id sid tid token lemma pos issue-187 1 1 baltic baltic PROPN issue-187 1 2 journal journal PROPN issue-187 1 3 of of ADP issue-187 1 4 economic economic ADJ issue-187 1 5 studies study NOUN issue-187 1 6 136 136 NUM issue-187 1 7 vol vol NOUN issue-187 1 8 . . PUNCT issue-187 2 1 3 3 NUM issue-187 2 2 , , PUNCT issue-187 2 3 no no INTJ issue-187 2 4 . . NOUN issue-187 2 5 2 2 NUM issue-187 2 6 , , PUNCT issue-187 2 7 2017 2017 NUM issue-187 2 8 corresponding correspond VERB issue-187 2 9 author author NOUN issue-187 2 10 : : PUNCT issue-187 2 11 1 1 NUM issue-187 2 12 department department NOUN issue-187 2 13 of of ADP issue-187 2 14 economic economic ADJ issue-187 2 15 and and CCONJ issue-187 2 16 mathematical mathematical ADJ issue-187 2 17 modelling modelling NOUN issue-187 2 18 , , PUNCT issue-187 2 19 kyiv kyiv PROPN issue-187 2 20 national national PROPN issue-187 2 21 economic economic PROPN issue-187 2 22 university university NOUN issue-187 2 23 named name VERB issue-187 2 24 after after ADP issue-187 2 25 vadym vadym PROPN issue-187 2 26 hetman hetman PROPN issue-187 2 27 . . PUNCT issue-187 3 1 e e X issue-187 3 2 - - NOUN issue-187 3 3 mail mail NOUN issue-187 3 4 : : PUNCT issue-187 3 5 iistr@yandex.ru iistr@yandex.ru ADP issue-187 3 6 modelling modelling NOUN issue-187 3 7 of of ADP issue-187 3 8 scenarios scenario NOUN issue-187 3 9 of of ADP issue-187 3 10 the the DET issue-187 3 11 crisis crisis NOUN issue-187 3 12 phenomena phenomena NOUN issue-187 3 13 transfer transfer VERB issue-187 3 14 among among ADP issue-187 3 15 financial financial ADJ issue-187 3 16 markets market NOUN issue-187 3 17 inna inna PROPN issue-187 3 18 strelchenko1 strelchenko1 PROPN issue-187 3 19 kyiv kyiv PROPN issue-187 3 20 national national PROPN issue-187 3 21 economic economic PROPN issue-187 3 22 university university NOUN issue-187 3 23 named name VERB issue-187 3 24 after after ADP issue-187 3 25 vadym vadym PROPN issue-187 3 26 hetman hetman PROPN issue-187 3 27 , , PUNCT issue-187 3 28 ukraine ukraine PROPN issue-187 3 29 abstract abstract NOUN issue-187 3 30 . . PUNCT issue-187 4 1 the the DET issue-187 4 2 phenomenon phenomenon NOUN issue-187 4 3 of of ADP issue-187 4 4 crisis crisis NOUN issue-187 4 5 transference transference NOUN issue-187 4 6 among among ADP issue-187 4 7 financial financial ADJ issue-187 4 8 markets market NOUN issue-187 4 9 in in ADP issue-187 4 10 different different ADJ issue-187 4 11 countries country NOUN issue-187 4 12 is be AUX issue-187 4 13 especially especially ADV issue-187 4 14 evident evident ADJ issue-187 4 15 during during ADP issue-187 4 16 the the DET issue-187 4 17 global global ADJ issue-187 4 18 financial financial ADJ issue-187 4 19 crisis crisis NOUN issue-187 4 20 of of ADP issue-187 4 21 2007 2007 NUM issue-187 4 22 - - SYM issue-187 4 23 2009 2009 NUM issue-187 4 24 . . PUNCT issue-187 5 1 abnormal abnormal ADJ issue-187 5 2 imbalances imbalance NOUN issue-187 5 3 emerged emerge VERB issue-187 5 4 in in ADP issue-187 5 5 the the DET issue-187 5 6 market market NOUN issue-187 5 7 of of ADP issue-187 5 8 secondary secondary ADJ issue-187 5 9 financial financial ADJ issue-187 5 10 instruments instrument NOUN issue-187 5 11 in in ADP issue-187 5 12 the the DET issue-187 5 13 united united PROPN issue-187 5 14 states states PROPN issue-187 5 15 in in ADP issue-187 5 16 the the DET issue-187 5 17 second second ADJ issue-187 5 18 half half NOUN issue-187 5 19 of of ADP issue-187 5 20 2006 2006 NUM issue-187 5 21 and and CCONJ issue-187 5 22 quickly quickly ADV issue-187 5 23 spread spread VERB issue-187 5 24 to to ADP issue-187 5 25 the the DET issue-187 5 26 financial financial ADJ issue-187 5 27 markets market NOUN issue-187 5 28 of of ADP issue-187 5 29 most most ADJ issue-187 5 30 countries country NOUN issue-187 5 31 of of ADP issue-187 5 32 the the DET issue-187 5 33 world world NOUN issue-187 5 34 . . PUNCT issue-187 6 1 however however ADV issue-187 6 2 , , PUNCT issue-187 6 3 the the DET issue-187 6 4 rate rate NOUN issue-187 6 5 of of ADP issue-187 6 6 fall fall NOUN issue-187 6 7 of of ADP issue-187 6 8 the the DET issue-187 6 9 main main ADJ issue-187 6 10 macroeconomic macroeconomic ADJ issue-187 6 11 indicators indicator NOUN issue-187 6 12 , , PUNCT issue-187 6 13 the the DET issue-187 6 14 duration duration NOUN issue-187 6 15 of of ADP issue-187 6 16 the the DET issue-187 6 17 latent latent NOUN issue-187 6 18 period period NOUN issue-187 6 19 ( ( PUNCT issue-187 6 20 the the DET issue-187 6 21 time time NOUN issue-187 6 22 between between ADP issue-187 6 23 the the DET issue-187 6 24 date date NOUN issue-187 6 25 of of ADP issue-187 6 26 the the DET issue-187 6 27 beginning beginning NOUN issue-187 6 28 of of ADP issue-187 6 29 the the DET issue-187 6 30 financial financial ADJ issue-187 6 31 crisis crisis NOUN issue-187 6 32 in in ADP issue-187 6 33 the the DET issue-187 6 34 source source NOUN issue-187 6 35 country country NOUN issue-187 6 36 and and CCONJ issue-187 6 37 date date NOUN issue-187 6 38 of of ADP issue-187 6 39 the the DET issue-187 6 40 recorded record VERB issue-187 6 41 fall fall NOUN issue-187 6 42 in in ADP issue-187 6 43 gdp gdp NOUN issue-187 6 44 of of ADP issue-187 6 45 the the DET issue-187 6 46 country country NOUN issue-187 6 47 that that PRON issue-187 6 48 is be AUX issue-187 6 49 subjected subject VERB issue-187 6 50 to to ADP issue-187 6 51 “ " PUNCT issue-187 6 52 contagion contagion NOUN issue-187 6 53 ” " PUNCT issue-187 6 54 ( ( PUNCT issue-187 6 55 strelchenko strelchenko NOUN issue-187 6 56 , , PUNCT issue-187 6 57 2016 2016 NUM issue-187 6 58 ) ) PUNCT issue-187 6 59 , , PUNCT issue-187 6 60 and and CCONJ issue-187 6 61 recovery recovery NOUN issue-187 6 62 period period NOUN issue-187 6 63 are be AUX issue-187 6 64 substantially substantially ADV issue-187 6 65 different different ADJ issue-187 6 66 . . PUNCT issue-187 7 1 to to PART issue-187 7 2 generate generate VERB issue-187 7 3 an an DET issue-187 7 4 effective effective ADJ issue-187 7 5 economic economic ADJ issue-187 7 6 policy policy NOUN issue-187 7 7 actually actually ADV issue-187 7 8 , , PUNCT issue-187 7 9 there there PRON issue-187 7 10 is be VERB issue-187 7 11 a a DET issue-187 7 12 task task NOUN issue-187 7 13 of of ADP issue-187 7 14 determining determine VERB issue-187 7 15 the the DET issue-187 7 16 possible possible ADJ issue-187 7 17 scenarios scenario NOUN issue-187 7 18 of of ADP issue-187 7 19 transferring transfer VERB issue-187 7 20 crisis crisis NOUN issue-187 7 21 . . PUNCT issue-187 8 1 the the DET issue-187 8 2 research research NOUN issue-187 8 3 subject subject NOUN issue-187 8 4 is be AUX issue-187 8 5 a a DET issue-187 8 6 process process NOUN issue-187 8 7 of of ADP issue-187 8 8 transfer transfer NOUN issue-187 8 9 of of ADP issue-187 8 10 the the DET issue-187 8 11 crisis crisis NOUN issue-187 8 12 phenomena phenomena NOUN issue-187 8 13 among among ADP issue-187 8 14 the the DET issue-187 8 15 financial financial ADJ issue-187 8 16 markets market NOUN issue-187 8 17 of of ADP issue-187 8 18 countries country NOUN issue-187 8 19 with with ADP issue-187 8 20 different different ADJ issue-187 8 21 levels level NOUN issue-187 8 22 of of ADP issue-187 8 23 economic economic ADJ issue-187 8 24 development development NOUN issue-187 8 25 . . PUNCT issue-187 9 1 methodology methodology NOUN issue-187 9 2 . . PUNCT issue-187 10 1 the the DET issue-187 10 2 paper paper NOUN issue-187 10 3 presents present VERB issue-187 10 4 the the DET issue-187 10 5 results result NOUN issue-187 10 6 of of ADP issue-187 10 7 a a DET issue-187 10 8 study study NOUN issue-187 10 9 on on ADP issue-187 10 10 the the DET issue-187 10 11 differentiation differentiation NOUN issue-187 10 12 of of ADP issue-187 10 13 the the DET issue-187 10 14 financial financial ADJ issue-187 10 15 markets market NOUN issue-187 10 16 reactions reaction NOUN issue-187 10 17 to to ADP issue-187 10 18 the the DET issue-187 10 19 crisis crisis NOUN issue-187 10 20 transfer transfer NOUN issue-187 10 21 . . PUNCT issue-187 11 1 to to PART issue-187 11 2 build build VERB issue-187 11 3 the the DET issue-187 11 4 corresponding correspond VERB issue-187 11 5 classification classification NOUN issue-187 11 6 model model NOUN issue-187 11 7 , , PUNCT issue-187 11 8 self self NOUN issue-187 11 9 - - PUNCT issue-187 11 10 organization organization NOUN issue-187 11 11 kohonen kohonen PROPN issue-187 11 12 neural neural ADJ issue-187 11 13 networks network NOUN issue-187 11 14 are be AUX issue-187 11 15 used use VERB issue-187 11 16 . . PUNCT issue-187 12 1 the the DET issue-187 12 2 purpose purpose NOUN issue-187 12 3 of of ADP issue-187 12 4 this this DET issue-187 12 5 work work NOUN issue-187 12 6 is be AUX issue-187 12 7 to to PART issue-187 12 8 build build VERB issue-187 12 9 a a DET issue-187 12 10 neural neural ADJ issue-187 12 11 network network NOUN issue-187 12 12 model model NOUN issue-187 12 13 for for ADP issue-187 12 14 clustering clustering ADJ issue-187 12 15 economies economy NOUN issue-187 12 16 according accord VERB issue-187 12 17 to to ADP issue-187 12 18 the the DET issue-187 12 19 response response NOUN issue-187 12 20 to to ADP issue-187 12 21 external external ADJ issue-187 12 22 financial financial ADJ issue-187 12 23 shocks shock NOUN issue-187 12 24 . . PUNCT issue-187 13 1 this this DET issue-187 13 2 model model NOUN issue-187 13 3 allows allow VERB issue-187 13 4 predicting predict VERB issue-187 13 5 the the DET issue-187 13 6 scenarios scenario NOUN issue-187 13 7 of of ADP issue-187 13 8 transferring transfer VERB issue-187 13 9 crisis crisis NOUN issue-187 13 10 among among ADP issue-187 13 11 financial financial ADJ issue-187 13 12 markets market NOUN issue-187 13 13 . . PUNCT issue-187 14 1 conclusion conclusion NOUN issue-187 14 2 . . PUNCT issue-187 15 1 as as ADP issue-187 15 2 a a DET issue-187 15 3 result result NOUN issue-187 15 4 of of ADP issue-187 15 5 the the DET issue-187 15 6 study study NOUN issue-187 15 7 , , PUNCT issue-187 15 8 there there PRON issue-187 15 9 is be VERB issue-187 15 10 built build VERB issue-187 15 11 a a DET issue-187 15 12 neural neural ADJ issue-187 15 13 network network NOUN issue-187 15 14 with with ADP issue-187 15 15 the the DET issue-187 15 16 architecture architecture NOUN issue-187 15 17 of of ADP issue-187 15 18 the the DET issue-187 15 19 kohonen kohonen PROPN issue-187 15 20 map map NOUN issue-187 15 21 . . PUNCT issue-187 16 1 the the DET issue-187 16 2 neural neural ADJ issue-187 16 3 network network NOUN issue-187 16 4 has have VERB issue-187 16 5 one one NUM issue-187 16 6 hidden hide VERB issue-187 16 7 layer layer NOUN issue-187 16 8 consisting consist VERB issue-187 16 9 of of ADP issue-187 16 10 six six NUM issue-187 16 11 neurons neuron NOUN issue-187 16 12 and and CCONJ issue-187 16 13 has have VERB issue-187 16 14 a a DET issue-187 16 15 hexagonal hexagonal ADJ issue-187 16 16 structure structure NOUN issue-187 16 17 . . PUNCT issue-187 17 1 six six NUM issue-187 17 2 clusters cluster NOUN issue-187 17 