393 16 sensitive sensitive JJ cord-327810-kquh59ry 393 17 nature nature NN cord-327810-kquh59ry 393 18 of of IN cord-327810-kquh59ry 393 19 the the DT cord-327810-kquh59ry 393 20 application application NN cord-327810-kquh59ry 393 21 . . . cord-327810-kquh59ry 394 1 It -PRON- PRP cord-327810-kquh59ry 394 2 required require VBD cord-327810-kquh59ry 394 3 lengthy lengthy JJ cord-327810-kquh59ry 394 4 negotiations negotiation NNS cord-327810-kquh59ry 394 5 , , , cord-327810-kquh59ry 394 6 a a DT cord-327810-kquh59ry 394 7 very very RB cord-327810-kquh59ry 394 8 detailed detailed JJ cord-327810-kquh59ry 394 9 plan plan NN cord-327810-kquh59ry 394 10 for for IN cord-327810-kquh59ry 394 11 the the DT cord-327810-kquh59ry 394 12 safe safe JJ cord-327810-kquh59ry 394 13 collection collection NN cord-327810-kquh59ry 394 14 and and CC cord-327810-kquh59ry 394 15 storage storage NN cord-327810-kquh59ry 394 16 of of IN cord-327810-kquh59ry 394 17 the the DT cord-327810-kquh59ry 394 18 data datum NNS cord-327810-kquh59ry 394 19 collected collect VBN cord-327810-kquh59ry 394 20 and and CC cord-327810-kquh59ry 394 21 numerous numerous JJ cord-327810-kquh59ry 394 22 checks check NNS cord-327810-kquh59ry 394 23 and and CC cord-327810-kquh59ry 394 24 reassurances reassurance NNS cord-327810-kquh59ry 394 25 . . . cord-327810-kquh59ry 395 1 Hopefully hopefully RB cord-327810-kquh59ry 395 2 , , , cord-327810-kquh59ry 395 3 other other JJ cord-327810-kquh59ry 395 4 researchers researcher NNS cord-327810-kquh59ry 395 5 will will MD cord-327810-kquh59ry 395 6 be be VB cord-327810-kquh59ry 395 7 encouraged encourage VBN cord-327810-kquh59ry 395 8 to to TO cord-327810-kquh59ry 395 9 use use VB cord-327810-kquh59ry 395 10 similar similar JJ cord-327810-kquh59ry 395 11 research research NN cord-327810-kquh59ry 395 12 strategies strategy NNS cord-327810-kquh59ry 395 13 , , , cord-327810-kquh59ry 395 14 and and CC cord-327810-kquh59ry 395 15 other other JJ cord-327810-kquh59ry 395 16 organisations organisation NNS cord-327810-kquh59ry 395 17 will will MD cord-327810-kquh59ry 395 18 facilitate facilitate VB cord-327810-kquh59ry 395 19 access access NN cord-327810-kquh59ry 395 20 to to IN cord-327810-kquh59ry 395 21 their -PRON- PRP$ cord-327810-kquh59ry 395 22 algorithms algorithm NNS cord-327810-kquh59ry 395 23 , , , cord-327810-kquh59ry 395 24 because because IN cord-327810-kquh59ry 395 25 they -PRON- PRP cord-327810-kquh59ry 395 26 appreciate appreciate VBP cord-327810-kquh59ry 395 27 the the DT cord-327810-kquh59ry 395 28 urgency urgency NN cord-327810-kquh59ry 395 29 of of IN cord-327810-kquh59ry 395 30 understanding understand VBG cord-327810-kquh59ry 395 31 the the DT cord-327810-kquh59ry 395 32 social social NN cord-327810-kquh59ry 395 33 , , , cord-327810-kquh59ry 395 34 as as RB cord-327810-kquh59ry 395 35 well well RB cord-327810-kquh59ry 395 36 as as IN cord-327810-kquh59ry 395 37 the the DT cord-327810-kquh59ry 395 38 technical technical JJ cord-327810-kquh59ry 395 39 , , , cord-327810-kquh59ry 395 40 dimensions dimension NNS cord-327810-kquh59ry 395 41 of of IN cord-327810-kquh59ry 395 42 this this DT cord-327810-kquh59ry 395 43 phenomenon phenomenon NN cord-327810-kquh59ry 395 44 . . . cord-327810-kquh59ry 396 1 Editorial editorial NN cord-327810-kquh59ry 396 2 -Big -Big : cord-327810-kquh59ry 396 3 data datum NNS cord-327810-kquh59ry 396 4 , , , cord-327810-kquh59ry 396 5 data datum NNS cord-327810-kquh59ry 396 6 science science NN cord-327810-kquh59ry 396 7 , , , cord-327810-kquh59ry 396 8 and and CC cord-327810-kquh59ry 396 9 analytics analytic NNS cord-327810-kquh59ry 396 10 : : : cord-327810-kquh59ry 397 1 The the DT cord-327810-kquh59ry 397 2 opportunity opportunity NN cord-327810-kquh59ry 397 3 and and CC cord-327810-kquh59ry 397 4 challenge challenge NN cord-327810-kquh59ry 397 5 for for IN cord-327810-kquh59ry 397 6 IS IS NNP cord-327810-kquh59ry 397 7 research research NN cord-327810-kquh59ry 397 8 Detection detection NN cord-327810-kquh59ry 397 9 and and CC cord-327810-kquh59ry 397 10 classification classification NN cord-327810-kquh59ry 397 11 of of IN cord-327810-kquh59ry 397 12 social social JJ cord-327810-kquh59ry 397 13 media medium NNS cord-327810-kquh59ry 397 14 - - HYPH cord-327810-kquh59ry 397 15 based base VBN cord-327810-kquh59ry 397 16 extremist extremist JJ cord-327810-kquh59ry 397 17 affiliations affiliation NNS cord-327810-kquh59ry 397 18 using use VBG cord-327810-kquh59ry 397 19 sentiment sentiment NN cord-327810-kquh59ry 397 20 analysis analysis NN cord-327810-kquh59ry 397 21 techniques technique NNS cord-327810-kquh59ry 397 22 Computing compute VBG cord-327810-kquh59ry 397 23 the the DT cord-327810-kquh59ry 397 24 everyday everyday NN cord-327810-kquh59ry 397 25 : : : cord-327810-kquh59ry 397 26 Social social JJ cord-327810-kquh59ry 397 27 media medium NNS cord-327810-kquh59ry 397 28 as as IN cord-327810-kquh59ry 397 29 data datum NNS cord-327810-kquh59ry 397 30 platforms platform NNS cord-327810-kquh59ry 397 31 HSBC HSBC NNP cord-327810-kquh59ry 397 32 brings bring VBZ cord-327810-kquh59ry 397 33 in in RP cord-327810-kquh59ry 397 34 AI AI NNP cord-327810-kquh59ry 397 35 to to TO cord-327810-kquh59ry 397 36 help help VB cord-327810-kquh59ry 397 37 spot spot VB cord-327810-kquh59ry 397 38 money money NN cord-327810-kquh59ry 397 39 laundering launder VBG cord-327810-kquh59ry 397 40 The the DT cord-327810-kquh59ry 397 41 Future Future NNP cord-327810-kquh59ry 397 42 of of IN cord-327810-kquh59ry 397 43 Finance Finance NNP cord-327810-kquh59ry 397 44 Terrorism Terrorism NNP cord-327810-kquh59ry 397 45 detection detection NN cord-327810-kquh59ry 397 46 based base VBN cord-327810-kquh59ry 397 47 on on IN cord-327810-kquh59ry 397 48 sentiment sentiment NN cord-327810-kquh59ry 397 49 analysis analysis NN cord-327810-kquh59ry 397 50 using use VBG cord-327810-kquh59ry 397 51 machine machine NN cord-327810-kquh59ry 397 52 learning learn VBG cord-327810-kquh59ry 397 53 Assessing assess VBG cord-327810-kquh59ry 397 54 the the DT cord-327810-kquh59ry 397 55 introduction introduction NN cord-327810-kquh59ry 397 56 of of IN cord-327810-kquh59ry 397 57 Anti anti JJ cord-327810-kquh59ry 397 58 - - JJ cord-327810-kquh59ry 397 59 Money money JJ cord-327810-kquh59ry 397 60 Laundering Laundering NNP cord-327810-kquh59ry 397 61 regulations regulation NNS cord-327810-kquh59ry 397 62 on on IN cord-327810-kquh59ry 397 63 bank bank NN cord-327810-kquh59ry 397 64 stock stock NN cord-327810-kquh59ry 397 65 valuation valuation NN cord-327810-kquh59ry 397 66 : : : cord-327810-kquh59ry 397 67 An an DT cord-327810-kquh59ry 397 68 