3 describe describe VERB issue-187 17 4 six six NUM issue-187 17 5 possible possible ADJ issue-187 17 6 scenarios scenario NOUN issue-187 17 7 of of ADP issue-187 17 8 the the DET issue-187 17 9 economy economy NOUN issue-187 17 10 dynamics dynamic NOUN issue-187 17 11 under under ADP issue-187 17 12 the the DET issue-187 17 13 impact impact NOUN issue-187 17 14 of of ADP issue-187 17 15 the the DET issue-187 17 16 transfer transfer NOUN issue-187 17 17 of of ADP issue-187 17 18 crises crisis NOUN issue-187 17 19 . . PUNCT issue-187 18 1 cluster cluster NOUN issue-187 18 2 number number NOUN issue-187 18 3 one one NUM issue-187 18 4 and and CCONJ issue-187 18 5 two two NUM issue-187 18 6 unite unite ADJ issue-187 18 7 countries country NOUN issue-187 18 8 characterized characterize VERB issue-187 18 9 by by ADP issue-187 18 10 a a DET issue-187 18 11 short short ADJ issue-187 18 12 period period NOUN issue-187 18 13 of of ADP issue-187 18 14 economic economic ADJ issue-187 18 15 recovery recovery NOUN issue-187 18 16 and and CCONJ issue-187 18 17 return return NOUN issue-187 18 18 of of ADP issue-187 18 19 the the DET issue-187 18 20 main main ADJ issue-187 18 21 macroeconomic macroeconomic ADJ issue-187 18 22 indicators indicator NOUN issue-187 18 23 to to ADP issue-187 18 24 the the DET issue-187 18 25 precrisis precrisis NOUN issue-187 18 26 levels level NOUN issue-187 18 27 . . PUNCT issue-187 19 1 a a DET issue-187 19 2 longer long ADJ issue-187 19 3 recovery recovery NOUN issue-187 19 4 period period NOUN issue-187 19 5 and and CCONJ issue-187 19 6 high high ADJ issue-187 19 7 volatility volatility NOUN issue-187 19 8 in in ADP issue-187 19 9 exchange exchange NOUN issue-187 19 10 rates rate NOUN issue-187 19 11 , , PUNCT issue-187 19 12 gross gross ADJ issue-187 19 13 domestic domestic ADJ issue-187 19 14 product product NOUN issue-187 19 15 , , PUNCT issue-187 19 16 and and CCONJ issue-187 19 17 decline decline VERB issue-187 19 18 in in ADP issue-187 19 19 export export NOUN issue-187 19 20 - - PUNCT issue-187 19 21 import import NOUN issue-187 19 22 operations operation NOUN issue-187 19 23 characterize characterize VERB issue-187 19 24 the the DET issue-187 19 25 third third ADJ issue-187 19 26 and and CCONJ issue-187 19 27 fourth fourth ADJ issue-187 19 28 clusters cluster NOUN issue-187 19 29 of of ADP issue-187 19 30 som som PROPN issue-187 19 31 . . PUNCT issue-187 20 1 as as ADP issue-187 20 2 for for ADP issue-187 20 3 the the DET issue-187 20 4 countries country NOUN issue-187 20 5 that that PRON issue-187 20 6 were be AUX issue-187 20 7 in in ADP issue-187 20 8 the the DET issue-187 20 9 last last ADJ issue-187 20 10 two two NUM issue-187 20 11 clusters cluster NOUN issue-187 20 12 ( ( PUNCT issue-187 20 13 including include VERB issue-187 20 14 ukraine ukraine NOUN issue-187 20 15 ) ) PUNCT issue-187 20 16 , , PUNCT issue-187 20 17 then then ADV issue-187 20 18 the the DET issue-187 20 19 result result NOUN issue-187 20 20 of of ADP issue-187 20 21 the the DET issue-187 20 22 crisis crisis NOUN issue-187 20 23 phenomena phenomena NOUN issue-187 20 24 transfer transfer NOUN issue-187 20 25 is be AUX issue-187 20 26 that that SCONJ issue-187 20 27 the the DET issue-187 20 28 average average ADJ issue-187 20 29 amplitude amplitude NOUN issue-187 20 30 of of ADP issue-187 20 31 the the DET issue-187 20 32 fall fall NOUN issue-187 20 33 in in ADP issue-187 20 34 macroeconomic macroeconomic ADJ issue-187 20 35 indicators indicator NOUN issue-187 20 36 exceeded exceed VERB issue-187 20 37 15 15 NUM issue-187 20 38 % % NOUN issue-187 20 39 for for ADP issue-187 20 40 the the DET issue-187 20 41 sixth sixth ADJ issue-187 20 42 cluster cluster NOUN issue-187 20 43 , , PUNCT issue-187 20 44 and and CCONJ issue-187 20 45 9 9 NUM issue-187 20 46 % % NOUN issue-187 20 47 for for ADP issue-187 20 48 cluster cluster NOUN issue-187 20 49 number number NOUN issue-187 20 50 5 5 NUM issue-187 20 51 . . PUNCT issue-187 20 52 key key ADJ issue-187 20 53 words word NOUN issue-187 20 54 : : PUNCT issue-187 20 55 crisis crisis NOUN issue-187 20 56 , , PUNCT issue-187 20 57 contagion contagion NOUN issue-187 20 58 , , PUNCT issue-187 20 59 macroeconomic macroeconomic ADJ issue-187 20 60 indicator indicator NOUN issue-187 20 61 , , PUNCT issue-187 20 62 clustering clustering NOUN issue-187 20 63 , , PUNCT issue-187 20 64 neural neural ADJ issue-187 20 65 network network NOUN issue-187 20 66 , , PUNCT issue-187 20 67 kohonen kohonen PROPN issue-187 20 68 map map NOUN issue-187 20 69 , , PUNCT issue-187 20 70 radial radial ADJ issue-187 20 71 basis basis NOUN issue-187 20 72 network network NOUN issue-187 20 73 . . PUNCT issue-187 21 1 jel jel PROPN issue-187 21 2 classifiaction classifiaction PROPN issue-187 21 3 : : PUNCT issue-187 21 4 c38 c38 NOUN issue-187 21 5 , , PUNCT issue-187 21 6 c45 c45 PROPN issue-187 21 7 , , PUNCT issue-187 21 8 g01 g01 NOUN issue-187 21 9 , , PUNCT issue-187 21 10 g15 g15 PROPN issue-187 21 11 1 1 NUM issue-187 21 12 . . PUNCT issue-187 22 1 introduction introduction NOUN issue-187 22 2 based base VERB issue-187 22 3 on on ADP issue-187 22 4 studies study NOUN issue-187 22 5 of of ADP issue-187 22 6 the the DET issue-187 22 7 mechanisms mechanism NOUN issue-187 22 8 of of ADP issue-187 22 9 transboundary transboundary ADJ issue-187 22 10 transfer transfer NOUN issue-187 22 11 of of ADP issue-187 22 12 financial financial ADJ issue-187 22 13 crises crisis NOUN issue-187 22 14 rests rest VERB issue-187 22 15 the the DET issue-187 22 16 modern modern ADJ issue-187 22 17 theory theory NOUN issue-187 22 18 of of ADP issue-187 22 19 “ " PUNCT issue-187 22 20 contagion contagion NOUN issue-187 22 21 ” " PUNCT issue-187 22 22 ( ( PUNCT issue-187 22 23 kaminsky kaminsky PROPN issue-187 22 24 , , PUNCT issue-187 22 25 reinhart reinhart PROPN issue-187 22 26 , , PUNCT issue-187 22 27 2001 2001 NUM issue-187 22 28 ; ; PUNCT issue-187 22 29 calvo calvo NOUN issue-187 22 30 , , PUNCT issue-187 22 31 reinhar reinhar PROPN issue-187 22 32 , , PUNCT issue-187 22 33 1995 1995 NUM issue-187 22 34 ; ; PUNCT issue-187 22 35 sachs sachs NOUN issue-187 22 36 , , PUNCT issue-187 22 37 tornell tornell PROPN issue-187 22 38 , , PUNCT issue-187 22 39 velasco velasco PROPN issue-187 22 40 , , PUNCT issue-187 22 41 1996 1996 NUM issue-187 22 42 ) ) PUNCT issue-187 22 43 . . PUNCT issue-187 23 1 the the DET issue-187 23 2 effect effect NOUN issue-187 23 3 of of ADP issue-187 23 4 “ " PUNCT issue-187 23 5 contagion contagion NOUN issue-187 23 6 ” " PUNCT issue-187 23 7 is be AUX issue-187 23 8 evident evident ADJ issue-187 23 9 in in ADP issue-187 23 10 the the DET issue-187 23 11 atypical atypical ADJ issue-187 23 12 fall fall NOUN issue-187 23 13 in in ADP issue-187 23 14 exchange exchange NOUN issue-187 23 15 rates rate NOUN issue-187 23 16 , , PUNCT issue-187 23 17 stock stock NOUN issue-187 23 18 prices price NOUN issue-187 23 19 , , PUNCT issue-187 23 20 government government NOUN issue-187 23 21 bonds bond NOUN issue-187 23 22 , , PUNCT issue-187 23 23 stock stock NOUN issue-187 23 24 indices index NOUN issue-187 23 25 , , PUNCT issue-187 23 26 etc etc X issue-187 23 27 . . X issue-187 23 28 ( ( PUNCT issue-187 23 29 strelchenko strelchenko NOUN issue-187 23 30 , , PUNCT issue-187 23 31 2016 2016 NUM issue-187 23 32 ) ) PUNCT issue-187 23 33 . . PUNCT issue-187 24 1 the the DET issue-187 24 2 analysis analysis NOUN issue-187 24 3 of of ADP issue-187 24 4 researches research NOUN issue-187 24 5 on on ADP issue-187 24 6 the the DET issue-187 24 7 theory theory NOUN issue-187 24 8 of of ADP issue-187 24 9 “ " PUNCT issue-187 24 10 contagion contagion NOUN issue-187 24 11 ” " PUNCT issue-187 24 12 reveals reveal VERB issue-187 24 13 the the DET issue-187 24 14 following follow VERB issue-187 24 15 features feature NOUN issue-187 24 16 specific specific ADJ issue-187 24 17 to to ADP issue-187 24 18 the the DET issue-187 24 19 processes process NOUN issue-187 24 20 of of ADP issue-187 24 21 cross cross ADJ issue-187 24 22 - - ADJ issue-187 24 23 border border ADJ issue-187 24 24 transfer transfer NOUN issue-187 24 25 of of ADP issue-187 24 26 financial financial ADJ issue-187 24 27 shocks shock NOUN issue-187 24 28 : : PUNCT issue-187 25 1 1 1 X issue-187 25 2 . . PUNCT issue-187 25 3 the the DET issue-187 25 4 effects effect NOUN issue-187 25 5 of of ADP issue-187 25 6 transmission transmission NOUN issue-187 25 7 of of ADP issue-187 25 8 financial financial ADJ issue-187 25 9 shocks shock NOUN issue-187 25 10 differ differ VERB issue-187 25 11 significantly significantly ADV issue-187 25 12 depending depend VERB issue-187 25 13 on on ADP issue-187 25 14 the the DET issue-187 25 15 level level NOUN issue-187 25 16 of of ADP issue-187 25 17 economic economic ADJ issue-187 25 18 development development NOUN issue-187 25 19 , , PUNCT issue-187 25 20 liberalization liberalization NOUN issue-187 25 21 of of ADP issue-187 25 22 the the DET issue-187 25 23 market market NOUN issue-187 25 24 economy economy NOUN issue-187 25 25 , , PUNCT issue-187 25 26 corruption corruption NOUN issue-187 25 27 and and CCONJ issue-187 25 28 shadow shadow NOUN issue-187 25 29 economy economy NOUN issue-187 25 30 mode mode NOUN issue-187 25 31 of of ADP issue-187 25 32 operation operation NOUN issue-187 25 33 of of ADP issue-187 25 34 the the DET issue-187 25 35 exchange exchange NOUN issue-187 25 36 rate rate NOUN issue-187 25 37 , , PUNCT issue-187 25 38 etc etc X issue-187 25 39 . . X issue-187 26 1 2 2 X issue-187 26 2 . . X issue-187 26 3 in in ADP issue-187 26 4 some some DET issue-187 26 5 cases case NOUN issue-187 26 6 , , PUNCT issue-187 26 7 especially especially ADV issue-187 26 8 “ " PUNCT issue-187 26 9 contagion contagion NOUN issue-187 26 10 ” " PUNCT issue-187 26 11 exposed expose VERB issue-187 26 12 country country NOUN issue-187 26 13 with with ADP issue-187 26 14 strong strong ADJ issue-187 26 15 historical historical ADJ issue-187 26 16 trade trade NOUN issue-187 26 17 links link NOUN issue-187 26 18 . . PUNCT issue-187 27 1 because because SCONJ issue-187 27 2 of of ADP issue-187 27 3 this this PRON issue-187 27 4 , , PUNCT issue-187 27 5 the the DET issue-187 27 6 shortest short ADJ issue-187 27 7 latent latent ADJ issue-187 27 8 period period NOUN issue-187 27 9 of of ADP issue-187 27 10 the the DET issue-187 27 11 reaction reaction NOUN issue-187 27 12 is be AUX issue-187 27 13 observed observe VERB issue-187 27 14 in in ADP issue-187 27 15 the the DET issue-187 27 16 group group NOUN issue-187 27 17 of of ADP issue-187 27 18 countries country NOUN issue-187 27 19 that that PRON issue-187 27 20 are be AUX issue-187 27 21 compactly compactly ADV issue-187 27 22 located locate VERB issue-187 27 23 near near ADP issue-187 27 24 the the DET issue-187 27 25 country country NOUN issue-187 27 26     SPACE issue-187 27 27 – – PUNCT issue-187 27 28 the the DET issue-187 27 29 sources source NOUN issue-187 27 30 of of ADP issue-187 27 31 the the DET issue-187 27 32 crisis crisis NOUN issue-187 27 33 . . PUNCT issue-187 28 1 for for ADP issue-187 28 2 example example NOUN issue-187 28 3 , , PUNCT issue-187 28 4 during during ADP issue-187 28 5 the the DET issue-187 28 6 “ " PUNCT issue-187 28 7 asian asian ADJ issue-187 28 8 flu flu NOUN issue-187 28 9 ” " PUNCT issue-187 28 10 in in ADP issue-187 28 11 1997 1997 NUM issue-187 28 12 - - SYM issue-187 28 13 1999 1999 NUM issue-187 28 14     SPACE issue-187 28 15 – – PUNCT issue-187 28 16 among among ADP issue-187 28 17 the the DET issue-187 28 18 new new ADJ issue-187 28 19 industrialized industrialize VERB issue-187 28 20 countries country NOUN issue-187 28 21 width width VERB issue-187 28 22 the the DET issue-187 28 23 asian asian ADJ issue-187 28 24 development development NOUN issue-187 28 25 model model NOUN issue-187 28 26 of of ADP issue-187 28 27 the the DET issue-187 28 28 national national ADJ issue-187 28 29 economy economy NOUN issue-187 28 30 , , PUNCT issue-187 28 31 and and CCONJ issue-187 28 32 the the DET issue-187 28 33 so so ADV issue-187 28 34 - - PUNCT issue-187 28 35 called call VERB issue-187 28 36 “ " PUNCT issue-187 28 37 tequila tequila NOUN issue-187 28 38 effect effect NOUN issue-187 28 39 ” " PUNCT issue-187 28 40 in in ADP issue-187 28 41 south south PROPN issue-187 28 42 america america PROPN issue-187 28 43 ( ( PUNCT issue-187 28 44 1994 1994 NUM issue-187 28 45 ) ) PUNCT issue-187 28 46 . . PUNCT issue-187 29 1 to to PART issue-187 29 2 identify identify VERB issue-187 29 3 groups group NOUN issue-187 29 4 of of ADP issue-187 29 5 countries country NOUN issue-187 29 6 with with ADP issue-187 29 7 similar similar ADJ issue-187 29 8 response response NOUN issue-187 29 9 functions function NOUN issue-187 29 10 for for ADP issue-187 29 11 the the DET issue-187 29 12 spread spread NOUN issue-187 29 13 of of ADP issue-187 29 14 financial financial ADJ issue-187 29 15 shocks shock NOUN issue-187 29 16 , , PUNCT issue-187 29 17 promising promise VERB issue-187 29 18 baltic baltic ADJ issue-187 29 19 journal journal PROPN issue-187 29 20 of of ADP issue-187 29 21 economic economic ADJ issue-187 29 22 studies study NOUN issue-187 29 23 137 137 NUM issue-187 29 24 vol vol NOUN issue-187 29 25 . . PUNCT issue-187 30 1 3 3 NUM issue-187 30 2 , , PUNCT issue-187 30 3 no no INTJ issue-187 30 4 . . NOUN issue-187 30 5 2 2 NUM issue-187 30 6 , , PUNCT issue-187 30 7 2017 2017 NUM issue-187 30 8 is be AUX issue-187 30 9 the the DET issue-187 30 10 use use NOUN issue-187 30 11 of of ADP issue-187 30 12 neural neural ADJ issue-187 30 13 networks network NOUN issue-187 30 14 , , PUNCT issue-187 30 15 in in ADP issue-187 30 16 particular particular ADJ issue-187 30 17 , , PUNCT issue-187 30 18 models model NOUN issue-187 30 19 with with ADP issue-187 30 20 radial radial ADJ issue-187 30 21 basis basis NOUN issue-187 30 22 architecture architecture NOUN issue-187 30 23 or or CCONJ issue-187 30 24 kohonen kohonen PROPN issue-187 30 25 maps map NOUN issue-187 30 26 . . PUNCT issue-187 31 1 2 2 X issue-187 31 2 . . X issue-187 31 3 the the DET issue-187 31 4 advantage advantage NOUN issue-187 31 5 of of ADP issue-187 31 6 using use VERB issue-187 31 7 neural neural ADJ issue-187 31 8 networks network NOUN issue-187 31 9 in in ADP issue-187 31 10 problems problem NOUN issue-187 31 11 of of ADP issue-187 31 12 classification classification NOUN issue-187 31 13 one one NUM issue-187 31 14 of of ADP issue-187 31 15 the the DET issue-187 31 16 most most ADV issue-187 31 17 important important ADJ issue-187 31 18 applications application NOUN issue-187 31 19 of of ADP issue-187 31 20 neural neural ADJ issue-187 31 21 networks network NOUN issue-187 31 22 is be AUX issue-187 31 23 classification classification NOUN issue-187 31 24 . . PUNCT issue-187 32 1 often often ADV issue-187 32 2 , , PUNCT issue-187 32 3 these these DET issue-187 32 4 tasks task NOUN issue-187 32 5 do do AUX issue-187 32 6 not not PART issue-187 32 7 include include VERB issue-187 32 8 final final ADJ issue-187 32 9 reference reference NOUN issue-187 32 10 values value NOUN issue-187 32 11 for for ADP issue-187 32 12 learning learn VERB issue-187 32 13 neural neural ADJ issue-187 32 14 networks network NOUN issue-187 32 15 . . PUNCT issue-187 33 1 their their PRON issue-187 33 2 goal goal NOUN issue-187 33 3 is be AUX issue-187 33 4 to to PART issue-187 33 5 divide divide VERB issue-187 33 6 the the DET issue-187 33 7 original original ADJ issue-187 33 8 sample sample NOUN issue-187 33 9 into into ADP issue-187 33 10 groups group NOUN issue-187 33 11 according accord VERB issue-187 33 12 to to ADP issue-187 33 13 the the DET issue-187 33 14 specific specific ADJ issue-187 33 15 characteristics characteristic NOUN issue-187 33 16 of of ADP issue-187 33 17 similarity similarity NOUN issue-187 33 18 . . PUNCT issue-187 34 1 to to PART issue-187 34 2 address address VERB issue-187 34 3 these these DET issue-187 34 4 challenges challenge NOUN issue-187 34 5 , , PUNCT issue-187 34 6 self self NOUN issue-187 34 7 - - PUNCT issue-187 34 8 organizing organize VERB issue-187 34 9 neural neural ADJ issue-187 34 10 networks network NOUN issue-187 34 11 are be AUX issue-187 34 12 successfully successfully ADV issue-187 34 13 used use VERB issue-187 34 14 . . PUNCT issue-187 35 1 the the DET issue-187 35 2 most most ADV issue-187 35 3 famous famous ADJ issue-187 35 4 algorithm algorithm NOUN issue-187 35 5 for for ADP issue-187 35 6 constructing construct VERB issue-187 35 7 a a DET issue-187 35 8 neural neural ADJ issue-187 35 9 network network NOUN issue-187 35 10 of of ADP issue-187 35 11 this this DET issue-187 35 12 type type NOUN issue-187 35 13 is be AUX issue-187 35 14 the the DET issue-187 35 15 algorithm algorithm NOUN issue-187 35 16 wta wta NOUN issue-187 35 17 or or CCONJ issue-187 35 18 “ " PUNCT issue-187 35 19 winner winner NOUN issue-187 35 20 takes take VERB issue-187 35 21 all all PRON issue-187 35 22 ” " PUNCT issue-187 35 23 ( ( PUNCT issue-187 35 24 kohonen kohonen PROPN issue-187 35 25 , , PUNCT issue-187 35 26 2001 2001 NUM issue-187 35 27 ) ) PUNCT issue-187 35 28 . . PUNCT issue-187 36 1 neural neural ADJ issue-187 36 2 networks network NOUN issue-187 36 3 , , PUNCT issue-187 36 4 learning learn VERB issue-187 36 5 without without ADP issue-187 36 6 a a DET issue-187 36 7 teacher teacher NOUN issue-187 36 8 on on ADP issue-187 36 9 the the DET issue-187 36 10 wta wta NOUN issue-187 36 11 algorithm algorithm NOUN issue-187 36 12 and and CCONJ issue-187 36 13 implement implement VERB issue-187 36 14 clustering clustering ADJ issue-187 36 15 training training NOUN issue-187 36 16 samples sample NOUN issue-187 36 17 according accord VERB issue-187 36 18 to to ADP issue-187 36 19 certain certain ADJ issue-187 36 20 criteria criterion NOUN issue-187 36 21 , , PUNCT issue-187 36 22 better well ADV issue-187 36 23 known know VERB issue-187 36 24 as as ADP issue-187 36 25 maps map NOUN issue-187 36 26 , , PUNCT issue-187 36 27 which which PRON issue-187 36 28 organize organize VERB issue-187 36 29 themselves themselves PRON issue-187 36 30     SPACE issue-187 36 31 – – PUNCT issue-187 36 32 sofm sofm NOUN issue-187 36 33 ( ( PUNCT issue-187 36 34 selforganizing selforganize VERB issue-187 36 35 feature feature NOUN issue-187 36 36 map map NOUN issue-187 36 37 ) ) PUNCT issue-187 36 38 or or CCONJ issue-187 36 39 kohonen kohonen PROPN issue-187 36 40 maps map NOUN issue-187 36 41 ( ( PUNCT issue-187 36 42 kohonen kohonen PROPN issue-187 36 43 , , PUNCT issue-187 36 44 2001 2001 NUM issue-187 36 45 ) ) PUNCT issue-187 36 46 . . PUNCT issue-187 37 1 according accord VERB issue-187 37 2 to to ADP issue-187 37 3 problems problem NOUN issue-187 37 4 solved solve VERB issue-187 37 5 with with ADP issue-187 37 6 kohonen kohonen PROPN issue-187 37 7 maps map NOUN issue-187 37 8 , , PUNCT issue-187 37 9 it it PRON issue-187 37 10 is be AUX issue-187 37 11 necessary necessary ADJ issue-187 37 12 to to PART issue-187 37 13 note note VERB issue-187 37 14 the the DET issue-187 37 15 following following NOUN issue-187 37 16 : : PUNCT issue-187 37 17 elements element NOUN issue-187 37 18 within within ADP issue-187 37 19 a a DET issue-187 37 20 specific specific ADJ issue-187 37 21 cluster cluster NOUN issue-187 37 22 should should AUX issue-187 37 23 be be AUX issue-187 37 24 similar similar ADJ issue-187 37 25 on on ADP issue-187 37 26 certain certain ADJ issue-187 37 27 grounds ground NOUN issue-187 37 28 ; ; PUNCT issue-187 37 29 similar similar ADJ issue-187 37 30 clusters cluster NOUN issue-187 37 31 should should AUX issue-187 37 32 be be AUX issue-187 37 33 located locate VERB issue-187 37 34 close close ADV issue-187 37 35 to to ADP issue-187 37 36 each each DET issue-187 37 37 other other ADJ issue-187 37 38 . . PUNCT issue-187 38 1 procedure procedure NOUN issue-187 38 2 of of ADP issue-187 38 3 training train VERB issue-187 38 4 the the DET issue-187 38 5 sofm sofm NOUN issue-187 38 6 by by ADP issue-187 38 7 wta wta NOUN issue-187 38 8 - - PUNCT issue-187 38 9 rule rule NOUN issue-187 38 10 consists consist NOUN issue-187 38 11 of of ADP issue-187 38 12 the the DET issue-187 38 13 following follow VERB issue-187 38 14 steps step NOUN issue-187 38 15 ( ( PUNCT issue-187 38 16 kroese kroese PROPN issue-187 38 17 , , PUNCT issue-187 38 18 1996 1996 NUM issue-187 38 19 ): ): PUNCT issue-187 38 20 1 1 NUM issue-187 38 21 . . PUNCT issue-187 38 22 prior prior ADV issue-187 38 23 to to ADP issue-187 38 24 the the DET issue-187 38 25 training training NOUN issue-187 38 26 , , PUNCT issue-187 38 27 it it PRON issue-187 38 28 is be AUX issue-187 38 29 necessary necessary ADJ issue-187 38 30 to to PART issue-187 38 31 set set VERB issue-187 38 32 the the DET issue-187 38 33 map map NOUN issue-187 38 34 topology topology NOUN issue-187 38 35 : : PUNCT issue-187 38 36 rectangular rectangular ADJ issue-187 38 37 or or CCONJ issue-187 38 38 hexagonal hexagonal ADJ issue-187 38 39 ( ( PUNCT issue-187 38 40 fig fig NOUN issue-187 38 41 . . NOUN issue-187 39 1 1 1 NUM issue-187 39 2 ) ) PUNCT issue-187 39 3 . . PUNCT issue-187 40 1 a a DET issue-187 40 2 ) ) PUNCT issue-187 40 3 b b NOUN issue-187 40 4 ) ) PUNCT issue-187 40 5 fig fig NOUN issue-187 40 6 . . PUNCT issue-187 41 1 1 1 X issue-187 41 2 . . X issue-187 41 3 possible possible ADJ issue-187 41 4 configurations configuration NOUN issue-187 41 5 of of ADP issue-187 41 6 kohonen kohonen PROPN issue-187 41 7 maps maps PROPN issue-187 41 8 : : PUNCT issue-187 41 9 а а NOUN issue-187 41 10 ) ) PUNCT issue-187 41 11 hexagonal hexagonal ADJ issue-187 41 12 ; ; PUNCT issue-187 41 13 b b X issue-187 41 14 ) ) PUNCT issue-187 41 15 rectangular rectangular ADJ issue-187 41 16 . . PUNCT issue-187 42 1 2 2 X issue-187 42 2 . . X issue-187 42 3 sets set VERB issue-187 42 4 the the DET issue-187 42 5 radius radius NOUN issue-187 42 6 update update NOUN issue-187 42 7 . . PUNCT issue-187 43 1 it it PRON issue-187 43 2 defines define VERB issue-187 43 3 the the DET issue-187 43 4 range range NOUN issue-187 43 5 of of ADP issue-187 43 6 neighbouring neighbouring ADJ issue-187 43 7 neurons neuron NOUN issue-187 43 8 to to