empirical empirical JJ cord-327810-kquh59ry 397 69 analysis analysis NN cord-327810-kquh59ry 398 1 The the DT cord-327810-kquh59ry 398 2 Private Private NNP cord-327810-kquh59ry 398 3 Security Security NNP cord-327810-kquh59ry 398 4 State State NNP cord-327810-kquh59ry 398 5 ? ? . cord-327810-kquh59ry 399 1 Surveillance surveillance NN cord-327810-kquh59ry 399 2 , , , cord-327810-kquh59ry 399 3 Consumer Consumer NNP cord-327810-kquh59ry 399 4 Data Data NNP cord-327810-kquh59ry 399 5 and and CC cord-327810-kquh59ry 399 6 the the DT cord-327810-kquh59ry 399 7 War War NNP cord-327810-kquh59ry 399 8 on on IN cord-327810-kquh59ry 399 9 Terror Terror NNP cord-327810-kquh59ry 399 10 Artificial Artificial NNP cord-327810-kquh59ry 399 11 intelligence intelligence NN cord-327810-kquh59ry 399 12 and and CC cord-327810-kquh59ry 399 13 financial financial JJ cord-327810-kquh59ry 399 14 services service NNS cord-327810-kquh59ry 399 15 : : : cord-327810-kquh59ry 399 16 Regulatory regulatory JJ cord-327810-kquh59ry 399 17 tracking tracking NN cord-327810-kquh59ry 399 18 and and CC cord-327810-kquh59ry 399 19 change change NN cord-327810-kquh59ry 399 20 management management NN cord-327810-kquh59ry 400 1 Popular popular JJ cord-327810-kquh59ry 400 2 culture culture NN cord-327810-kquh59ry 400 3 , , , cord-327810-kquh59ry 400 4 digital digital JJ cord-327810-kquh59ry 400 5 archives archive NNS cord-327810-kquh59ry 400 6 and and CC cord-327810-kquh59ry 400 7 the the DT cord-327810-kquh59ry 400 8 new new JJ cord-327810-kquh59ry 400 9 social social JJ cord-327810-kquh59ry 400 10 life life NN cord-327810-kquh59ry 400 11 of of IN cord-327810-kquh59ry 400 12 data datum NNS cord-327810-kquh59ry 400 13 . . . cord-327810-kquh59ry 401 1 Theory theory NN cord-327810-kquh59ry 402 1 An an DT cord-327810-kquh59ry 402 2 introductory introductory NN cord-327810-kquh59ry 402 3 who who WP cord-327810-kquh59ry 402 4 's be VBZ cord-327810-kquh59ry 402 5 who who WP cord-327810-kquh59ry 402 6 for for IN cord-327810-kquh59ry 402 7 money money NN cord-327810-kquh59ry 402 8 laundering laundering NN cord-327810-kquh59ry 402 9 investigators investigator NNS cord-327810-kquh59ry 402 10 Understanding understand VBG cord-327810-kquh59ry 402 11 the the DT cord-327810-kquh59ry 402 12 Actualization actualization NN cord-327810-kquh59ry 402 13 of of IN cord-327810-kquh59ry 402 14 Affordances Affordances NNPS cord-327810-kquh59ry 402 15 : : : cord-327810-kquh59ry 403 1 A a DT cord-327810-kquh59ry 403 2 Study study NN cord-327810-kquh59ry 403 3 in in IN cord-327810-kquh59ry 403 4 the the DT cord-327810-kquh59ry 403 5 Process Process NNP cord-327810-kquh59ry 403 6 Modeling Modeling NNP cord-327810-kquh59ry 403 7 Context Context NNP cord-327810-kquh59ry 403 8 Bounded Bounded NNP cord-327810-kquh59ry 403 9 Semiotics semiotic NNS cord-327810-kquh59ry 403 10 : : : cord-327810-kquh59ry 403 11 from from IN cord-327810-kquh59ry 403 12 Utopian Utopian NNP cord-327810-kquh59ry 403 13 to to IN cord-327810-kquh59ry 403 14 Evolutionary Evolutionary NNP cord-327810-kquh59ry 403 15 Models Models NNPS cord-327810-kquh59ry 403 16 of of IN cord-327810-kquh59ry 403 17 Communication Communication NNP cord-327810-kquh59ry 403 18 Sorting sort VBG cord-327810-kquh59ry 403 19 things thing NNS cord-327810-kquh59ry 403 20 out out RP cord-327810-kquh59ry 403 21 : : : cord-327810-kquh59ry 403 22 Classification classification NN cord-327810-kquh59ry 403 23 and and CC cord-327810-kquh59ry 403 24 its -PRON- PRP$ cord-327810-kquh59ry 403 25 Consequences consequence NNS cord-327810-kquh59ry 404 1 What what WP cord-327810-kquh59ry 404 2 Every every DT cord-327810-kquh59ry 404 3 CEO ceo NN cord-327810-kquh59ry 404 4 Needs need VBZ cord-327810-kquh59ry 404 5 to to TO cord-327810-kquh59ry 404 6 Know know VB cord-327810-kquh59ry 404 7 to to TO cord-327810-kquh59ry 404 8 Succeed succeed VB cord-327810-kquh59ry 404 9 with with IN cord-327810-kquh59ry 404 10 AI AI NNP cord-327810-kquh59ry 404 11 Business Business NNP cord-327810-kquh59ry 404 12 ethics ethic NNS cord-327810-kquh59ry 404 13 should should MD cord-327810-kquh59ry 404 14 study study VB cord-327810-kquh59ry 404 15 illicit illicit JJ cord-327810-kquh59ry 404 16 businesses business NNS cord-327810-kquh59ry 404 17 : : : cord-327810-kquh59ry 405 1 To to TO cord-327810-kquh59ry 405 2 advance advance VB cord-327810-kquh59ry 405 3 respect respect NN cord-327810-kquh59ry 405 4 for for IN cord-327810-kquh59ry 405 5 human human JJ cord-327810-kquh59ry 405 6 rights right NNS cord-327810-kquh59ry 405 7 Big big JJ cord-327810-kquh59ry 405 8 data datum NNS cord-327810-kquh59ry 405 9 , , , cord-327810-kquh59ry 405 10 organisational organisational JJ cord-327810-kquh59ry 405 11 learning learning NN cord-327810-kquh59ry 405 12 , , , cord-327810-kquh59ry 405 13 and and CC cord-327810-kquh59ry 405 14 sensemaking sensemaking NN cord-327810-kquh59ry 405 15 : : : cord-327810-kquh59ry 406 1 Theorizing theorize VBG cord-327810-kquh59ry 406 2 interpretive interpretive JJ cord-327810-kquh59ry 406 3 challenges challenge NNS cord-327810-kquh59ry 406 4 under under IN cord-327810-kquh59ry 406 5 conditions condition NNS cord-327810-kquh59ry 406 6 of of IN cord-327810-kquh59ry 406 7 dynamic dynamic JJ cord-327810-kquh59ry 406 8 complexity complexity NN cord-327810-kquh59ry 406 9 Artificial artificial JJ cord-327810-kquh59ry 406 10 intelligence intelligence NN cord-327810-kquh59ry 406 11 and and CC cord-327810-kquh59ry 406 12 machine machine NN cord-327810-kquh59ry 406 13 learning learn VBG cord-327810-kquh59ry 406 14 as as IN cord-327810-kquh59ry 406 15 business business NN cord-327810-kquh59ry 406 16 tools tool NNS cord-327810-kquh59ry 406 17 : : : cord-327810-kquh59ry 407 1 Factors factor NNS cord-327810-kquh59ry 407 2 influencing influence VBG cord-327810-kquh59ry 407 3 value value NN cord-327810-kquh59ry 407 4 creation creation NN cord-327810-kquh59ry 407 5 and and CC cord-327810-kquh59ry 407 6 value value NN cord-327810-kquh59ry 407 7 destruction destruction NN cord-327810-kquh59ry 407 8 Unpacking unpack VBG cord-327810-kquh59ry 407 9 the the DT cord-327810-kquh59ry 407 10 interplay interplay NN cord-327810-kquh59ry 407 11 between between IN cord-327810-kquh59ry 407 12 organisational organisational JJ cord-327810-kquh59ry 407 13 factors factor NNS cord-327810-kquh59ry 407 14 and and CC cord-327810-kquh59ry 407 15 the the DT cord-327810-kquh59ry 407 16 economic economic JJ cord-327810-kquh59ry 407 17 environment environment NN cord-327810-kquh59ry 407 18 in in IN cord-327810-kquh59ry 407 19 the the DT cord-327810-kquh59ry 407 20 creation creation NN cord-327810-kquh59ry 407 21 of of IN cord-327810-kquh59ry 407 22 consumer consumer NN cord-327810-kquh59ry 407 23 vulnerability vulnerability NN cord-327810-kquh59ry 408 1 The the DT cord-327810-kquh59ry 408 2 role role NN cord-327810-kquh59ry 408 3 of of IN cord-327810-kquh59ry 408 4 customer customer NN cord-327810-kquh59ry 408 5 management management NN cord-327810-kquh59ry 408 6 capabilities capability NNS cord-327810-kquh59ry 408 7 in in IN cord-327810-kquh59ry 408 8 public public JJ cord-327810-kquh59ry 408 9 - - HYPH cord-327810-kquh59ry 408 10 private private JJ cord-327810-kquh59ry 408 11 partnerships partnership NNS cord-327810-kquh59ry 408 12 The the DT cord-327810-kquh59ry 408 13 Systems Systems NNPS cord-327810-kquh59ry 408 14 View View NNP cord-327810-kquh59ry 408 15 of of IN cord-327810-kquh59ry 408 16 Life life NN cord-327810-kquh59ry 408 17 : : : cord-327810-kquh59ry 408 18 a a DT cord-327810-kquh59ry 408 19 Unifying Unifying NNP cord-327810-kquh59ry 408 20 Vision Vision NNP cord-327810-kquh59ry 408 21 An an DT cord-327810-kquh59ry 408 22 artificial artificial JJ cord-327810-kquh59ry 408 23 intelligence intelligence NN cord-327810-kquh59ry 408 24 system system NN cord-327810-kquh59ry 408 25 to to TO cord-327810-kquh59ry 408 26 predict predict VB cord-327810-kquh59ry 408 27 quality quality NN cord-327810-kquh59ry 408 28 of of IN cord-327810-kquh59ry 408 29 service service NN cord-327810-kquh59ry 408 30 in in IN cord-327810-kquh59ry 408 31 banking banking NN cord-327810-kquh59ry 408 32 organisations organisation NNS cord-327810-kquh59ry 408 33 Confronting confront VBG cord-327810-kquh59ry 408 34 the the DT cord-327810-kquh59ry 408 35 Risks risk NNS cord-327810-kquh59ry 408 36 of of IN cord-327810-kquh59ry 408 37 Artificial Artificial NNP cord-327810-kquh59ry 408 38 Intelligence Intelligence NNP cord-327810-kquh59ry 408 39 Share Share NNP cord-327810-kquh59ry 408 40 of of IN cord-327810-kquh59ry 408 41 People People NNS cord-327810-kquh59ry 408 42 using use VBG cord-327810-kquh59ry 408 43 Internet Internet NNP cord-327810-kquh59ry 408 44 Banking Banking NNP cord-327810-kquh59ry 408 45 in in IN cord-327810-kquh59ry 408 46 Great Great NNP cord-327810-kquh59ry 408 47 Britain Britain NNP cord-327810-kquh59ry 408 48 New New NNP cord-327810-kquh59ry 408 49 Games Games NNPS cord-327810-kquh59ry 408 50 , , , cord-327810-kquh59ry 408 51 new new JJ cord-327810-kquh59ry 408 52 rules rule NNS cord-327810-kquh59ry 408 53 : : : cord-327810-kquh59ry 408 54 Big big JJ cord-327810-kquh59ry 408 55 data datum NNS cord-327810-kquh59ry 408 56 and and CC cord-327810-kquh59ry 408 57 the the DT cord-327810-kquh59ry 408 58 changing change VBG cord-327810-kquh59ry 408 59 context context NN cord-327810-kquh59ry 408 60 of of IN cord-327810-kquh59ry 408 61 strategy strategy NN cord-327810-kquh59ry 409 1 Introduction introduction NN cord-327810-kquh59ry 409 2 to to IN cord-327810-kquh59ry 409 3 algorithms algorithm NNS cord-327810-kquh59ry 409 4 Pandemic Pandemic NNP cord-327810-kquh59ry 409 5 will will MD cord-327810-kquh59ry 409 6 force force VB cord-327810-kquh59ry 409 7 organised organised JJ cord-327810-kquh59ry 409 8 crime crime NN cord-327810-kquh59ry 409 9 groups group NNS cord-327810-kquh59ry 409 10 to to TO cord-327810-kquh59ry 409 11 find find VB cord-327810-kquh59ry 409 12 new new JJ cord-327810-kquh59ry 409 13 business business NN cord-327810-kquh59ry 409 14 models model NNS cord-327810-kquh59ry 409 15 . . . cord-327810-kquh59ry 410 1 The the DT cord-327810-kquh59ry 410 2 Strategist Strategist NNP cord-327810-kquh59ry 410 3 Research Research NNP cord-327810-kquh59ry 410 4 Design Design NNP cord-327810-kquh59ry 410 5 : : : cord-327810-kquh59ry 410 6 Qualitative qualitative JJ cord-327810-kquh59ry 410 7 , , , cord-327810-kquh59ry 410 8 Quantitative Quantitative NNP cord-327810-kquh59ry 410 9 , , , cord-327810-kquh59ry 410 10 and and CC cord-327810-kquh59ry 410 11 Mixed Mixed NNP cord-327810-kquh59ry 410 12 Method Method NNP cord-327810-kquh59ry 410 13 Approaches approach NNS cord-327810-kquh59ry 411 1 Can Can MD cord-327810-kquh59ry 411 2 AI AI NNP cord-327810-kquh59ry 411 3 's 's POS cord-327810-kquh59ry 411 4 ' ' `` cord-327810-kquh59ry 411 5 black black JJ cord-327810-kquh59ry 411 6 box box NN cord-327810-kquh59ry 411 7 ' ' '' cord-327810-kquh59ry 411 8 problem problem NN cord-327810-kquh59ry 411 9 be be VB cord-327810-kquh59ry 411 10 solved solve VBN cord-327810-kquh59ry 411 11 ? ? . cord-327810-kquh59ry 412 1 American American NNP cord-327810-kquh59ry 412 2 Banker Banker NNP cord-327810-kquh59ry 412 3 ISIS ISIS NNP cord-327810-kquh59ry 412 4 and and CC cord-327810-kquh59ry 412 5 heritage heritage NN cord-327810-kquh59ry 412 6 destruction destruction NN cord-327810-kquh59ry 412 7 : : : cord-327810-kquh59ry 413 1 A a DT cord-327810-kquh59ry 413 2 sentiment sentiment NN cord-327810-kquh59ry 413 3 analysis analysis NN cord-327810-kquh59ry 413 4 Cognition Cognition NNP cord-327810-kquh59ry 413 5 matters matter VBZ cord-327810-kquh59ry 414 1 : : : cord-327810-kquh59ry 414 2 Enduring endure VBG cord-327810-kquh59ry 414 3 questions question NNS cord-327810-kquh59ry 414 4 in in IN cord-327810-kquh59ry 414 5 cognitive cognitive JJ cord-327810-kquh59ry 414 6 IS IS NNP cord-327810-kquh59ry 414 7 research research NN cord-327810-kquh59ry 414 8 More more RBR cord-327810-kquh59ry 414 9 enduring enduring JJ cord-327810-kquh59ry 414 10 questions question NNS cord-327810-kquh59ry 414 11 in in IN cord-327810-kquh59ry 414 12 cognitive cognitive JJ cord-327810-kquh59ry 414 13 IS IS NNP cord-327810-kquh59ry 414 14 research research NN cord-327810-kquh59ry 414 15 : : : cord-327810-kquh59ry 414 16 A a DT cord-327810-kquh59ry 414 17 reply reply NN cord-327810-kquh59ry 414 18 Speculative Speculative NNP cord-327810-kquh59ry 414 19 Security Security NNP cord-327810-kquh59ry 414 20 . . . cord-327810-kquh59ry 415 1 The the DT cord-327810-kquh59ry 415 2 Politics Politics NNPS cord-327810-kquh59ry 415 3 of of IN cord-327810-kquh59ry 415 4 Pursuing pursue VBG cord-327810-kquh59ry 415 5 Terrorist Terrorist NNP cord-327810-kquh59ry 415 6 Monies Monies NNPS cord-327810-kquh59ry 415 7 Language Language NNP cord-327810-kquh59ry 415 8 / / SYM cord-327810-kquh59ry 415 9 action action NN cord-327810-kquh59ry 415 10 meets meet VBZ cord-327810-kquh59ry 415 11 organisational organisational JJ cord-327810-kquh59ry 415 12 semiotics semiotics NN cord-327810-kquh59ry 415 13 : : : cord-327810-kquh59ry 416 1 Situating Situating NNP cord-327810-kquh59ry 416 2 conversations conversation NNS cord-327810-kquh59ry 416 3 with with IN cord-327810-kquh59ry 416 4 norms norm NNS