PART issue-187 43 9 be be AUX issue-187 43 10 training train VERB issue-187 43 11 ( ( PUNCT issue-187 43 12 fig fig NOUN issue-187 43 13 . . PUNCT issue-187 44 1 2 2 NUM issue-187 44 2 ) ) PUNCT issue-187 44 3 . . PUNCT issue-187 45 1 3 3 X issue-187 45 2 . . X issue-187 45 3 set set VERB issue-187 45 4 the the DET issue-187 45 5 initial initial ADJ issue-187 45 6 matrix matrix NOUN issue-187 45 7 of of ADP issue-187 45 8 synaptic synaptic ADJ issue-187 45 9 connections connection NOUN issue-187 45 10 4 4 NUM issue-187 45 11 . . PUNCT issue-187 46 1 for for SCONJ issue-187 46 2 each each DET issue-187 46 3 cluster cluster NOUN issue-187 46 4 element element NOUN issue-187 46 5 calculate calculate VERB issue-187 46 6 the the DET issue-187 46 7 distance distance NOUN issue-187 46 8 to to ADP issue-187 46 9 the the DET issue-187 46 10 training training NOUN issue-187 46 11 vector vector NOUN issue-187 46 12 by by ADP issue-187 46 13 the the DET issue-187 46 14 equation equation NOUN issue-187 46 15 : : PUNCT issue-187 46 16 ( ( PUNCT issue-187 46 17 ) ) PUNCT issue-187 46 18 ∑ ∑ PROPN issue-187 46 19 −= −= VERB issue-187 46 20 p p NOUN issue-187 46 21 ppqq ppqq NOUN issue-187 46 22 xwd xwd X issue-187 46 23 2 2 NUM issue-187 46 24 ) ) PUNCT issue-187 46 25 ] ] PUNCT issue-187 46 26 ( ( PUNCT issue-187 46 27 [ [ X issue-187 46 28 ) ) PUNCT issue-187 46 29 ( ( PUNCT issue-187 46 30 ) ) PUNCT issue-187 46 31 ( ( PUNCT issue-187 46 32 11 11 NUM issue-187 46 33 −− −− NOUN issue-187 46 34 −⋅λ⋅⋅+= −⋅λ⋅⋅+= X issue-187 46 35 ippipip ippipip PROPN issue-187 46 36 twxtwtw twxtwtw PROPN issue-187 46 37 η η PROPN issue-187 46 38 ) ) PUNCT issue-187 46 39 ( ( PUNCT issue-187 46 40 ) ) PUNCT issue-187 46 41 , , PUNCT issue-187 46 42 ( ( PUNCT issue-187 46 43 1 1 NUM issue-187 46 44 ipip ipip NOUN issue-187 46 45 twtw twtw ADJ issue-187 46 46 − − PROPN issue-187 46 47 ) ) PUNCT issue-187 46 48 ( ( PUNCT issue-187 46 49 ip ip NOUN issue-187 46 50 tx tx PROPN issue-187 46 51 e e PROPN issue-187 46 52 n n CCONJ issue-187 46 53 n n PROPN issue-187 46 54 w w PROPN issue-187 46 55 nv nv PROPN issue-187 46 56 % % NOUN issue-187 46 57 > > X issue-187 46 58 60 60 NUM issue-187 46 59 1,0 1,0 NUM issue-187 46 60 6 6 NUM issue-187 46 61 = = NOUN issue-187 46 62 > > X issue-187 46 63 nvn nvn NOUN issue-187 46 64 , , PUNCT issue-187 46 65 ( ( PUNCT issue-187 46 66 1 1 X issue-187 46 67 ) ) PUNCT issue-187 46 68 and and CCONJ issue-187 46 69 choose choose VERB issue-187 46 70 the the DET issue-187 46 71 winner winner NOUN issue-187 46 72 neuron neuron NOUN issue-187 46 73 to to ADP issue-187 46 74 a a DET issue-187 46 75 minimum minimum ADJ issue-187 46 76 value value NOUN issue-187 46 77 dq dq NOUN issue-187 46 78 . . PROPN issue-187 46 79 5 5 NUM issue-187 46 80 . . X issue-187 46 81 for for ADP issue-187 46 82 the the DET issue-187 46 83 winning win VERB issue-187 46 84 neuron neuron NOUN issue-187 46 85 and and CCONJ issue-187 46 86 nodes node NOUN issue-187 46 87 within within ADP issue-187 46 88 a a DET issue-187 46 89 specified specified ADJ issue-187 46 90 radius radius NOUN issue-187 46 91 , , PUNCT issue-187 46 92 update update VERB issue-187 46 93 the the DET issue-187 46 94 weights weight NOUN issue-187 46 95 according accord VERB issue-187 46 96 to to ADP issue-187 46 97 the the DET issue-187 46 98 wta wta NOUN issue-187 46 99 - - PUNCT issue-187 46 100 rule rule NOUN issue-187 46 101 ( ( PUNCT issue-187 46 102 kohonen kohonen PROPN issue-187 46 103 , , PUNCT issue-187 46 104 2001 2001 NUM issue-187 46 105 ) ) PUNCT issue-187 46 106 : : PUNCT issue-187 47 1 ( ( PUNCT issue-187 47 2 ) ) PUNCT issue-187 47 3 ∑ ∑ PROPN issue-187 47 4 −= −= VERB issue-187 47 5 p p NOUN issue-187 47 6 ppqq ppqq NOUN issue-187 47 7 xwd xwd X issue-187 47 8 2 2 NUM issue-187 47 9 ) ) PUNCT issue-187 47 10 ] ] PUNCT issue-187 47 11 ( ( PUNCT issue-187 47 12 [ [ X issue-187 47 13 ) ) PUNCT issue-187 47 14 ( ( PUNCT issue-187 47 15 ) ) PUNCT issue-187 47 16 ( ( PUNCT issue-187 47 17 11 11 NUM issue-187 47 18 −− −− NOUN issue-187 47 19 −⋅λ⋅⋅+= −⋅λ⋅⋅+= X issue-187 47 20 ippipip ippipip PROPN issue-187 47 21 twxtwtw twxtwtw PROPN issue-187 47 22 η η PROPN issue-187 47 23 ) ) PUNCT issue-187 47 24 ( ( PUNCT issue-187 47 25 ) ) PUNCT issue-187 47 26 , , PUNCT issue-187 47 27 ( ( PUNCT issue-187 47 28 1 1 NUM issue-187 47 29 ipip ipip NOUN issue-187 47 30 twtw twtw ADJ issue-187 47 31 − − PROPN issue-187 47 32 ) ) PUNCT issue-187 47 33 ( ( PUNCT issue-187 47 34 ip ip NOUN issue-187 47 35 tx tx PROPN issue-187 47 36 e e PROPN issue-187 47 37 n n CCONJ issue-187 47 38 n n PROPN issue-187 47 39 w w PROPN issue-187 47 40 nv nv PROPN issue-187 47 41 % % NOUN issue-187 47 42 > > X issue-187 47 43 60 60 NUM issue-187 47 44 1,0 1,0 NUM issue-187 47 45 6 6 NUM issue-187 47 46 = = NOUN issue-187 47 47 > > X issue-187 47 48 nvn nvn NOUN issue-187 47 49 , , PUNCT issue-187 47 50 ( ( PUNCT issue-187 47 51 2 2 X issue-187 47 52 ) ) PUNCT issue-187 47 53 where where SCONJ issue-187 47 54 ( ( PUNCT issue-187 47 55 ) ) PUNCT issue-187 47 56 ∑ ∑ PROPN issue-187 47 57 −= −= VERB issue-187 47 58 p p NOUN issue-187 47 59 ppqq ppqq NOUN issue-187 47 60 xwd xwd X issue-187 47 61 2 2 NUM issue-187 47 62 ) ) PUNCT issue-187 47 63 ] ] PUNCT issue-187 47 64 ( ( PUNCT issue-187 47 65 [ [ X issue-187 47 66 ) ) PUNCT issue-187 47 67 ( ( PUNCT issue-187 47 68 ) ) PUNCT issue-187 47 69 ( ( PUNCT issue-187 47 70 11 11 NUM issue-187 47 71 −− −− NOUN issue-187 47 72 −⋅λ⋅⋅+= −⋅λ⋅⋅+= X issue-187 47 73 ippipip ippipip PROPN issue-187 47 74 twxtwtw twxtwtw PROPN issue-187 47 75 η η PROPN issue-187 47 76 ) ) PUNCT issue-187 47 77 ( ( PUNCT issue-187 47 78 ) ) PUNCT issue-187 47 79 , , PUNCT issue-187 47 80 ( ( PUNCT issue-187 47 81 1 1 NUM issue-187 47 82 ipip ipip NOUN issue-187 47 83 twtw twtw ADJ issue-187 47 84 − − PROPN issue-187 47 85 ) ) PUNCT issue-187 47 86 ( ( PUNCT issue-187 47 87 ip ip NOUN issue-187 47 88 tx tx PROPN issue-187 47 89 e e PROPN issue-187 47 90 n n CCONJ issue-187 47 91 n n PROPN issue-187 47 92 w w PROPN issue-187 47 93 nv nv PROPN issue-187 47 94 % % NOUN issue-187 47 95 > > X issue-187 47 96 60 60 NUM issue-187 47 97 1,0 1,0 NUM issue-187 47 98 6 6 NUM issue-187 47 99 = = SYM issue-187 47 100 > > X issue-187 47 101 nvn nvn NOUN issue-187 47 102     SPACE issue-187 47 103 – – PUNCT issue-187 47 104 p p X issue-187 47 105 - - PUNCT issue-187 47 106 th th X issue-187 47 107 neuron neuron NOUN issue-187 47 108 setting setting NOUN issue-187 47 109 of of ADP issue-187 47 110 kohonen kohonen PROPN issue-187 47 111 map map NOUN issue-187 47 112 before before ADP issue-187 47 113 and and CCONJ issue-187 47 114 after after ADP issue-187 47 115 correction correction NOUN issue-187 47 116 , , PUNCT issue-187 47 117 respectively respectively ADV issue-187 47 118 ; ; PUNCT issue-187 47 119 ( ( PUNCT issue-187 47 120 ) ) PUNCT issue-187 47 121 ∑ ∑ PROPN issue-187 47 122 −= −= VERB issue-187 47 123 p p NOUN issue-187 47 124 ppqq ppqq NOUN issue-187 47 125 xwd xwd X issue-187 47 126 2 2 NUM issue-187 47 127 ) ) PUNCT issue-187 47 128 ] ] PUNCT issue-187 47 129 ( ( PUNCT issue-187 47 130 [ [ X issue-187 47 131 ) ) PUNCT issue-187 47 132 ( ( PUNCT issue-187 47 133 ) ) PUNCT issue-187 47 134 ( ( PUNCT issue-187 47 135 11 11 NUM issue-187 47 136 −− −− NOUN issue-187 47 137 −⋅λ⋅⋅+= −⋅λ⋅⋅+= X issue-187 47 138 ippipip ippipip PROPN issue-187 47 139 twxtwtw twxtwtw PROPN issue-187 47 140 η η PROPN issue-187 47 141 ) ) PUNCT issue-187 47 142 ( ( PUNCT issue-187 47 143 ) ) PUNCT issue-187 47 144 , , PUNCT issue-187 47 145 ( ( PUNCT issue-187 47 146 1 1 NUM issue-187 47 147 ipip ipip NOUN issue-187 47 148 twtw twtw ADJ issue-187 47 149 − − PROPN issue-187 47 150 ) ) PUNCT issue-187 47 151 ( ( PUNCT issue-187 47 152 ip ip NOUN issue-187 47 153 tx tx PROPN issue-187 47 154 e e PROPN issue-187 47 155 n n CCONJ issue-187 47 156 n n PROPN issue-187 47 157 w w PROPN issue-187 47 158 nv nv PROPN issue-187 47 159 % % NOUN issue-187 47 160 > > X issue-187 47 161 60 60 NUM issue-187 47 162 1,0 1,0 NUM issue-187 47 163 6 6 NUM issue-187 47 164 = = SYM issue-187 47 165 > > X issue-187 47 166 nvn nvn PROPN issue-187 47 167     SPACE issue-187 47 168 – – PUNCT issue-187 47 169 p p X issue-187 47 170 - - PUNCT issue-187 47 171 th th X issue-187 47 172 element element NOUN issue-187 47 173 of of ADP issue-187 47 174 input input NOUN issue-187 47 175 data datum NOUN issue-187 47 176 vector vector NOUN issue-187 47 177 submitted submit VERB issue-187 47 178 to to ADP issue-187 47 179 the the DET issue-187 47 180 t t PROPN issue-187 47 181 - - PUNCT issue-187 47 182 th th VERB issue-187 47 183 training training NOUN issue-187 47 184 step step NOUN issue-187 47 185 ; ; PUNCT issue-187 47 186 η η NOUN issue-187 47 187     SPACE issue-187 47 188 – – PUNCT issue-187 47 189 learning learn VERB issue-187 47 190 rate rate NOUN issue-187 47 191 , , PUNCT issue-187 47 192 0 0 NUM issue-187 47 193 < < X issue-187 47 194 η<1 η<1 PROPN issue-187 47 195 , , PUNCT issue-187 47 196 which which PRON issue-187 47 197 changes change VERB issue-187 47 198 in in ADP issue-187 47 199 the the DET issue-187 47 200 process process NOUN issue-187 47 201 of of ADP issue-187 47 202 self self NOUN issue-187 47 203 - - PUNCT issue-187 47 204 organization organization NOUN issue-187 47 205 of of ADP issue-187 47 206 a a DET issue-187 47 207 neural neural ADJ issue-187 47 208 network network NOUN issue-187 47 209 ( ( PUNCT issue-187 47 210 usually usually ADV issue-187 47 211 the the DET issue-187 47 212 initial initial ADJ issue-187 47 213 value value NOUN issue-187 47 214 closer close ADV issue-187 47 215 to to ADP issue-187 47 216 unity unity NOUN issue-187 47 217 and and CCONJ issue-187 47 218 gradually gradually ADV issue-187 47 219 decreasing decrease VERB issue-187 47 220 ) ) PUNCT issue-187 47 221 ; ; PUNCT issue-187 47 222 λ λ X issue-187 47 223     SPACE issue-187 47 224 – – PUNCT issue-187 47 225 the the DET issue-187 47 226 neighbourhood neighbourhood NOUN issue-187 47 227 function function NOUN issue-187 47 228 between between ADP issue-187 47 229 neuron neuron PROPN issue-187 47 230 and and CCONJ issue-187 47 231 neuron neuron NOUN issue-187 47 232 - - PUNCT issue-187 47 233 winner winner NOUN issue-187 47 234 , , PUNCT issue-187 47 235 which which PRON issue-187 47 236 determines determine VERB issue-187 47 237 the the DET issue-187 47 238 size size NOUN issue-187 47 239 of of ADP issue-187 47 240 the the DET issue-187 47 241 weight weight NOUN issue-187 47 242 adjustment adjustment NOUN issue-187 47 243 of of ADP issue-187 47 244 connections connection NOUN issue-187 47 245 for for ADP issue-187 47 246 each each DET issue-187 47 247 neuron neuron NOUN issue-187 47 248 ( ( PUNCT issue-187 47 249 for for ADP issue-187 47 250 the the DET issue-187 47 251 winning win VERB issue-187 47 252 neuron neuron NOUN issue-187 47 253 , , PUNCT issue-187 47 254 neighbourhood neighbourhood NOUN issue-187 47 255 function function NOUN issue-187 47 256 is be AUX issue-187 47 257 equal equal ADJ issue-187 47 258 to to ADP issue-187 47 259 one one NUM issue-187 47 260 