cord-327810-kquh59ry 416 5 Managing manage VBG cord-327810-kquh59ry 416 6 Information information NN cord-327810-kquh59ry 416 7 in in IN cord-327810-kquh59ry 416 8 Complex Complex NNP cord-327810-kquh59ry 416 9 Organisations Organisations NNPS cord-327810-kquh59ry 416 10 : : : cord-327810-kquh59ry 416 11 Semiotics semiotic NNS cord-327810-kquh59ry 416 12 and and CC cord-327810-kquh59ry 416 13 Signals signal NNS cord-327810-kquh59ry 417 1 Algorithmic Algorithmic NNP cord-327810-kquh59ry 417 2 Accountability Accountability NNP cord-327810-kquh59ry 417 3 Reporting Reporting NNP cord-327810-kquh59ry 417 4 : : : cord-327810-kquh59ry 417 5 On on IN cord-327810-kquh59ry 417 6 the the DT cord-327810-kquh59ry 417 7 investigation investigation NN cord-327810-kquh59ry 417 8 of of IN cord-327810-kquh59ry 417 9 black black JJ cord-327810-kquh59ry 417 10 boxes box NNS cord-327810-kquh59ry 417 11 Analysing analyse VBG cord-327810-kquh59ry 417 12 spatial spatial JJ cord-327810-kquh59ry 417 13 spillovers spillover NNS cord-327810-kquh59ry 417 14 in in IN cord-327810-kquh59ry 417 15 corruption corruption NN cord-327810-kquh59ry 417 16 : : : cord-327810-kquh59ry 417 17 A a DT cord-327810-kquh59ry 417 18 dynamic dynamic JJ cord-327810-kquh59ry 417 19 spatial spatial JJ cord-327810-kquh59ry 417 20 panel panel NN cord-327810-kquh59ry 417 21 data datum NNS cord-327810-kquh59ry 417 22 approach approach VBP cord-327810-kquh59ry 417 23 Rigor Rigor NNP cord-327810-kquh59ry 417 24 in in IN cord-327810-kquh59ry 417 25 IS be VBZ cord-327810-kquh59ry 417 26 positivist positivist JJ cord-327810-kquh59ry 417 27 case case NN cord-327810-kquh59ry 417 28 research research NN cord-327810-kquh59ry 417 29 : : : cord-327810-kquh59ry 418 1 Current current JJ cord-327810-kquh59ry 418 2 practices practice NNS cord-327810-kquh59ry 418 3 , , , cord-327810-kquh59ry 418 4 trends trend NNS cord-327810-kquh59ry 418 5 , , , cord-327810-kquh59ry 418 6 and and CC cord-327810-kquh59ry 418 7 recommendations recommendation NNS cord-327810-kquh59ry 418 8 Are be VBP cord-327810-kquh59ry 418 9 users user NNS cord-327810-kquh59ry 418 10 threatened threaten VBN cord-327810-kquh59ry 418 11 by by IN cord-327810-kquh59ry 418 12 credibility credibility NN cord-327810-kquh59ry 418 13 assessment assessment NN cord-327810-kquh59ry 418 14 systems system NNS cord-327810-kquh59ry 418 15 Financial Financial NNP cord-327810-kquh59ry 418 16 Flows flow VBZ cord-327810-kquh59ry 418 17 from from IN cord-327810-kquh59ry 418 18 Human human JJ cord-327810-kquh59ry 418 19 Trafficking trafficking NN cord-327810-kquh59ry 418 20 . . . cord-327810-kquh59ry 419 1 Financial Financial NNP cord-327810-kquh59ry 419 2 Action Action NNP cord-327810-kquh59ry 419 3 Task Task NNP cord-327810-kquh59ry 419 4 Force Force NNP cord-327810-kquh59ry 419 5 : : : cord-327810-kquh59ry 419 6 71 71 CD cord-327810-kquh59ry 419 7 History history NN cord-327810-kquh59ry 419 8 of of IN cord-327810-kquh59ry 419 9 the the DT cord-327810-kquh59ry 419 10 FATF FATF NNP cord-327810-kquh59ry 419 11 . . . cord-327810-kquh59ry 420 1 Financial Financial NNP cord-327810-kquh59ry 420 2 Action Action NNP cord-327810-kquh59ry 420 3 Task Task NNP cord-327810-kquh59ry 420 4 Force Force NNP cord-327810-kquh59ry 420 5 : : : cord-327810-kquh59ry 420 6 72 72 CD cord-327810-kquh59ry 420 7 Artificial artificial JJ cord-327810-kquh59ry 420 8 intelligence intelligence NN cord-327810-kquh59ry 420 9 in in IN cord-327810-kquh59ry 420 10 financial financial JJ cord-327810-kquh59ry 420 11 services service NNS cord-327810-kquh59ry 421 1 The the DT cord-327810-kquh59ry 421 2 rise rise NN cord-327810-kquh59ry 421 3 of of IN cord-327810-kquh59ry 421 4 social social JJ cord-327810-kquh59ry 421 5 bots bot NNS cord-327810-kquh59ry 421 6 Big big JJ cord-327810-kquh59ry 421 7 data data NN cord-327810-kquh59ry 421 8 analytics analytic NNS cord-327810-kquh59ry 421 9 and and CC cord-327810-kquh59ry 421 10 firm firm JJ cord-327810-kquh59ry 421 11 performance performance NN cord-327810-kquh59ry 421 12 : : : cord-327810-kquh59ry 421 13 Effects effect NNS cord-327810-kquh59ry 421 14 of of IN cord-327810-kquh59ry 421 15 dynamic dynamic JJ cord-327810-kquh59ry 421 16 capabilities capability NNS cord-327810-kquh59ry 421 17 Counterterrorism Counterterrorism NNP cord-327810-kquh59ry 421 18 video video NN cord-327810-kquh59ry 421 19 analysis analysis NN cord-327810-kquh59ry 421 20 using use VBG cord-327810-kquh59ry 421 21 hash hash NN cord-327810-kquh59ry 421 22 - - HYPH cord-327810-kquh59ry 421 23 based base VBN cord-327810-kquh59ry 421 24 algorithms algorithm NNS cord-327810-kquh59ry 422 1 Away away RB cord-327810-kquh59ry 422 2 from from IN cord-327810-kquh59ry 422 3 trolley trolley NN cord-327810-kquh59ry 422 4 problems problem NNS cord-327810-kquh59ry 422 5 and and CC cord-327810-kquh59ry 422 6 toward toward IN cord-327810-kquh59ry 422 7 risk risk NN cord-327810-kquh59ry 422 8 management management NN cord-327810-kquh59ry 423 1 Gibson Gibson NNP cord-327810-kquh59ry 423 2 's 's POS cord-327810-kquh59ry 423 3 affordances affordance NNS cord-327810-kquh59ry 423 4 New New NNP cord-327810-kquh59ry 423 5 technologies technology NNS cord-327810-kquh59ry 423 6 and and CC cord-327810-kquh59ry 423 7 anti anti JJ cord-327810-kquh59ry 423 8 - - JJ cord-327810-kquh59ry 423 9 money money JJ cord-327810-kquh59ry 423 10 laundering laundering NN cord-327810-kquh59ry 423 11 compliance compliance NN cord-327810-kquh59ry 423 12 . . . cord-327810-kquh59ry 424 1 London London NNP cord-327810-kquh59ry 424 2 : : : cord-327810-kquh59ry 425 1 Financial Financial NNP cord-327810-kquh59ry 425 2 Conduct Conduct NNP cord-327810-kquh59ry 425 3 Authority Authority NNP cord-327810-kquh59ry 425 4 Artificial artificial JJ cord-327810-kquh59ry 425 5 intelligence intelligence NN cord-327810-kquh59ry 425 6 in in IN cord-327810-kquh59ry 425 7 service service NN cord-327810-kquh59ry 425 8 Technology technology NN cord-327810-kquh59ry 425 9 Is be VBZ cord-327810-kquh59ry 425 10 Biased bias VBN cord-327810-kquh59ry 425 11 Too too RB cord-327810-kquh59ry 425 12 . . . cord-327810-kquh59ry 426 1 How how WRB cord-327810-kquh59ry 426 2 Do do VBP cord-327810-kquh59ry 426 3 We -PRON- PRP cord-327810-kquh59ry 426 4 Fix fix VB cord-327810-kquh59ry 426 5 It -PRON- PRP cord-327810-kquh59ry 426 6 ? ? . cord-327810-kquh59ry 427 1 FiveThirtyEight FiveThirtyEight NNP cord-327810-kquh59ry 427 2 . . . cord-327810-kquh59ry 428 1 http http NNP cord-327810-kquh59ry 428 2 s://fivethirtyeight.com s://fivethirtyeight.com NNP cord-327810-kquh59ry 428 3 / / SYM cord-327810-kquh59ry 428 4 features feature VBZ cord-327810-kquh59ry 428 