and and CCONJ issue-187 47 261 decreases decrease VERB issue-187 47 262 when when SCONJ issue-187 47 263 it it PRON issue-187 47 264 moves move VERB issue-187 47 265 away away ADV issue-187 47 266 from from ADP issue-187 47 267 by by ADP issue-187 47 268 linear linear ADJ issue-187 47 269 or or CCONJ issue-187 47 270 exponential exponential ADJ issue-187 47 271 law law NOUN issue-187 47 272 ) ) PUNCT issue-187 47 273 . . PUNCT issue-187 48 1 – – PUNCT issue-187 48 2 element element NOUN issue-187 48 3 to to PART issue-187 48 4 be be AUX issue-187 48 5 training train VERB issue-187 48 6 for for ADP issue-187 48 7 r r NOUN issue-187 48 8 = = SYM issue-187 48 9 0 0 NUM issue-187 48 10 ; ; PUNCT issue-187 48 11 – – PUNCT issue-187 48 12 element element NOUN issue-187 48 13 to to PART issue-187 48 14 be be AUX issue-187 48 15 training train VERB issue-187 48 16 for for ADP issue-187 48 17 r r NOUN issue-187 48 18 = = NOUN issue-187 48 19 1 1 NUM issue-187 48 20 ; ; PUNCT issue-187 48 21 – – PUNCT issue-187 48 22 element element NOUN issue-187 48 23 to to PART issue-187 48 24 be be AUX issue-187 48 25 training train VERB issue-187 48 26 for for ADP issue-187 48 27 r r NOUN issue-187 48 28 = = SYM issue-187 48 29 2 2 NUM issue-187 48 30 ; ; PUNCT issue-187 48 31 – – PUNCT issue-187 48 32 element element NOUN issue-187 48 33 to to PART issue-187 48 34 be be AUX issue-187 48 35 training train VERB issue-187 48 36 for for ADP issue-187 48 37 r r NOUN issue-187 48 38 =3 =3 VERB issue-187 48 39 . . PUNCT issue-187 49 1 – – PUNCT issue-187 49 2 element element NOUN issue-187 49 3 to to PART issue-187 49 4 be be AUX issue-187 49 5 training train VERB issue-187 49 6 for for ADP issue-187 49 7 r r NOUN issue-187 49 8 = = SYM issue-187 49 9 0 0 NUM issue-187 49 10 ; ; PUNCT issue-187 49 11 – – PUNCT issue-187 49 12 element element NOUN issue-187 49 13 to to PART issue-187 49 14 be be AUX issue-187 49 15 training train VERB issue-187 49 16 for for ADP issue-187 49 17 r r NOUN issue-187 49 18 = = NOUN issue-187 49 19 1 1 NUM issue-187 49 20 ; ; PUNCT issue-187 49 21 – – PUNCT issue-187 49 22 element element NOUN issue-187 49 23 to to PART issue-187 49 24 be be AUX issue-187 49 25 training train VERB issue-187 49 26 for for ADP issue-187 49 27 r r NOUN issue-187 49 28 = = SYM issue-187 49 29 2 2 NUM issue-187 49 30 ; ; PUNCT issue-187 49 31 – – PUNCT issue-187 49 32 element element NOUN issue-187 49 33 to to PART issue-187 49 34 be be AUX issue-187 49 35 training train VERB issue-187 49 36 for for ADP issue-187 49 37 r r NOUN issue-187 49 38 =3 =3 VERB issue-187 49 39 . . PUNCT issue-187 50 1 fig fig NOUN issue-187 50 2 . . PUNCT issue-187 51 1 2 2 X issue-187 51 2 . . X issue-187 51 3 choice choice NOUN issue-187 51 4 neighbouring neighbouring NOUN issue-187 51 5 neurons neuron NOUN issue-187 51 6 to to PART issue-187 51 7 study study VERB issue-187 51 8 , , PUNCT issue-187 51 9 according accord VERB issue-187 51 10 to to ADP issue-187 51 11 the the DET issue-187 51 12 size size NOUN issue-187 51 13 range range NOUN issue-187 51 14 : : PUNCT issue-187 51 15 6 6 X issue-187 51 16 . . X issue-187 52 1 the the DET issue-187 52 2 learning learning NOUN issue-187 52 3 process process NOUN issue-187 52 4 continues continue VERB issue-187 52 5 as as ADV issue-187 52 6 long long ADV issue-187 52 7 as as SCONJ issue-187 52 8 the the DET issue-187 52 9 synaptic synaptic ADJ issue-187 52 10 weights weight NOUN issue-187 52 11 of of ADP issue-187 52 12 the the DET issue-187 52 13 current current ADJ issue-187 52 14 training training NOUN issue-187 52 15 cycle cycle NOUN issue-187 52 16 compared compare VERB issue-187 52 17 with with ADP issue-187 52 18 the the DET issue-187 52 19 previous previous ADJ issue-187 52 20 one one NOUN issue-187 52 21 become become VERB issue-187 52 22 insignificant insignificant ADJ issue-187 52 23 . . PUNCT issue-187 53 1 compared compare VERB issue-187 53 2 to to ADP issue-187 53 3 other other ADJ issue-187 53 4 mathematical mathematical ADJ issue-187 53 5 tools tool NOUN issue-187 53 6 designed design VERB issue-187 53 7 to to PART issue-187 53 8 support support VERB issue-187 53 9 decision decision NOUN issue-187 53 10 - - PUNCT issue-187 53 11 making making NOUN issue-187 53 12 in in ADP issue-187 53 13 conditions condition NOUN issue-187 53 14 of of ADP issue-187 53 15 uncertainty uncertainty NOUN issue-187 53 16 and and CCONJ issue-187 53 17 the the DET issue-187 53 18 large large ADJ issue-187 53 19 number number NOUN issue-187 53 20 of of ADP issue-187 53 21 influencing influence VERB issue-187 53 22 factors factor NOUN issue-187 53 23 , , PUNCT issue-187 53 24 neural neural ADJ issue-187 53 25 networks network NOUN issue-187 53 26 have have VERB issue-187 53 27 a a DET issue-187 53 28 number number NOUN issue-187 53 29 of of ADP issue-187 53 30 specific specific ADJ issue-187 53 31 advantages advantage NOUN issue-187 53 32 : : PUNCT issue-187 53 33 1 1 X issue-187 53 34 ) ) PUNCT issue-187 53 35 allow allow VERB issue-187 53 36 effective effective ADJ issue-187 53 37 modelling modelling NOUN issue-187 53 38 of of ADP issue-187 53 39 nonlinear nonlinear ADJ issue-187 53 40 processes process NOUN issue-187 53 41 ; ; PUNCT issue-187 53 42 2 2 X issue-187 53 43 ) ) PUNCT issue-187 53 44 no no DET issue-187 53 45 need need NOUN issue-187 53 46 in in ADP issue-187 53 47 strict strict ADJ issue-187 53 48 mathematical mathematical ADJ issue-187 53 49 specification specification NOUN issue-187 53 50 of of ADP issue-187 53 51 the the DET issue-187 53 52 model model NOUN issue-187 53 53 in in ADP issue-187 53 54 solving solve VERB issue-187 53 55 non non ADJ issue-187 53 56 - - ADJ issue-187 53 57 formalized formalized ADJ issue-187 53 58 or or CCONJ issue-187 53 59 badly badly ADV issue-187 53 60 formalized formalize VERB issue-187 53 61 tasks task NOUN issue-187 53 62 ; ; PUNCT issue-187 53 63 3 3 X issue-187 53 64 ) ) PUNCT issue-187 53 65 adaptability adaptability NOUN issue-187 53 66 for for ADP issue-187 53 67 changes change NOUN issue-187 53 68 influencing influence VERB issue-187 53 69 factors factor NOUN issue-187 53 70 ; ; PUNCT issue-187 53 71 4 4 X issue-187 53 72 ) ) PUNCT issue-187 53 73 parallel parallel ADJ issue-187 53 74 data datum NOUN issue-187 53 75 processing processing NOUN issue-187 53 76 ; ; PUNCT issue-187 53 77 5 5 X issue-187 53 78 ) ) PUNCT issue-187 53 79 effectiveness effectiveness NOUN issue-187 53 80 in in ADP issue-187 53 81 dealing deal VERB issue-187 53 82 with with ADP issue-187 53 83 incomplete incomplete ADJ issue-187 53 84 or or CCONJ issue-187 53 85 noisy noisy ADJ issue-187 53 86 data datum NOUN issue-187 53 87 ; ; PUNCT issue-187 53 88 6 6 X issue-187 53 89 ) ) PUNCT issue-187 53 90 the the DET issue-187 53 91 possibility possibility NOUN issue-187 53 92 of of ADP issue-187 53 93 classification classification NOUN issue-187 53 94 in in ADP issue-187 53 95 many many ADJ issue-187 53 96 ways way NOUN issue-187 53 97 ; ; PUNCT issue-187 53 98 7 7 X issue-187 53 99 ) ) PUNCT issue-187 53 100 the the DET issue-187 53 101 performance performance NOUN issue-187 53 102 of of ADP issue-187 53 103 forecasting forecasting NOUN issue-187 53 104 time time NOUN issue-187 53 105 series series NOUN issue-187 53 106 , , PUNCT issue-187 53 107 depending depend VERB issue-187 53 108 on on ADP issue-187 53 109 many many ADJ issue-187 53 110 factors factor NOUN issue-187 53 111 ; ; PUNCT issue-187 53 112 8) 8) NUM issue-187 53 113 the the DET issue-187 53 114 ability ability NOUN issue-187 53 115 to to PART issue-187 53 116 search search VERB issue-187 53 117 for for ADP issue-187 53 118 hidden hide VERB issue-187 53 119 patterns pattern NOUN issue-187 53 120 in in ADP issue-187 53 121 data datum NOUN issue-187 53 122 arrays array VERB issue-187 53 123 . . PUNCT issue-187 54 1 the the DET issue-187 54 2 main main ADJ issue-187 54 3 drawbacks drawback NOUN issue-187 54 4 of of ADP issue-187 54 5 neural neural ADJ issue-187 54 6 networks network NOUN issue-187 54 7 are be AUX issue-187 54 8 as as SCONJ issue-187 54 9 follows follow VERB issue-187 54 10 : : PUNCT issue-187 54 11 the the DET issue-187 54 12 lack lack NOUN issue-187 54 13 of of ADP issue-187 54 14 a a DET issue-187 54 15 unified unified ADJ issue-187 54 16 theory theory NOUN issue-187 54 17 for for ADP issue-187 54 18 choosing choose VERB issue-187 54 19 the the DET issue-187 54 20 structure structure NOUN issue-187 54 21 of of ADP issue-187 54 22 the the DET issue-187 54 23 neural neural ADJ issue-187 54 24 network network NOUN issue-187 54 25 ; ; PUNCT issue-187 54 26 the the DET issue-187 54 27 practical practical ADJ issue-187 54 28 impossibility impossibility NOUN issue-187 54 29 of of ADP issue-187 54 30 isolating isolate VERB issue-187 54 31 the the DET issue-187 54 32 knowledgetrained knowledgetraine VERB issue-187 54 33 neural neural ADJ issue-187 54 34 network network NOUN issue-187 54 35 , , PUNCT issue-187 54 36 for for ADP issue-187 54 37 researchers researcher NOUN issue-187 54 38 nn nn PROPN issue-187 54 39 is be AUX issue-187 54 40 a a DET issue-187 54 41 “ " PUNCT issue-187 54 42 black black ADJ issue-187 54 43 box box NOUN issue-187 54 44 . . PUNCT issue-187 54 45 ” " PUNCT issue-187 55 1 3 3 X issue-187 55 2 . . PUNCT issue-187 55 3 model model NOUN issue-187 55 4 construction construction NOUN issue-187 55 5 to to PART issue-187 55 6 implement implement VERB issue-187 55 7 kohonen kohonen PROPN issue-187 55 8 neural neural ADJ issue-187 55 9 network network NOUN issue-187 55 10 algorithm algorithm NOUN issue-187 55 11 in in ADP issue-187 55 12 this this DET issue-187 55 13 research research NOUN issue-187 55 14 , , PUNCT issue-187 55 15 we we PRON issue-187 55 16 used use VERB issue-187 55 17 the the DET issue-187 55 18 tools tool NOUN issue-187 55 19 of of ADP issue-187 55 20 matrix matrix NOUN issue-187 55 21 laboratory laboratory NOUN issue-187 55 22 matlab matlab PROPN issue-187 55 23 . . PUNCT issue-187 56 1 baltic baltic PROPN issue-187 56 2 journal journal PROPN issue-187 56 3 of of ADP issue-187 56 4 economic economic ADJ issue-187 56 5 studies study NOUN issue-187 56 6 138 138 NUM issue-187 56 7 vol vol NOUN issue-187 56 8 . . PROPN issue-187 57 1 3 3 NUM issue-187 57 2 , , PUNCT issue-187 57 3 no no INTJ issue-187 57 4 . . NOUN issue-187 57 5 2 2 NUM issue-187 57 6 , , PUNCT issue-187 57 7 2017 2017 NUM issue-187 57 8 when when SCONJ issue-187 57 9 building build VERB issue-187 57 10 a a DET issue-187 57 11 neural neural ADJ issue-187 57 12 network network NOUN issue-187 57 13 , , PUNCT issue-187 57 14 it it PRON issue-187 57 15 is be AUX issue-187 57 16 necessary necessary ADJ issue-187 57 17 to to PART issue-187 57 18 solve solve VERB issue-187 57 19 the the DET issue-187 57 20 problem problem NOUN issue-187 57 21 of of ADP issue-187 57 22 the the DET issue-187 57 23 optimal optimal ADJ issue-187 57 24 ratio ratio NOUN issue-187 57 25 between between ADP issue-187 57 26 the the DET issue-187 57 27 number number NOUN issue-187 57 28 of of ADP issue-187 57 29 neurons neuron NOUN issue-187 57 30 in in ADP issue-187 57 31 