5 / / SYM cord-327810-kquh59ry 428 6 technology technology NN cord-327810-kquh59ry 428 7 - - HYPH cord-327810-kquh59ry 428 8 is be VBZ cord-327810-kquh59ry 428 9 - - HYPH cord-327810-kquh59ry 428 10 biased bias VBN cord-327810-kquh59ry 428 11 - - HYPH cord-327810-kquh59ry 428 12 too too RB cord-327810-kquh59ry 429 1 -how -how : cord-327810-kquh59ry 429 2 - - HYPH cord-327810-kquh59ry 429 3 do do VB cord-327810-kquh59ry 429 4 - - HYPH cord-327810-kquh59ry 429 5 we -PRON- PRP cord-327810-kquh59ry 429 6 - - HYPH cord-327810-kquh59ry 429 7 fix fix VB cord-327810-kquh59ry 429 8 - - HYPH cord-327810-kquh59ry 429 9 it -PRON- PRP cord-327810-kquh59ry 429 10 / / SYM cord-327810-kquh59ry 429 11 amp amp NNP cord-327810-kquh59ry 429 12 Technologies Technologies NNPS cord-327810-kquh59ry 429 13 , , , cord-327810-kquh59ry 429 14 texts text NNS cord-327810-kquh59ry 429 15 and and CC cord-327810-kquh59ry 429 16 affordances affordance NNS cord-327810-kquh59ry 430 1 Mixing mix VBG cord-327810-kquh59ry 430 2 qualitative qualitative JJ cord-327810-kquh59ry 430 3 and and CC cord-327810-kquh59ry 430 4 quantitative quantitative JJ cord-327810-kquh59ry 430 5 methods method NNS cord-327810-kquh59ry 430 6 : : : cord-327810-kquh59ry 431 1 Triangulation triangulation NN cord-327810-kquh59ry 431 2 in in IN cord-327810-kquh59ry 431 3 action action NN cord-327810-kquh59ry 431 4 Monitoring Monitoring NNP cord-327810-kquh59ry 431 5 Money Money NNP cord-327810-kquh59ry 431 6 - - HYPH cord-327810-kquh59ry 431 7 Laundering Laundering NNP cord-327810-kquh59ry 431 8 Risk risk NN cord-327810-kquh59ry 431 9 with with IN cord-327810-kquh59ry 431 10 Machine Machine NNP cord-327810-kquh59ry 431 11 Learning Learning NNP cord-327810-kquh59ry 431 12 Governance Governance NNP cord-327810-kquh59ry 431 13 in in IN cord-327810-kquh59ry 431 14 the the DT cord-327810-kquh59ry 431 15 Financial Financial NNP cord-327810-kquh59ry 431 16 Sector Sector NNP cord-327810-kquh59ry 431 17 : : : cord-327810-kquh59ry 431 18 The the DT cord-327810-kquh59ry 431 19 Broader Broader NNP cord-327810-kquh59ry 431 20 Context Context NNP cord-327810-kquh59ry 431 21 of of IN cord-327810-kquh59ry 431 22 . . . cord-327810-kquh59ry 432 1 Money money NN cord-327810-kquh59ry 432 2 Laundering Laundering NNP cord-327810-kquh59ry 432 3 and and CC cord-327810-kquh59ry 432 4 Terrorist Terrorist NNP cord-327810-kquh59ry 432 5 Financing Financing NNP cord-327810-kquh59ry 432 6 Algorithms Algorithms NNP cord-327810-kquh59ry 432 7 : : : cord-327810-kquh59ry 432 8 The the DT cord-327810-kquh59ry 432 9 New New NNP cord-327810-kquh59ry 432 10 Means Means NNPS cord-327810-kquh59ry 432 11 of of IN cord-327810-kquh59ry 432 12 Production production NN cord-327810-kquh59ry 432 13 . . . cord-327810-kquh59ry 433 1 D!gitalist D!gitalist NNP cord-327810-kquh59ry 434 1 Artificial artificial JJ cord-327810-kquh59ry 434 2 intelligence intelligence NN cord-327810-kquh59ry 434 3 in in IN cord-327810-kquh59ry 434 4 advertising advertising NN cord-327810-kquh59ry 434 5 : : : cord-327810-kquh59ry 434 6 How how WRB cord-327810-kquh59ry 434 7 marketers marketer NNS cord-327810-kquh59ry 434 8 can can MD cord-327810-kquh59ry 434 9 leverage leverage VB cord-327810-kquh59ry 434 10 artificial artificial JJ cord-327810-kquh59ry 434 11 intelligence intelligence NN cord-327810-kquh59ry 434 12 along along IN cord-327810-kquh59ry 434 13 the the DT cord-327810-kquh59ry 434 14 consumer consumer NN cord-327810-kquh59ry 434 15 journey journey NN cord-327810-kquh59ry 434 16 Risk Risk NNP cord-327810-kquh59ry 434 17 analysis analysis NN cord-327810-kquh59ry 434 18 and and CC cord-327810-kquh59ry 434 19 risk risk NN cord-327810-kquh59ry 434 20 management management NN cord-327810-kquh59ry 434 21 in in IN cord-327810-kquh59ry 434 22 an an DT cord-327810-kquh59ry 434 23 uncertain uncertain JJ cord-327810-kquh59ry 434 24 world world NN cord-327810-kquh59ry 434 25 When when WRB cord-327810-kquh59ry 434 26 flexible flexible JJ cord-327810-kquh59ry 434 27 routines routine NNS cord-327810-kquh59ry 434 28 meet meet VBP cord-327810-kquh59ry 434 29 flexible flexible JJ cord-327810-kquh59ry 434 30 technologies technology NNS cord-327810-kquh59ry 434 31 : : : cord-327810-kquh59ry 434 32 Affordance Affordance NNP cord-327810-kquh59ry 434 33 , , , cord-327810-kquh59ry 434 34 constraint constraint NN cord-327810-kquh59ry 434 35 , , , cord-327810-kquh59ry 434 36 and and CC cord-327810-kquh59ry 434 37 the the DT cord-327810-kquh59ry 434 38 imbrication imbrication NN cord-327810-kquh59ry 434 39 of of IN cord-327810-kquh59ry 434 40 human human JJ cord-327810-kquh59ry 434 41 and and CC cord-327810-kquh59ry 434 42 material material NN cord-327810-kquh59ry 434 43 agencies agency NNS cord-327810-kquh59ry 434 44 When when WRB cord-327810-kquh59ry 434 45 does do VBZ cord-327810-kquh59ry 434 46 technology technology NN cord-327810-kquh59ry 434 47 use use NN cord-327810-kquh59ry 434 48 enable enable VB cord-327810-kquh59ry 434 49 network network NN cord-327810-kquh59ry 434 50 change change NN cord-327810-kquh59ry 434 51 in in IN cord-327810-kquh59ry 434 52 organisations organisation NNS cord-327810-kquh59ry 434 53 ? ? . cord-327810-kquh59ry 435 1 A a DT cord-327810-kquh59ry 435 2 comparative comparative JJ cord-327810-kquh59ry 435 3 study study NN cord-327810-kquh59ry 435 4 of of IN cord-327810-kquh59ry 435 5 feature feature NN cord-327810-kquh59ry 435 6 use use NN cord-327810-kquh59ry 435 7 and and CC cord-327810-kquh59ry 435 8 shared share VBN cord-327810-kquh59ry 435 9 affordances affordance NNS cord-327810-kquh59ry 435 10 Deal Deal NNP cord-327810-kquh59ry 435 11 or or CC cord-327810-kquh59ry 435 12 No No NNP cord-327810-kquh59ry 435 13 Deal deal NN cord-327810-kquh59ry 435 14 ? ? . cord-327810-kquh59ry 436 1 Training train VBG cord-327810-kquh59ry 436 2 AI AI NNP cord-327810-kquh59ry 436 3 bots bot NNS cord-327810-kquh59ry 436 4 to to TO cord-327810-kquh59ry 436 5 Negotiate negotiate VB cord-327810-kquh59ry 436 6 . . . cord-327810-kquh59ry 437 1 Facebook Facebook NNP cord-327810-kquh59ry 437 2 Code Code NNP cord-327810-kquh59ry 437 3 Reflections Reflections NNPS cord-327810-kquh59ry 437 4 on on IN cord-327810-kquh59ry 437 5 societal societal JJ cord-327810-kquh59ry 437 6 and and CC cord-327810-kquh59ry 437 7 business business NN cord-327810-kquh59ry 437 8 model model NN cord-327810-kquh59ry 437 9 transformation transformation NN cord-327810-kquh59ry 437 10 arising arise VBG cord-327810-kquh59ry 437 11 from from IN cord-327810-kquh59ry 437 12 digitization digitization NN cord-327810-kquh59ry 437 13 and and CC cord-327810-kquh59ry 437 14 big big JJ cord-327810-kquh59ry 437 15 data datum NNS cord-327810-kquh59ry 437 16 analytics analytic NNS cord-327810-kquh59ry 437 17 : : : cord-327810-kquh59ry 438 1 A a DT cord-327810-kquh59ry 438 2 research research NN cord-327810-kquh59ry 438 3 agenda agenda NN cord-327810-kquh59ry 439 1 A a DT cord-327810-kquh59ry 439 2 New new JJ cord-327810-kquh59ry 439 3 Role role NN cord-327810-kquh59ry 439 4 for for IN cord-327810-kquh59ry 439 5 Foundations Foundations NNPS cord-327810-kquh59ry 439 6 in in IN cord-327810-kquh59ry 439 7 Financing finance VBG cord-327810-kquh59ry 439 8 the the DT cord-327810-kquh59ry 439 9 Global Global NNP cord-327810-kquh59ry 439 10 Goals Goals NNPS cord-327810-kquh59ry 439 11 A a DT cord-327810-kquh59ry 439 12 foundation foundation NN cord-327810-kquh59ry 439 13 for for IN cord-327810-kquh59ry 439 14 the the DT cord-327810-kquh59ry 439 15 study study NN cord-327810-kquh59ry 439 16 of of IN cord-327810-kquh59ry 439 17 IT IT NNP cord-327810-kquh59ry 439 18 effects effect NNS cord-327810-kquh59ry 439 19 : : : cord-327810-kquh59ry 440 1 A a DT cord-327810-kquh59ry 440 2 new new JJ cord-327810-kquh59ry 440 3 look look NN cord-327810-kquh59ry 440 4 at at IN cord-327810-kquh59ry 440 5 DeSanctis DeSanctis NNP cord-327810-kquh59ry 440 6 and and CC cord-327810-kquh59ry 440 7 Poole Poole NNP cord-327810-kquh59ry 440 8 's 's POS cord-327810-kquh59ry 440 9 concepts concept NNS cord-327810-kquh59ry 440 10 of of IN cord-327810-kquh59ry 440 11 structural structural JJ cord-327810-kquh59ry 440 12 features feature NNS cord-327810-kquh59ry 440 13 and and CC cord-327810-kquh59ry 440 14 spirit spirit NNP cord-327810-kquh59ry 440 15 Big Big NNP cord-327810-kquh59ry 440 16 Data Data NNP cord-327810-kquh59ry 440 17 , , , cord-327810-kquh59ry 440 18 Big Big NNP cord-327810-kquh59ry 440 19 Decisions Decisions NNPS cord-327810-kquh59ry 440 20 for for IN cord-327810-kquh59ry 440 21 Government Government NNP cord-327810-kquh59ry 440 22 , , , cord-327810-kquh59ry 440 23 Business Business NNP cord-327810-kquh59ry 440 24 , , , cord-327810-kquh59ry 440 25 and and CC cord-327810-kquh59ry 440 26 Society Society NNP cord-327810-kquh59ry 440 27 . . . cord-327810-kquh59ry 441 1 Report report VB cord-327810-kquh59ry 441 2 on on IN cord-327810-kquh59ry 441 3 a a DT cord-327810-kquh59ry 441 4 Research Research NNP cord-327810-kquh59ry 441 5 Agenda agenda NN cord-327810-kquh59ry 441 6 Setting Setting NNP cord-327810-kquh59ry 441 7 Workshop Workshop NNP cord-327810-kquh59ry 441 8 Funded fund VBN cord-327810-kquh59ry 441 9 by by IN cord-327810-kquh59ry 441 10 the the DT cord-327810-kquh59ry 441 11 U.S. U.S. NNP cord-327810-kquh59ry 442 1 National National NNP cord-327810-kquh59ry 442 2 Science Science NNP cord-327810-kquh59ry 442 3 Foundation Foundation NNP cord-327810-kquh59ry 442 4 Money Money NNP cord-327810-kquh59ry 442 5 laundering laundering NN cord-327810-kquh59ry 442 6 regulation regulation NN cord-327810-kquh59ry 442 7 and and CC cord-327810-kquh59ry 442 8 bank bank NN cord-327810-kquh59ry 442 9 compliance compliance NN cord-327810-kquh59ry 442 10 costs cost NNS cord-327810-kquh59ry 442 11 : : : cord-327810-kquh59ry 442 12 What what WP cord-327810-kquh59ry 442 13 do do VBP cord-327810-kquh59ry 442 14 your -PRON- PRP$ cord-327810-kquh59ry 442 15 customers customer NNS cord-327810-kquh59ry 442 16 know know VB cord-327810-kquh59ry 442 17 ? ? . cord-327810-kquh59ry 443 1 Economics economic NNS cord-327810-kquh59ry 443 2 and and CC cord-327810-kquh59ry 443 3 the the DT cord-327810-kquh59ry 443 4 Italian italian JJ cord-327810-kquh59ry 443 5 Experience experience NN cord-327810-kquh59ry 443 6 Big big JJ cord-327810-kquh59ry 443 7 data datum NNS cord-327810-kquh59ry 443 8 , , , cord-327810-kquh59ry 443 9 big big JJ cord-327810-kquh59ry 443 10 decisions decision NNS cord-327810-kquh59ry 443 11 : : : cord-327810-kquh59ry 444 1 The the DT cord-327810-kquh59ry 444 2 impact impact NN cord-327810-kquh59ry 444 3 of of IN cord-327810-kquh59ry 444 4 big big JJ cord-327810-kquh59ry 444 5 data datum NNS cord-327810-kquh59ry 444 6 on on IN cord-327810-kquh59ry 444 7 board board NN cord-327810-kquh59ry 444 8 level level NN cord-327810-kquh59ry 444 9 decisionmaking decisionmaking NN cord-327810-kquh59ry 444 10 Qualitative Qualitative NNP cord-327810-kquh59ry 444 11 data datum NNS cord-327810-kquh59ry 444 12 analysis analysis NN cord-327810-kquh59ry 445 1 The the DT cord-327810-kquh59ry 445 2 ethics ethic NNS cord-327810-kquh59ry 445 3 of of IN cord-327810-kquh59ry 445 4 algorithms algorithm NNS cord-327810-kquh59ry 445 5 : : : cord-327810-kquh59ry 445 6 Mapping map VBG cord-327810-kquh59ry 445 7 the the DT cord-327810-kquh59ry 445 8 debate debate NN cord-327810-kquh59ry 445 9 Playing play VBG cord-327810-kquh59ry 445 10 Atari Atari NNP cord-327810-kquh59ry 445 11 with with IN cord-327810-kquh59ry 445 12 Deep Deep NNP cord-327810-kquh59ry 445 13 Reinforcement Reinforcement NNP cord-327810-kquh59ry 445 14 Learning learn VBG cord-327810-kquh59ry 445 15 Strategic strategic JJ cord-327810-kquh59ry 445 16 opportunities opportunity NNS cord-327810-kquh59ry 445 17 ( ( -LRB- cord-327810-kquh59ry 445 18 and and CC cord-327810-kquh59ry 445 19 challenges challenge NNS cord-327810-kquh59ry 445 20 ) ) -RRB- cord-327810-kquh59ry 445 21 of of IN cord-327810-kquh59ry 445 22 algorithmic algorithmic JJ cord-327810-kquh59ry 445 23 decision decision NN cord-327810-kquh59ry 445 24 - - HYPH cord-327810-kquh59ry 445 25 making making NN cord-327810-kquh59ry 445 26 : : : cord-327810-kquh59ry 445 27 A a DT cord-327810-kquh59ry 445 28 call call NN cord-327810-kquh59ry 445 29 for for IN cord-327810-kquh59ry 445 30 action action NN cord-327810-kquh59ry 445 31 on on IN cord-327810-kquh59ry 445 32 the the DT cord-327810-kquh59ry 445 33 long long JJ cord-327810-kquh59ry 445 34 - - HYPH cord-327810-kquh59ry 445 35 term term NN cord-327810-kquh59ry 445 36 societal societal JJ cord-327810-kquh59ry 445 37 effects effect NNS cord-327810-kquh59ry 445 38 of of IN cord-327810-kquh59ry 445 39 ' ' `` cord-327810-kquh59ry 445 40 datification datification NN cord-327810-kquh59ry 445 41 ' ' '' cord-327810-kquh59ry 445 42 Fraugster Fraugster NNP cord-327810-kquh59ry 445 43 , , , cord-327810-kquh59ry 445 44 a a DT cord-327810-kquh59ry 445 45 startup startup NN cord-327810-kquh59ry 445 46 that that WDT cord-327810-kquh59ry 445 47 uses use VBZ cord-327810-kquh59ry 445 48 AI AI NNP cord-327810-kquh59ry 445 49 to to TO cord-327810-kquh59ry 445 50 detect detect VB cord-327810-kquh59ry 445 51 payment payment NN cord-327810-kquh59ry 445 52 fraud fraud NN cord-327810-kquh59ry 445 53 , , , cord-327810-kquh59ry 