the the DET issue-187 57 32 hidden hide VERB issue-187 57 33 layer layer NOUN issue-187 57 34 and and CCONJ issue-187 57 35 the the DET issue-187 57 36 size size NOUN issue-187 57 37 of of ADP issue-187 57 38 the the DET issue-187 57 39 training training NOUN issue-187 57 40 set set NOUN issue-187 57 41 . . PUNCT issue-187 58 1 empirical empirical ADJ issue-187 58 2 research research NOUN issue-187 58 3 shows show VERB issue-187 58 4 that that SCONJ issue-187 58 5 to to PART issue-187 58 6 achieve achieve VERB issue-187 58 7 high high ADJ issue-187 58 8 rates rate NOUN issue-187 58 9 of of ADP issue-187 58 10 synthesis synthesis NOUN issue-187 58 11 and and CCONJ issue-187 58 12 learning learn VERB issue-187 58 13 neural neural ADJ issue-187 58 14 network network NOUN issue-187 58 15 training training NOUN issue-187 58 16 set set VERB issue-187 58 17 number number NOUN issue-187 58 18 of of ADP issue-187 58 19 elements element NOUN issue-187 58 20 should should AUX issue-187 58 21 be be AUX issue-187 58 22 done do VERB issue-187 58 23 inequality inequality NOUN issue-187 58 24 ( ( PUNCT issue-187 58 25 callan callan PROPN issue-187 58 26 , , PUNCT issue-187 58 27 1998 1998 NUM issue-187 58 28 ) ) PUNCT issue-187 58 29 : : PUNCT issue-187 58 30 ( ( PUNCT issue-187 58 31 ) ) PUNCT issue-187 58 32 ∑ ∑ PROPN issue-187 58 33 −= −= VERB issue-187 58 34 p p NOUN issue-187 58 35 ppqq ppqq NOUN issue-187 58 36 xwd xwd X issue-187 58 37 2 2 NUM issue-187 58 38 ) ) PUNCT issue-187 58 39 ] ] PUNCT issue-187 58 40 ( ( PUNCT issue-187 58 41 [ [ X issue-187 58 42 ) ) PUNCT issue-187 58 43 ( ( PUNCT issue-187 58 44 ) ) PUNCT issue-187 58 45 ( ( PUNCT issue-187 58 46 11 11 NUM issue-187 58 47 −− −− NOUN issue-187 58 48 −⋅λ⋅⋅+= −⋅λ⋅⋅+= X issue-187 58 49 ippipip ippipip PROPN issue-187 58 50 twxtwtw twxtwtw PROPN issue-187 58 51 η η PROPN issue-187 58 52 ) ) PUNCT issue-187 58 53 ( ( PUNCT issue-187 58 54 ) ) PUNCT issue-187 58 55 , , PUNCT issue-187 58 56 ( ( PUNCT issue-187 58 57 1 1 NUM issue-187 58 58 ipip ipip NOUN issue-187 58 59 twtw twtw ADJ issue-187 58 60 − − PROPN issue-187 58 61 ) ) PUNCT issue-187 58 62 ( ( PUNCT issue-187 58 63 ip ip NOUN issue-187 58 64 tx tx PROPN issue-187 58 65 e e PROPN issue-187 58 66 n n CCONJ issue-187 58 67 n n PROPN issue-187 58 68 w w PROPN issue-187 58 69 nv nv PROPN issue-187 58 70 % % NOUN issue-187 58 71 > > X issue-187 58 72 60 60 NUM issue-187 58 73 1,0 1,0 NUM issue-187 58 74 6 6 NUM issue-187 58 75 = = NOUN issue-187 58 76 > > X issue-187 58 77 nvn nvn NOUN issue-187 58 78 , , PUNCT issue-187 58 79 ( ( PUNCT issue-187 58 80 3 3 X issue-187 58 81 ) ) PUNCT issue-187 58 82 where where SCONJ issue-187 58 83 nw nw PROPN issue-187 58 84     SPACE issue-187 58 85 – – PUNCT issue-187 58 86 he he PRON issue-187 58 87 number number NOUN issue-187 58 88 of of ADP issue-187 58 89 hidden hide VERB issue-187 58 90 layer layer NOUN issue-187 58 91 neural neural NOUN issue-187 58 92 ; ; PUNCT issue-187 58 93 nnv nnv PRON issue-187 58 94     SPACE issue-187 58 95 – – PUNCT issue-187 58 96 the the DET issue-187 58 97 size size NOUN issue-187 58 98 of of ADP issue-187 58 99 the the DET issue-187 58 100 training training NOUN issue-187 58 101 set set NOUN issue-187 58 102 ; ; PUNCT issue-187 58 103 % % INTJ issue-187 58 104 e e VERB issue-187 58 105     SPACE issue-187 58 106 – – PUNCT issue-187 58 107 is be AUX issue-187 58 108 the the DET issue-187 58 109 fraction fraction NOUN issue-187 58 110 of of ADP issue-187 58 111 errors error NOUN issue-187 58 112 envisaged envisage VERB issue-187 58 113 in in ADP issue-187 58 114 the the DET issue-187 58 115 course course NOUN issue-187 58 116 of of ADP issue-187 58 117 testing testing NOUN issue-187 58 118 . . PUNCT issue-187 59 1 for for ADP issue-187 59 2 kohonen kohonen PROPN issue-187 59 3 neural neural ADJ issue-187 59 4 network network NOUN issue-187 59 5 , , PUNCT issue-187 59 6 the the DET issue-187 59 7 number number NOUN issue-187 59 8 of of ADP issue-187 59 9 neurons neuron NOUN issue-187 59 10 in in ADP issue-187 59 11 the the DET issue-187 59 12 hidden hide VERB issue-187 59 13 layer layer NOUN issue-187 59 14 will will AUX issue-187 59 15 determine determine VERB issue-187 59 16 the the DET issue-187 59 17 number number NOUN issue-187 59 18 of of ADP issue-187 59 19 clusters cluster NOUN issue-187 59 20 of of ADP issue-187 59 21 a a DET issue-187 59 22 future future ADJ issue-187 59 23 som som NOUN issue-187 59 24 . . PUNCT issue-187 60 1 to to PART issue-187 60 2 separate separate VERB issue-187 60 3 the the DET issue-187 60 4 training training NOUN issue-187 60 5 sample sample NOUN issue-187 60 6 into into ADP issue-187 60 7 six six NUM issue-187 60 8 groups group NOUN issue-187 60 9 corresponding correspond VERB issue-187 60 10 to to ADP issue-187 60 11 the the DET issue-187 60 12 migration migration NOUN issue-187 60 13 scenarios scenario NOUN issue-187 60 14 of of ADP issue-187 60 15 the the DET issue-187 60 16 crisis crisis NOUN issue-187 60 17 phenomena phenomena NOUN issue-187 60 18 among among ADP issue-187 60 19 the the DET issue-187 60 20 financial financial ADJ issue-187 60 21 markets market NOUN issue-187 60 22 , , PUNCT issue-187 60 23 the the DET issue-187 60 24 size size NOUN issue-187 60 25 of of ADP issue-187 60 26 the the DET issue-187 60 27 training training NOUN issue-187 60 28 sample sample NOUN issue-187 60 29 will will AUX issue-187 60 30 be be AUX issue-187 60 31 determined determine VERB issue-187 60 32 from from ADP issue-187 60 33 the the DET issue-187 60 34 relationship relationship NOUN issue-187 60 35 ( ( PUNCT issue-187 60 36 3 3 NUM issue-187 60 37 ) ) PUNCT issue-187 60 38 : : PUNCT issue-187 61 1 ( ( PUNCT issue-187 61 2 ) ) PUNCT issue-187 61 3 ∑ ∑ PROPN issue-187 61 4 −= −= VERB issue-187 61 5 p p NOUN issue-187 61 6 ppqq ppqq NOUN issue-187 61 7 xwd xwd X issue-187 61 8 2 2 NUM issue-187 61 9 ) ) PUNCT issue-187 61 10 ] ] PUNCT issue-187 61 11 ( ( PUNCT issue-187 61 12 [ [ X issue-187 61 13 ) ) PUNCT issue-187 61 14 ( ( PUNCT issue-187 61 15 ) ) PUNCT issue-187 61 16 ( ( PUNCT issue-187 61 17 11 11 NUM issue-187 61 18 −− −− NOUN issue-187 61 19 −⋅λ⋅⋅+= −⋅λ⋅⋅+= X issue-187 61 20 ippipip ippipip PROPN issue-187 61 21 twxtwtw twxtwtw PROPN issue-187 61 22 η η PROPN issue-187 61 23 ) ) PUNCT issue-187 61 24 ( ( PUNCT issue-187 61 25 ) ) PUNCT issue-187 61 26 , , PUNCT issue-187 61 27 ( ( PUNCT issue-187 61 28 1 1 NUM issue-187 61 29 ipip ipip NOUN issue-187 61 30 twtw twtw ADJ issue-187 61 31 − − PROPN issue-187 61 32 ) ) PUNCT issue-187 61 33 ( ( PUNCT issue-187 61 34 ip ip NOUN issue-187 61 35 tx tx PROPN issue-187 61 36 e e PROPN issue-187 61 37 n n CCONJ issue-187 61 38 n n PROPN issue-187 61 39 w w PROPN issue-187 61 40 nv nv PROPN issue-187 61 41 % % NOUN issue-187 61 42 > > X issue-187 61 43 60 60 NUM issue-187 61 44 1,0 1,0 NUM issue-187 61 45 6 6 NUM issue-187 61 46 = = SYM issue-187 61 47 > > X issue-187 61 48 nvn nvn NOUN issue-187 61 49 . . PUNCT issue-187 62 1 the the DET issue-187 62 2 size size NOUN issue-187 62 3 of of ADP issue-187 62 4 the the DET issue-187 62 5 training training NOUN issue-187 62 6 set set NOUN issue-187 62 7 should should AUX issue-187 62 8 cover cover VERB issue-187 62 9 statistics statistic NOUN issue-187 62 10 for for ADP issue-187 62 11 more more ADJ issue-187 62 12 than than ADP issue-187 62 13 60 60 NUM issue-187 62 14 countries country NOUN issue-187 62 15 . . PUNCT issue-187 63 1 a a DET issue-187 63 2 neural neural ADJ issue-187 63 3 network network NOUN issue-187 63 4 structure structure NOUN issue-187 63 5 represented represent VERB issue-187 63 6 by by ADP issue-187 63 7 blocks block NOUN issue-187 63 8 simulink simulink PROPN issue-187 63 9 is be AUX issue-187 63 10 presented present VERB issue-187 63 11 in in ADP issue-187 63 12 figure figure NOUN issue-187 63 13 3 3 NUM issue-187 63 14 . . PUNCT issue-187 64 1 the the DET issue-187 64 2 configuration configuration NOUN issue-187 64 3 of of ADP issue-187 64 4 kohonen kohonen PROPN issue-187 64 5 maps maps PROPN issue-187 64 6 is be AUX issue-187 64 7 hexagonal hexagonal ADJ issue-187 64 8 . . PUNCT issue-187 65 1 4 4 X issue-187 65 2 . . X issue-187 65 3 modelling modelling NOUN issue-187 65 4 of of ADP issue-187 65 5 scenarios scenario NOUN issue-187 65 6 of of ADP issue-187 65 7 the the DET issue-187 65 8 crisis crisis NOUN issue-187 65 9 phenomena phenomena NOUN issue-187 65 10 transfer transfer VERB issue-187 65 11 among among ADP issue-187 65 12 financial financial ADJ issue-187 65 13 markets market NOUN issue-187 65 14 training training NOUN issue-187 65 15 sample sample NOUN issue-187 65 16     SPACE issue-187 65 17 – – PUNCT issue-187 65 18 array array NOUN issue-187 65 19 of of ADP issue-187 65 20 dimension dimension NOUN issue-187 65 21 , , PUNCT issue-187 65 22 where where SCONJ issue-187 65 23 the the DET issue-187 65 24 number number NOUN issue-187 65 25 of of ADP issue-187 65 26 rows row NOUN issue-187 65 27     SPACE issue-187 65 28 – – PUNCT issue-187 65 29 the the DET issue-187 65 30 number number NOUN issue-187 65 31 of of ADP issue-187 65 32 countries country NOUN issue-187 65 33 included include VERB issue-187 65 34 in in ADP issue-187 65 35 the the DET issue-187 65 36 training training NOUN issue-187 65 37 sample sample NOUN issue-187 65 38 , , PUNCT issue-187 65 39 and and CCONJ issue-187 65 40 the the DET issue-187 65 41 number number NOUN issue-187 65 42 of of ADP issue-187 65 43 columns column NOUN issue-187 65 44     SPACE issue-187 65 45 – – PUNCT issue-187 65 46 macroeconomic macroeconomic ADJ issue-187 65 47 indicators indicator NOUN issue-187 65 48 : : PUNCT issue-187 65 49 gdp gdp NOUN issue-187 65 50 ; ; PUNCT issue-187 65 51 the the DET issue-187 65 52 exchange exchange NOUN issue-187 65 53 rate rate NOUN issue-187 65 54 of of ADP issue-187 65 55 the the DET issue-187 65 56 national national ADJ issue-187 65 57 currency currency NOUN issue-187 65 58 ; ; PUNCT issue-187 65 59 part part NOUN issue-187 65 60 of of ADP issue-187 65 61 the the DET issue-187 65 62 country country NOUN issue-187 65 63 international international ADJ issue-187 65 64 investment investment NOUN issue-187 65 65 position position NOUN issue-187 65 66 that that PRON issue-187 65 67 characterizes characterize VERB issue-187 65 68 the the DET issue-187 65 69 external external ADJ issue-187 65 70 liabilities liability NOUN issue-187 65 71 of of ADP issue-187 65 72 residents resident NOUN issue-187 65 73 to to ADP issue-187 65 74 non non NOUN issue-187 65 75 - - NOUN issue-187 65 76 residents resident NOUN issue-187 65 77 ; ; PUNCT issue-187 65 78 foreign foreign ADJ issue-187 65 79 exchange exchange NOUN issue-187 65 80 reserves reserve NOUN issue-187 65 81 ; ; PUNCT issue-187 65 82 the the DET issue-187 65 83 value value NOUN issue-187 65 84 of of ADP issue-187 65 85 government government NOUN issue-187 65 86 bonds bond NOUN issue-187 65 87 . . PUNCT issue-187 66 1 the the DET issue-187 66 2 training training NOUN issue-187 66 3 sample sample NOUN issue-187 66 4 of of ADP issue-187 66 5 sixty sixty NUM issue-187 66 6 - - PUNCT issue-187 66 7 six six NUM issue-187 66 8 countries country NOUN issue-187 66 9 represented represent VERB issue-187 66 10 countries country NOUN issue-187 66 11 in in ADP issue-187 66 12 each each DET issue-187 66 13 group group NOUN issue-187 66 14 of of ADP issue-187 66 15 imf imf PROPN issue-187 66 16 classification classification NOUN issue-187 66 17 . . PUNCT issue-187 67 1 namely namely ADV issue-187 67 2 : : PUNCT issue-187 67 3 1 1 X issue-187 67 4 . . X issue-187 67 5 advanced advanced ADJ issue-187 67 6 economies economy NOUN issue-187 67 7 : : PUNCT issue-187 67 8 euro euro NOUN issue-187 67 9 area area NOUN issue-187 67 10 ( ( PUNCT issue-187 67 11 1 1 NUM issue-187 67 12 ) ) PUNCT issue-187 67 13 , , PUNCT issue-187 67 14 estonia estonia PROPN issue-187 67 15 ( ( PUNCT issue-187 67 16 2 2 NUM issue-187 67 17 ) ) PUNCT issue-187 67 18 , , PUNCT issue-187 67 19 lithuania lithuania PROPN issue-187 67 20 ( ( PUNCT issue-187 67 21 3 3 NUM issue-187 67 22 ) ) PUNCT issue-187 67 23 , , PUNCT issue-187 67 24 australia australia PROPN issue-187 67 25 ( ( PUNCT issue-187 67 26 4 4 NUM issue-187 67 27 ) ) PUNCT issue-187 67 28 , , PUNCT issue-187 67 29 canada canada PROPN issue-187 67 30 ( ( PUNCT issue-187 67 31 5 5 NUM issue-187 67 32 ) ) PUNCT issue-187 67 33 , , PUNCT issue-187 67 34 special special ADJ issue-187 67 35 administrative administrative ADJ issue-187 67 36 region region NOUN issue-187 67 37 of of ADP issue-187 67 38 china china PROPN issue-187 67 39 hong hong PROPN issue-187 67 40 kong kong PROPN issue-187 67 41 ( ( PUNCT issue-187 67 42 6 6 NUM issue-187 67 43 ) ) PUNCT issue-187 67 44 , , PUNCT issue-187 67 45 china china PROPN issue-187 67 46 , , PUNCT issue-187 67 47 p.r p.r PROPN issue-187 67 48 . . PROPN issue-187 67 49 : : PUNCT issue-187 67 50 macao macao PROPN issue-187 67 51 ( ( PUNCT issue-187 67 52 7 7 NUM issue-187 67 53 ) ) PUNCT issue-187 67 54 , , PUNCT issue-187 67 55 czech czech PROPN issue-187 67 56 republic republic NOUN issue-187 67 57 ( ( PUNCT issue-187 67 58 8) 8) NUM issue-187 67 59 , , PUNCT issue-187 67 60 denmark denmark NOUN issue-187 67 61 ( ( PUNCT issue-187 67 62 9 9 NUM issue-187 67 63 ) ) PUNCT issue-187 67 64 , , PUNCT issue-187 67 65 iceland iceland NOUN issue-187 67 66 ( ( PUNCT issue-187 67 67 10 10 NUM issue-187 67 68 ) ) PUNCT issue-187 67 69 , , PUNCT issue-187 67 70 israel israel PROPN issue-187 67 71 ( ( PUNCT issue-187 67 72 11 11 NUM issue-187 67 73 ) ) PUNCT issue-187 67 74 , , PUNCT issue-187 67 75 japan japan PROPN issue-187 67 76 ( ( PUNCT issue-187 67 77 12 12 NUM issue-187 67 78 ) ) PUNCT issue-187 67 79 , , PUNCT issue-187 67 80 south south PROPN issue-187 67 81 korea korea PROPN issue-187 67 82 ( ( PUNCT issue-187 67 83 13 13 NUM issue-187 67 84 ) ) PUNCT issue-187 67 85 , , PUNCT issue-187 67 86 new new PROPN issue-187 67 87 zealand zealand PROPN issue-187 67 88 ( ( PUNCT issue-187 67 89 14 14 NUM issue-187 67 90 ) ) PUNCT issue-187 67 91 , , PUNCT issue-187 67 92 norway norway PROPN issue-187 67 93 ( ( PUNCT issue-187 67 94 15 15 NUM issue-187 67 95 ) ) PUNCT issue-187 67 96 , , PUNCT issue-187 67 97 singapore singapore PROPN issue-187 67 98 ( ( PUNCT issue-187 67 99 16 16 NUM issue-187 67 100 ) ) PUNCT issue-187 67 101 , , PUNCT issue-187 67 102 sweden sweden PROPN issue-187 67 103 ( ( PUNCT issue-187 67 104 17 17 NUM issue-187 67 105 ) ) PUNCT issue-187 67 106 , , PUNCT issue-187 67 107 switzerland switzerland PROPN issue-187 67 108 ( ( PUNCT issue-187 67 109 18 18 NUM issue-187 67 110 ) ) PUNCT issue-187 67 111 , , PUNCT issue-187 67 112 united united ADJ issue-187 67 113 kingdom kingdom PROPN issue-187 67 114 ( ( PUNCT issue-187 67 115 19 19 NUM issue-187 67 116 ) ) PUNCT issue-187 67 117 , , PUNCT issue-187 67 118 united united PROPN issue-187 67 119 states states PROPN issue-187 67 120 ( ( PUNCT issue-187 67 121 20 20 NUM issue-187 67 122 ) ) PUNCT issue-187 67 123 . . PUNCT issue-187 68 1 2 2 X issue-187 68 2 . . X issue-187 68 3 emerging emerge VERB issue-187 68 4 and and CCONJ issue-187 68 5 developing develop VERB issue-187 68 6 economies economy NOUN issue-187 68 7 : : PUNCT issue-187 68 8 bangladesh bangladesh NOUN issue-187 68 9 ( ( PUNCT issue-187 68 10 21 21 NUM issue-187 68 11 ) ) PUNCT issue-187 68 12 , , PUNCT issue-187 68 13 bhutan bhutan NOUN issue-187 68 14 ( ( PUNCT issue-187 68 15 22 22 NUM issue-187 68 16 ) ) PUNCT issue-187 68 17 , , PUNCT issue-187 68 18 brunei brunei PROPN issue-187 68 19 darussalam darussalam PROPN issue-187 68 20 ( ( PUNCT issue-187 68 21 23 23 NUM issue-187 68 22 ) ) PUNCT issue-187 68 23 , , PUNCT issue-187 68 24 cambodia cambodia PROPN issue-187 68 25 ( ( PUNCT issue-187 68 26 24 24 NUM issue-187 68 27 ) ) PUNCT issue-187 68 28 , , PUNCT issue-187 68 29 china china PROPN issue-187 68 30 p.r p.r PROPN issue-187 68 31 . . PROPN issue-187 68 32 : : PUNCT issue-187 68 33 mainland mainland NOUN issue-187 68 34 ( ( PUNCT issue-187 68 35 25 25 NUM issue-187 68 36 ) ) PUNCT issue-187 68 37 , , PUNCT issue-187 68 38 fiji fiji PROPN issue-187 68 39 ( ( PUNCT issue-187 68 40 26 26 NUM issue-187 68 41 ) ) PUNCT issue-187 68 42 , , PUNCT issue-187 68 43 india india PROPN issue-187 68 44 ( ( PUNCT issue-187 68 45 27 27 NUM issue-187 68 46 ) ) PUNCT issue-187 68 47 , , PUNCT issue-187 68 48 indonesia indonesia PROPN issue-187 68 49 ( ( PUNCT issue-187 68 50 28 28 NUM issue-187 68 51 ) ) PUNCT issue-187 68 52 , , PUNCT issue-187 68 53 kiribati kiribati PROPN issue-187 68 54 ( ( PUNCT issue-187 68 55 29 29 NUM issue-187 68 56 ) ) PUNCT issue-187 68 57 , , PUNCT issue-187 68 58 lao lao PROPN issue-187 68 59 people people NOUN issue-187 68 60 's 's PART issue-187 68 61 democratic democratic PROPN issue-187 68 62 republic republic NOUN issue-187 68 63 ( ( PUNCT issue-187 68 64 30 30 NUM issue-187 68 65 ) ) PUNCT issue-187 68 66 , , PUNCT issue-187 68 67 malaysia malaysia PROPN issue-187 68 68 ( ( PUNCT issue-187 68 69 31 31 NUM issue-187 68 70 ) ) PUNCT issue-187 68 71 , , PUNCT issue-187 68 72 mongolia mongolia PROPN issue-187 68 73 ( ( PUNCT issue-187 68 74 32 32 NUM issue-187 68 75 ) ) PUNCT issue-187 68 76 , , PUNCT issue-187 68 77 myanmar myanmar PROPN issue-187 68 78 ( ( PUNCT issue-187 68 79 33 33 NUM issue-187 68 80 ) ) PUNCT issue-187 68 81 , , PUNCT issue-187 68 82 nepal nepal NOUN issue-187 68 83 ( ( PUNCT issue-187 68 84 34 34 NUM issue-187 68 85 ) ) PUNCT issue-187 68 86 , , PUNCT issue-187 68 87 papua papua PROPN issue-187 68 88 new new ADJ issue-187 68 89 guinea guinea NOUN issue-187 68 90 ( ( PUNCT issue-187 68 91 35 35 NUM issue-187 68 92 ) ) PUNCT issue-187 68 93 , , PUNCT issue-187 68 94 philippines philippine NOUN issue-187 68 95 ( ( PUNCT issue-187 68 96 36 36 NUM issue-187 68 97 ) ) PUNCT issue-187 68 98 , , PUNCT issue-187 68 99 samoa samoa NOUN issue-187 68 100 ( ( PUNCT issue-187 68 101 37 37 NUM issue-187 68 102 ) ) PUNCT issue-187 68 103 , , PUNCT issue-187 68 104 solomon solomon PROPN issue-187 68 105 islands islands PROPN issue-187 68 106 ( ( PUNCT issue-187 68 107 38 38 NUM issue-187 68 108 ) ) PUNCT issue-187 68 109 , , PUNCT issue-187 68 110 sri sri PROPN issue-187 68 111 lanka lanka PROPN issue-187 68 112 ( ( PUNCT issue-187 68 113 39 39 NUM issue-187 68 114 ) ) PUNCT issue-187 68 115 , , PUNCT issue-187 68 116 thailand thailand PROPN issue-187 68 117 ( ( PUNCT issue-187 68 118 40 40 NUM issue-187 68 119 ) ) PUNCT issue-187 68 120 , , PUNCT issue-187 68 121 tonga tonga NOUN issue-187 68 122 ( ( PUNCT issue-187 68 123 41 41 NUM issue-187 68 124 ) ) PUNCT issue-187 68 125 , , PUNCT issue-187 68 126 vanuatu vanuatu NOUN issue-187 68 127 ( ( PUNCT issue-187 68 128 42 42 NUM issue-187 68 129 ) ) PUNCT issue-187 68 130 , , PUNCT issue-187 68 131 vietnam vietnam PROPN issue-187 68 132 ( ( PUNCT issue-187 68 133 43 43 NUM issue-187 68 134 ) ) PUNCT issue-187 68 135 , , PUNCT issue-187 68 136 albania albania PROPN issue-187 68 137 ( ( PUNCT issue-187 68 138 44 44 NUM issue-187 68 139 ) ) PUNCT issue-187 68 140 , , PUNCT issue-187 68 141 bosnia bosnia PROPN issue-187 68 142 and and CCONJ issue-187 68 143 herzegovina herzegovina PROPN issue-187 68 144 ( ( PUNCT issue-187 68 145 45 45 NUM issue-187 68 146 ) ) PUNCT issue-187 68 147 , , PUNCT issue-187 68 148 bulgaria bulgaria PROPN issue-187 68 149 ( ( PUNCT issue-187 68 150 46 46 NUM issue-187 68 151 ) ) PUNCT issue-187 68 152 , , PUNCT issue-187 68 153 croatia croatia PROPN issue-187 68 154 ( ( PUNCT issue-187 68 155 47 47 NUM issue-187 68 156 ) ) PUNCT issue-187 68 157 , , PUNCT issue-187 68 158 hungary hungary PROPN issue-187 68 159 ( ( PUNCT issue-187 68 160 48 48 NUM issue-187 68 161 ) ) PUNCT issue-187 68 162 , , PUNCT issue-187 68 163 latvia latvia PROPN issue-187 68 164 ( ( PUNCT issue-187 68 165 49 49 NUM issue-187 68 166 ) ) PUNCT issue-187 68 167 , , PUNCT issue-187 68 168 macedonia macedonia NOUN issue-187 68 169 ( ( PUNCT issue-187 68 170 50 50 NUM issue-187 68 171 ) ) PUNCT issue-187 68 172 , , PUNCT issue-187 68 173 montenegro montenegro PROPN issue-187 68 174 ( ( PUNCT issue-187 68 175 51 51 NUM issue-187 68 176 ) ) PUNCT issue-187 68 177 , , PUNCT issue-187 68 178 poland poland PROPN issue-187 68 179 ( ( PUNCT issue-187 68 180 52 52 NUM issue-187 68 181 ) ) PUNCT issue-187 68 182 , , PUNCT issue-187 68 183 romania romania PROPN issue-187 68 184 ( ( PUNCT issue-187 68 185 53 53 NUM issue-187 68 186 ) ) PUNCT issue-187 68 187 , , PUNCT issue-187 68 188 serbia serbia PROPN issue-187 68 189 republic republic PROPN issue-187 68 190 ( ( PUNCT issue-187 68 191 54 54 NUM issue-187 68 192 ) ) PUNCT issue-187 68 193 , , PUNCT issue-187 68 194 turkey turkey NOUN issue-187 68 195 ( ( PUNCT issue-187 68 196 55 55 NUM issue-187 68 197 ) ) PUNCT issue-187 68 198 , , PUNCT issue-187 68 199 armenia armenia PROPN issue-187 68 200 ( ( PUNCT issue-187 68 201 56 56 NUM issue-187 68 202 ) ) PUNCT issue-187 68 203 , , PUNCT issue-187 68 204 azerbaijan azerbaijan PROPN issue-187 68 205 ( ( PUNCT issue-187 68 206 57 57 NUM issue-187 68 207 ) ) PUNCT issue-187 68 208 , , PUNCT issue-187 68 209 belarus belarus X issue-187 68 210 ( ( PUNCT issue-187 68 211 58 58 NUM issue-187 68 212 ) ) PUNCT issue-187 68 213 , , PUNCT issue-187 68 214 georgia georgia PROPN issue-187 68 215 ( ( PUNCT issue-187 68 216 59 59 NUM issue-187 68 217 ) ) PUNCT issue-187 68 218 , , PUNCT issue-187 68 219 kazakhstan kazakhstan PROPN issue-187 68 220 ( ( PUNCT issue-187 68 221 60 60 NUM issue-187 68 222 ) ) PUNCT issue-187 68 223 , , PUNCT issue-187 68 224 kyrgyz kyrgyz PROPN issue-187 68 225 republic republic PROPN issue-187 68 226 ( ( PUNCT issue-187 68 227 61 61 NUM issue-187 68 228 ) ) PUNCT issue-187 68 229 , , PUNCT issue-187 68 230 moldova moldova PROPN issue-187 68 231 ( ( PUNCT issue-187 68 232 62 62 NUM issue-187 68 233 ) ) PUNCT issue-187 68 234 , , PUNCT issue-187 68 235 russian russian PROPN issue-187 68 236 federation federation PROPN issue-187 68 237 ( ( PUNCT issue-187 68 238 63 63 NUM issue-187 68 239 ) ) PUNCT issue-187 68 240 , , PUNCT issue-187 68 241 tajikistan tajikistan NOUN issue-187 68 242 ( ( PUNCT issue-187 68 243 64 64 NUM issue-187 68 244 ) ) PUNCT issue-187 