445 54 raises raise VBZ cord-327810-kquh59ry 445 55 $ $ $ cord-327810-kquh59ry 445 56 5 5 CD cord-327810-kquh59ry 445 57 M M NNP cord-327810-kquh59ry 445 58 Doing Doing NNP cord-327810-kquh59ry 445 59 data datum NNS cord-327810-kquh59ry 445 60 science science NN cord-327810-kquh59ry 445 61 : : : cord-327810-kquh59ry 446 1 Straight straight JJ cord-327810-kquh59ry 446 2 talk talk NN cord-327810-kquh59ry 446 3 from from IN cord-327810-kquh59ry 446 4 the the DT cord-327810-kquh59ry 446 5 frontline frontline JJ cord-327810-kquh59ry 446 6 Artificial Artificial NNP cord-327810-kquh59ry 446 7 intelligence intelligence NN cord-327810-kquh59ry 446 8 : : : cord-327810-kquh59ry 447 1 Building building NN cord-327810-kquh59ry 447 2 blocks block NNS cord-327810-kquh59ry 447 3 and and CC cord-327810-kquh59ry 447 4 an an DT cord-327810-kquh59ry 447 5 innovation innovation NN cord-327810-kquh59ry 447 6 typology typology NN cord-327810-kquh59ry 447 7 Knowledge Knowledge NNP cord-327810-kquh59ry 447 8 discovery discovery NN cord-327810-kquh59ry 447 9 from from IN cord-327810-kquh59ry 447 10 data datum NNS cord-327810-kquh59ry 447 11 AI AI NNP cord-327810-kquh59ry 447 12 runs run VBZ cord-327810-kquh59ry 447 13 Smack smack VBP cord-327810-kquh59ry 447 14 up up RP cord-327810-kquh59ry 447 15 Against against IN cord-327810-kquh59ry 447 16 a a DT cord-327810-kquh59ry 447 17 Big Big NNP cord-327810-kquh59ry 447 18 Data Data NNP cord-327810-kquh59ry 447 19 Problem Problem NNP cord-327810-kquh59ry 447 20 in in IN cord-327810-kquh59ry 447 21 COVID-19 COVID-19 NNP cord-327810-kquh59ry 447 22 Diagnosis Diagnosis NNP cord-327810-kquh59ry 447 23 Artificial Artificial NNP cord-327810-kquh59ry 447 24 intelligence intelligence NN cord-327810-kquh59ry 447 25 : : : cord-327810-kquh59ry 448 1 A a DT cord-327810-kquh59ry 448 2 modern modern JJ cord-327810-kquh59ry 448 3 approach approach NN cord-327810-kquh59ry 449 1 The the DT cord-327810-kquh59ry 449 2 influence influence NN cord-327810-kquh59ry 449 3 of of IN cord-327810-kquh59ry 449 4 IS be VBZ cord-327810-kquh59ry 449 5 affordances affordance NNS cord-327810-kquh59ry 449 6 on on IN cord-327810-kquh59ry 449 7 work work NN cord-327810-kquh59ry 449 8 practices practice NNS cord-327810-kquh59ry 449 9 in in IN cord-327810-kquh59ry 449 10 health health NN cord-327810-kquh59ry 449 11 care care NN cord-327810-kquh59ry 449 12 : : : cord-327810-kquh59ry 450 1 A a DT cord-327810-kquh59ry 450 2 relational relational JJ cord-327810-kquh59ry 450 3 coordination coordination NN cord-327810-kquh59ry 450 4 approach approach NN cord-327810-kquh59ry 450 5 Mastering master VBG cord-327810-kquh59ry 450 6 the the DT cord-327810-kquh59ry 450 7 game game NN cord-327810-kquh59ry 450 8 of of IN cord-327810-kquh59ry 450 9 Go go VB cord-327810-kquh59ry 450 10 without without IN cord-327810-kquh59ry 450 11 human human JJ cord-327810-kquh59ry 450 12 knowledge knowledge NN cord-327810-kquh59ry 451 1 The the DT cord-327810-kquh59ry 451 2 algorithm algorithm NN cord-327810-kquh59ry 451 3 design design NN cord-327810-kquh59ry 451 4 manual manual NN cord-327810-kquh59ry 452 1 The the DT cord-327810-kquh59ry 452 2 problem problem NN cord-327810-kquh59ry 452 3 of of IN cord-327810-kquh59ry 452 4 induction induction NN cord-327810-kquh59ry 452 5 On on IN cord-327810-kquh59ry 452 6 abduction abduction NN cord-327810-kquh59ry 452 7 , , , cord-327810-kquh59ry 452 8 deduction deduction NN cord-327810-kquh59ry 452 9 , , , cord-327810-kquh59ry 452 10 induction induction NN cord-327810-kquh59ry 452 11 and and CC cord-327810-kquh59ry 452 12 the the DT cord-327810-kquh59ry 452 13 categories category NNS cord-327810-kquh59ry 452 14 A a DT cord-327810-kquh59ry 452 15 theory theory NN cord-327810-kquh59ry 452 16 of of IN cord-327810-kquh59ry 452 17 organisation organisation NN cord-327810-kquh59ry 452 18 - - HYPH cord-327810-kquh59ry 452 19 EHR EHR NNP cord-327810-kquh59ry 452 20 affordance affordance NN cord-327810-kquh59ry 452 21 actualization actualization NN cord-327810-kquh59ry 452 22 AI AI NNP cord-327810-kquh59ry 452 23 Cancer Cancer NNP cord-327810-kquh59ry 452 24 Detectors detector NNS cord-327810-kquh59ry 452 25 . . . cord-327810-kquh59ry 453 1 The the DT cord-327810-kquh59ry 453 2 Guardian Guardian NNP cord-327810-kquh59ry 453 3 About about IN cord-327810-kquh59ry 453 4 the the DT cord-327810-kquh59ry 453 5 Sustainable Sustainable NNP cord-327810-kquh59ry 453 6 Development Development NNP cord-327810-kquh59ry 453 7 Goals Goals NNPS cord-327810-kquh59ry 453 8 Crime Crime NNP cord-327810-kquh59ry 453 9 Prevention Prevention NNP cord-327810-kquh59ry 453 10 , , , cord-327810-kquh59ry 453 11 Criminal Criminal NNP cord-327810-kquh59ry 453 12 Justice Justice NNP cord-327810-kquh59ry 453 13 , , , cord-327810-kquh59ry 453 14 the the DT cord-327810-kquh59ry 453 15 Rule Rule NNP cord-327810-kquh59ry 453 16 of of IN cord-327810-kquh59ry 453 17 Law Law NNP cord-327810-kquh59ry 453 18 and and CC cord-327810-kquh59ry 453 19 the the DT cord-327810-kquh59ry 453 20 Sustainable Sustainable NNP cord-327810-kquh59ry 453 21 Development Development NNP cord-327810-kquh59ry 453 22 Goals Goals NNPS cord-327810-kquh59ry 453 23 Virtual virtual JJ cord-327810-kquh59ry 453 24 currencies currency NNS cord-327810-kquh59ry 453 25 under under IN cord-327810-kquh59ry 453 26 EU EU NNP cord-327810-kquh59ry 453 27 anti anti JJ cord-327810-kquh59ry 453 28 - - JJ cord-327810-kquh59ry 453 29 money money JJ cord-327810-kquh59ry 453 30 laundering laundering NN cord-327810-kquh59ry 453 31 law law NN cord-327810-kquh59ry 454 1 Online Online NNP cord-327810-kquh59ry 454 2 Human Human NNP cord-327810-kquh59ry 454 3 - - HYPH cord-327810-kquh59ry 454 4 Bot Bot NNP cord-327810-kquh59ry 454 5 Interactions interaction NNS cord-327810-kquh59ry 454 6 : : : cord-327810-kquh59ry 454 7 Detection detection NN cord-327810-kquh59ry 454 8 , , , cord-327810-kquh59ry 454 9 Estimation Estimation NNP cord-327810-kquh59ry 454 10 , , , cord-327810-kquh59ry 454 11 and and CC cord-327810-kquh59ry 454 12 Characterization Characterization NNP cord-327810-kquh59ry 454 13 Critical critical JJ cord-327810-kquh59ry 454 14 realism realism NN cord-327810-kquh59ry 454 15 and and CC cord-327810-kquh59ry 454 16 affordances affordance NNS cord-327810-kquh59ry 454 17 : : : cord-327810-kquh59ry 455 1 Theorizing theorize VBG cord-327810-kquh59ry 455 2 itassociated itassociated JJ cord-327810-kquh59ry 455 3 organisational organisational JJ cord-327810-kquh59ry 455 4 change change NN cord-327810-kquh59ry 455 5 processes process NNS cord-327810-kquh59ry 456 1 Anti anti JJ cord-327810-kquh59ry 456 2 - - JJ cord-327810-kquh59ry 456 3 money money NN cord-327810-kquh59ry 456 4 laundering laundering NN cord-327810-kquh59ry 456 5 and and CC cord-327810-kquh59ry 456 6 counter counter JJ cord-327810-kquh59ry 456 7 - - JJ cord-327810-kquh59ry 456 8 terrorist terrorist JJ cord-327810-kquh59ry 456 9 financing financing NN cord-327810-kquh59ry 456 10 threats threat NNS cord-327810-kquh59ry 456 11 posed pose VBN cord-327810-kquh59ry 456 12 by by IN cord-327810-kquh59ry 456 13 mobile mobile JJ cord-327810-kquh59ry 456 14 money money NN cord-327810-kquh59ry 456 15 Data Data NNP cord-327810-kquh59ry 456 16 Mining Mining NNP cord-327810-kquh59ry 456 17 : : : cord-327810-kquh59ry 456 18 Desktop Desktop NNP cord-327810-kquh59ry 456 19 Survival Survival NNP cord-327810-kquh59ry 456 20 Guide Guide NNP cord-327810-kquh59ry 456 21 Case Case NNP cord-327810-kquh59ry 456 22 study study NN cord-327810-kquh59ry 456 23 research research NN cord-327810-kquh59ry 456 24 : : : cord-327810-kquh59ry 456 25 Theory theory NN cord-327810-kquh59ry 456 26 , , , cord-327810-kquh59ry 456 27 methods method NNS cord-327810-kquh59ry 456 28 , , , cord-327810-kquh59ry 456 29 practice practice VB cord-327810-kquh59ry 456 30 Information information NN cord-327810-kquh59ry 456 31 technology technology NN cord-327810-kquh59ry 456 32 and and CC cord-327810-kquh59ry 456 33 the the DT cord-327810-kquh59ry 456 34 changing change VBG cord-327810-kquh59ry 456 35 fabric fabric NN cord-327810-kquh59ry 456 36 of of IN cord-327810-kquh59ry 456 37 organisation organisation NN cord-327810-kquh59ry 456 38 Machine machine NN cord-327810-kquh59ry 456 39 learning learning NN cord-327810-kquh59ry 456 40 and and CC cord-327810-kquh59ry 456 41 sampling sampling NN cord-327810-kquh59ry 456 42 scheme scheme NN cord-327810-kquh59ry 456 43 : : : cord-327810-kquh59ry 456 44 An an DT cord-327810-kquh59ry 456 45 empirical empirical JJ cord-327810-kquh59ry 456 46 study study NN cord-327810-kquh59ry 456 47 of of IN cord-327810-kquh59ry 456 48 money money NN cord-327810-kquh59ry 456 49 laundering laundering NN cord-327810-kquh59ry 456 50 detection detection NN cord-327810-kquh59ry 456 51 How how WRB cord-327810-kquh59ry 456 52 AI AI NNP cord-327810-kquh59ry 456 53 is be VBZ cord-327810-kquh59ry 456 54 transforming transform VBG cord-327810-kquh59ry 456 55 the the DT cord-327810-kquh59ry 456 56 fight fight NN cord-327810-kquh59ry 456 57 against against IN cord-327810-kquh59ry 456 58 money money NN cord-327810-kquh59ry 456 59 laundering laundering NN cord-327810-kquh59ry 456 60 Big big JJ cord-327810-kquh59ry 456 61 other other JJ cord-327810-kquh59ry 456 62 : : : cord-327810-kquh59ry 456 63 Surveillance surveillance NN cord-327810-kquh59ry 456 64 capitalism capitalism NN cord-327810-kquh59ry 456 65 and and CC cord-327810-kquh59ry 456 66 the the DT cord-327810-kquh59ry 456 67 prospects prospect NNS cord-327810-kquh59ry 456 68 of of IN cord-327810-kquh59ry 456 69 an an DT cord-327810-kquh59ry 456 70 information information NN cord-327810-kquh59ry 456 71 civilization civilization NN cord-327810-kquh59ry 457 1 Ana Ana NNP cord-327810-kquh59ry 457 2 Isabel Isabel NNP cord-327810-kquh59ry 457 3 Canhoto Canhoto NNP cord-327810-kquh59ry 457 4 is be VBZ cord-327810-kquh59ry 457 5 a a DT cord-327810-kquh59ry 457 6 Reader reader NN cord-327810-kquh59ry 457 7 in in IN cord-327810-kquh59ry 457 8 Marketing Marketing NNP cord-327810-kquh59ry 457 9 . . . cord-327810-kquh59ry 458 1 Her -PRON- PRP$ cord-327810-kquh59ry 458 2 research research NN cord-327810-kquh59ry 458 3 focuses focus VBZ cord-327810-kquh59ry 458 4 on on IN cord-327810-kquh59ry 458 5 the the DT cord-327810-kquh59ry 458 6 use use NN cord-327810-kquh59ry 458 7 of of IN cord-327810-kquh59ry 458 8 digital digital JJ cord-327810-kquh59ry 458 9 technology technology NN cord-327810-kquh59ry 458 10 in in IN cord-327810-kquh59ry 458 11 interactions interaction NNS cord-327810-kquh59ry 458 12 between between IN cord-327810-kquh59ry 458 13 firms firm NNS cord-327810-kquh59ry 458 14 and and CC cord-327810-kquh59ry 458 15 their -PRON- PRP$ cord-327810-kquh59ry 458 16 customers customer NNS cord-327810-kquh59ry 458 17 . . . cord-327810-kquh59ry 459 1 One one CD cord-327810-kquh59ry 459 2 stream stream NN cord-327810-kquh59ry 459 3 of of IN cord-327810-kquh59ry 459 4 work work NN cord-327810-kquh59ry 459 5 looks look VBZ cord-327810-kquh59ry 459 6 at at IN cord-327810-kquh59ry 459 7 the the DT cord-327810-kquh59ry 459 8 use use NN cord-327810-kquh59ry 459 9 of of IN cord-327810-kquh59ry 459 10 digital digital JJ cord-327810-kquh59ry 459 11 technology technology NN cord-327810-kquh59ry 459 12 on on IN cord-327810-kquh59ry 459 13 customer customer NN cord-327810-kquh59ry 459 14 insight insight NN cord-327810-kquh59ry 459 15 , , , cord-327810-kquh59ry 459 16 such such JJ cord-327810-kquh59ry 459 17 as as IN cord-327810-kquh59ry 459 18 digital digital JJ cord-327810-kquh59ry 459 19 footprints footprint NNS cord-327810-kquh59ry 459 20 or or CC cord-327810-kquh59ry 459 21 social social JJ cord-327810-kquh59ry 459 22 media medium NNS cord-327810-kquh59ry 459 23 profiling profiling NN cord-327810-kquh59ry 459 24 . . . cord-327810-kquh59ry 460 1 The the DT cord-327810-kquh59ry 460 2 other other JJ cord-327810-kquh59ry 460 3 focuses focus VBZ cord-327810-kquh59ry 460 4 on on IN cord-327810-kquh59ry 460 5 the the DT cord-327810-kquh59ry 460 6 impact impact NN cord-327810-kquh59ry 460 7 of of IN cord-327810-kquh59ry 460 8 technology technology NN cord-327810-kquh59ry 460 9 on on IN cord-327810-kquh59ry 460 10 targeted target VBN cord-327810-kquh59ry 460 11 interactions interaction NNS cord-327810-kquh59ry 460 12 , , , cord-327810-kquh59ry 460 13 such such JJ cord-327810-kquh59ry 460 14 as as IN cord-327810-kquh59ry 460 15 the the DT cord-327810-kquh59ry 460 16 popularisation popularisation NN cord-327810-kquh59ry 460 17 of of IN cord-327810-kquh59ry 460 18 algorithmic algorithmic JJ cord-327810-kquh59ry 460 19 decision decision NN cord-327810-kquh59ry 460 20 making make VBG cord-327810-kquh59ry 460 21 in in IN cord-327810-kquh59ry 460 22 customer customer NN cord-327810-kquh59ry 460 23 interactions interaction NNS cord-327810-kquh59ry 460 24 , , , cord-327810-kquh59ry 460 25 or or CC cord-327810-kquh59ry 460 26 the the DT cord-327810-kquh59ry 460 27 potential potential NN cord-327810-kquh59ry 460 28 of of IN cord-327810-kquh59ry 460 29 wearables wearable NNS cord-327810-kquh59ry 460 30 and and CC cord-327810-kquh59ry 460 31 beacons beacon NNS cord-327810-kquh59ry 460 32 for for IN cord-327810-kquh59ry 460 33 personalisation personalisation NN cord-327810-kquh59ry 460 34 . . .