68 245 , , PUNCT issue-187 68 246 ukraine ukraine NOUN issue-187 68 247 ( ( PUNCT issue-187 68 248 65 65 NUM issue-187 68 249 ) ) PUNCT issue-187 68 250 . . PUNCT issue-187 69 1 the the DET issue-187 69 2 statistical statistical ADJ issue-187 69 3 information information NOUN issue-187 69 4 used use VERB issue-187 69 5 to to PART issue-187 69 6 calculate calculate VERB issue-187 69 7 contained contain VERB issue-187 69 8 in in ADP issue-187 69 9 the the DET issue-187 69 10 public public ADJ issue-187 69 11 domain domain NOUN issue-187 69 12 at at ADP issue-187 69 13 the the DET issue-187 69 14 international international ADJ issue-187 69 15 monetary monetary ADJ issue-187 69 16 fund fund NOUN issue-187 69 17 ( ( PUNCT issue-187 69 18 imf imf PROPN issue-187 69 19 , , PUNCT issue-187 69 20 2017 2017 NUM issue-187 69 21 ) ) PUNCT issue-187 69 22 . . PUNCT issue-187 70 1 using use VERB issue-187 70 2 the the DET issue-187 70 3 function function NOUN issue-187 70 4 tool tool NOUN issue-187 70 5 built build VERB issue-187 70 6 kohonen kohonen PROPN issue-187 70 7 self self NOUN issue-187 70 8 - - PUNCT issue-187 70 9 organizing organize VERB issue-187 70 10 map map NOUN issue-187 70 11 , , PUNCT issue-187 70 12 which which PRON issue-187 70 13 splits split VERB issue-187 70 14 the the DET issue-187 70 15 original original ADJ issue-187 70 16 sample sample NOUN issue-187 70 17 into into ADP issue-187 70 18 six six NUM issue-187 70 19 clusters cluster NOUN issue-187 70 20 based base VERB issue-187 70 21 fig fig NOUN issue-187 70 22 . . PUNCT issue-187 71 1 3 3 X issue-187 71 2 . . X issue-187 71 3 a a DET issue-187 71 4 neural neural ADJ issue-187 71 5 network network NOUN issue-187 71 6 structure structure NOUN issue-187 71 7 represented represent VERB issue-187 71 8 by by ADP issue-187 71 9 blocks block NOUN issue-187 71 10 simulink simulink PROPN issue-187 71 11 baltic baltic PROPN issue-187 71 12 journal journal PROPN issue-187 71 13 of of ADP issue-187 71 14 economic economic ADJ issue-187 71 15 studies study NOUN issue-187 71 16 139 139 NUM issue-187 71 17 vol vol NOUN issue-187 71 18 . . PUNCT issue-187 72 1 3 3 NUM issue-187 72 2 , , PUNCT issue-187 72 3 no no INTJ issue-187 72 4 . . NOUN issue-187 72 5 2 2 NUM issue-187 72 6 , , PUNCT issue-187 72 7 2017 2017 NUM issue-187 72 8 on on ADP issue-187 72 9 the the DET issue-187 72 10 pattern pattern NOUN issue-187 72 11 data datum NOUN issue-187 72 12 selected select VERB issue-187 72 13 quarterly quarterly ADJ issue-187 72 14 macroeconomic macroeconomic ADJ issue-187 72 15 indicators indicator NOUN issue-187 72 16 for for ADP issue-187 72 17 the the DET issue-187 72 18 period period NOUN issue-187 72 19 2007 2007 NUM issue-187 72 20 - - SYM issue-187 72 21 2009 2009 NUM issue-187 72 22 . . PUNCT issue-187 73 1 the the DET issue-187 73 2 classification classification NOUN issue-187 73 3 results result NOUN issue-187 73 4 are be AUX issue-187 73 5 shown show VERB issue-187 73 6 in in ADP issue-187 73 7 figure figure NOUN issue-187 73 8 4 4 NUM issue-187 73 9 . . PUNCT issue-187 74 1 as as ADP issue-187 74 2 a a DET issue-187 74 3 result result NOUN issue-187 74 4 of of ADP issue-187 74 5 the the DET issue-187 74 6 simulation simulation NOUN issue-187 74 7 , , PUNCT issue-187 74 8 we we PRON issue-187 74 9 received receive VERB issue-187 74 10 six six NUM issue-187 74 11 groups group NOUN issue-187 74 12 of of ADP issue-187 74 13 countries country NOUN issue-187 74 14 with with ADP issue-187 74 15 similar similar ADJ issue-187 74 16 characteristic characteristic ADJ issue-187 74 17 dynamics dynamic NOUN issue-187 74 18 of of ADP issue-187 74 19 macroeconomic macroeconomic ADJ issue-187 74 20 indicators indicator NOUN issue-187 74 21 : : PUNCT issue-187 75 1 gdp gdp NOUN issue-187 75 2 ; ; PUNCT issue-187 75 3 the the DET issue-187 75 4 exchange exchange NOUN issue-187 75 5 rate rate NOUN issue-187 75 6 of of ADP issue-187 75 7 the the DET issue-187 75 8 national national ADJ issue-187 75 9 currency currency NOUN issue-187 75 10 ; ; PUNCT issue-187 75 11 a a DET issue-187 75 12 part part NOUN issue-187 75 13 of of ADP issue-187 75 14 the the DET issue-187 75 15 country country NOUN issue-187 75 16 international international ADJ issue-187 75 17 investment investment NOUN issue-187 75 18 position position NOUN issue-187 75 19 that that PRON issue-187 75 20 characterizes characterize VERB issue-187 75 21 the the DET issue-187 75 22 external external ADJ issue-187 75 23 liabilities liability NOUN issue-187 75 24 of of ADP issue-187 75 25 residents resident NOUN issue-187 75 26 to to ADP issue-187 75 27 non non NOUN issue-187 75 28 - - NOUN issue-187 75 29 residents resident NOUN issue-187 75 30 ; ; PUNCT issue-187 75 31 foreign foreign ADJ issue-187 75 32 exchange exchange NOUN issue-187 75 33 reserves reserve NOUN issue-187 75 34 ; ; PUNCT issue-187 75 35 the the DET issue-187 75 36 value value NOUN issue-187 75 37 of of ADP issue-187 75 38 government government NOUN issue-187 75 39 bonds bond NOUN issue-187 75 40 . . PUNCT issue-187 76 1 the the DET issue-187 76 2 simulation simulation NOUN issue-187 76 3 gave give VERB issue-187 76 4 a a DET issue-187 76 5 distribution distribution NOUN issue-187 76 6 of of ADP issue-187 76 7 economies economy NOUN issue-187 76 8 in in ADP issue-187 76 9 the the DET issue-187 76 10 following follow VERB issue-187 76 11 way way NOUN issue-187 76 12 ( ( PUNCT issue-187 76 13 presented present VERB issue-187 76 14 according accord VERB issue-187 76 15 to to ADP issue-187 76 16 the the DET issue-187 76 17 structure structure NOUN issue-187 76 18 of of ADP issue-187 76 19 som som NOUN issue-187 76 20 ): ): PUNCT issue-187 76 21 1 1 NUM issue-187 76 22 . . X issue-187 76 23 euro euro NOUN issue-187 76 24 area area NOUN issue-187 76 25 ( ( PUNCT issue-187 76 26 1 1 NUM issue-187 76 27 ) ) PUNCT issue-187 76 28 , , PUNCT issue-187 76 29 estonia estonia PROPN issue-187 76 30 ( ( PUNCT issue-187 76 31 2 2 NUM issue-187 76 32 ) ) PUNCT issue-187 76 33 , , PUNCT issue-187 76 34 lithuania lithuania PROPN issue-187 76 35 ( ( PUNCT issue-187 76 36 3 3 NUM issue-187 76 37 ) ) PUNCT issue-187 76 38 , , PUNCT issue-187 76 39 czech czech PROPN issue-187 76 40 republic republic NOUN issue-187 76 41 ( ( PUNCT issue-187 76 42 8) 8) NUM issue-187 76 43 , , PUNCT issue-187 76 44 denmark denmark NOUN issue-187 76 45 ( ( PUNCT issue-187 76 46 9 9 NUM issue-187 76 47 ) ) PUNCT issue-187 76 48 , , PUNCT issue-187 76 49 israel israel PROPN issue-187 76 50 ( ( PUNCT issue-187 76 51 11 11 NUM issue-187 76 52 ) ) PUNCT issue-187 76 53 , , PUNCT issue-187 76 54 singapore singapore PROPN issue-187 76 55 ( ( PUNCT issue-187 76 56 16 16 NUM issue-187 76 57 ) ) PUNCT issue-187 76 58 , , PUNCT issue-187 76 59 switzerland switzerland PROPN issue-187 76 60 ( ( PUNCT issue-187 76 61 18 18 NUM issue-187 76 62 ) ) PUNCT issue-187 76 63 , , PUNCT issue-187 76 64 united united PROPN issue-187 76 65 states states PROPN issue-187 76 66 ( ( PUNCT issue-187 76 67 20 20 NUM issue-187 76 68 ) ) PUNCT issue-187 76 69 , , PUNCT issue-187 76 70 brunei brunei PROPN issue-187 76 71 darussalam darussalam PROPN issue-187 76 72 ( ( PUNCT issue-187 76 73 23 23 NUM issue-187 76 74 ) ) PUNCT issue-187 76 75 , , PUNCT issue-187 76 76 malaysia malaysia PROPN issue-187 76 77 ( ( PUNCT issue-187 76 78 31 31 NUM issue-187 76 79 ) ) PUNCT issue-187 76 80 , , PUNCT issue-187 76 81 myanmar myanmar PROPN issue-187 76 82 ( ( PUNCT issue-187 76 83 33 33 NUM issue-187 76 84 ) ) PUNCT issue-187 76 85 , , PUNCT issue-187 76 86 philippines philippine NOUN issue-187 76 87 ( ( PUNCT issue-187 76 88 36 36 NUM issue-187 76 89 ) ) PUNCT issue-187 76 90 , , PUNCT issue-187 76 91 thailand thailand PROPN issue-187 76 92 ( ( PUNCT issue-187 76 93 40 40 NUM issue-187 76 94 ) ) PUNCT issue-187 76 95 , , PUNCT issue-187 76 96 albania albania PROPN issue-187 76 97 ( ( PUNCT issue-187 76 98 44 44 NUM issue-187 76 99 ) ) PUNCT issue-187 76 100 , , PUNCT issue-187 76 101 bosnia bosnia PROPN issue-187 76 102 and and CCONJ issue-187 76 103 herzegovina herzegovina PROPN issue-187 76 104 ( ( PUNCT issue-187 76 105 45 45 NUM issue-187 76 106 ) ) PUNCT issue-187 76 107 , , PUNCT issue-187 76 108 bulgaria bulgaria PROPN issue-187 76 109 ( ( PUNCT issue-187 76 110 46 46 NUM issue-187 76 111 ) ) PUNCT issue-187 76 112 , , PUNCT issue-187 76 113 croatia croatia PROPN issue-187 76 114 ( ( PUNCT issue-187 76 115 47 47 NUM issue-187 76 116 ) ) PUNCT issue-187 76 117 , , PUNCT issue-187 76 118 latvia latvia PROPN issue-187 76 119 ( ( PUNCT issue-187 76 120 49 49 NUM issue-187 76 121 ) ) PUNCT issue-187 76 122 , , PUNCT issue-187 76 123 macedonia macedonia NOUN issue-187 76 124 ( ( PUNCT issue-187 76 125 50 50 NUM issue-187 76 126 ) ) PUNCT issue-187 76 127 , , PUNCT issue-187 76 128 montenegro montenegro PROPN issue-187 76 129 ( ( PUNCT issue-187 76 130 51 51 NUM issue-187 76 131 ) ) PUNCT issue-187 76 132 . . PUNCT issue-187 77 1 2 2 X issue-187 77 2 . . X issue-187 77 3 australia australia PROPN issue-187 77 4 ( ( PUNCT issue-187 77 5 4 4 NUM issue-187 77 6 ) ) PUNCT issue-187 77 7 , , PUNCT issue-187 77 8 canada canada PROPN issue-187 77 9 ( ( PUNCT issue-187 77 10 5 5 NUM issue-187 77 11 ) ) PUNCT issue-187 77 12 , , PUNCT issue-187 77 13 new new PROPN issue-187 77 14 zealand zealand PROPN issue-187 77 15 ( ( PUNCT issue-187 77 16 14 14 NUM issue-187 77 17 ) ) PUNCT issue-187 77 18 , , PUNCT issue-187 77 19 norway norway PROPN issue-187 77 20 ( ( PUNCT issue-187 77 21 15 15 NUM issue-187 77 22 ) ) PUNCT issue-187 77 23 , , PUNCT issue-187 77 24 sweden sweden PROPN issue-187 77 25 ( ( PUNCT issue-187 77 26 17 17 NUM issue-187 77 27 ) ) PUNCT issue-187 77 28 , , PUNCT issue-187 77 29 indonesia indonesia PROPN issue-187 77 30 ( ( PUNCT issue-187 77 31 28 28 NUM issue-187 77 32 ) ) PUNCT issue-187 77 33 , , PUNCT issue-187 77 34 kiribati kiribati PROPN issue-187 77 35 ( ( PUNCT issue-187 77 36 29 29 NUM issue-187 77 37 ) ) PUNCT issue-187 77 38 , , PUNCT issue-187 77 39 samoa samoa NOUN issue-187 77 40 ( ( PUNCT issue-187 77 41 37 37 NUM issue-187 77 42 ) ) PUNCT issue-187 77 43 , , PUNCT issue-187 77 44 tonga tonga NOUN issue-187 77 45 ( ( PUNCT issue-187 77 46 41 41 NUM issue-187 77 47 ) ) PUNCT issue-187 77 48 , , PUNCT issue-187 77 49 vanuatu vanuatu NOUN issue-187 77 50 ( ( PUNCT issue-187 77 51 42 42 NUM issue-187 77 52 ) ) PUNCT issue-187 77 53 , , PUNCT issue-187 77 54 hungary hungary PROPN issue-187 77 55 ( ( PUNCT issue-187 77 56 48 48 NUM issue-187 77 57 ) ) PUNCT issue-187 77 58 , , PUNCT issue-187 77 59 poland poland PROPN issue-187 77 60 ( ( PUNCT issue-187 77 61 52 52 NUM issue-187 77 62 ) ) PUNCT issue-187 77 63 , , PUNCT issue-187 77 64 serbia serbia PROPN issue-187 77 65 republic republic PROPN issue-187 77 66 ( ( PUNCT issue-187 77 67 54 54 NUM issue-187 77 68 ) ) PUNCT issue-187 77 69 . . PUNCT issue-187 78 1 3 3 X issue-187 78 2 . . X issue-187 78 3 bangladesh bangladesh NOUN issue-187 78 4 ( ( PUNCT issue-187 78 5 21 21 NUM issue-187 78 6 ) ) PUNCT issue-187 78 7 , , PUNCT issue-187 78 8 armenia armenia PROPN issue-187 78 9 ( ( PUNCT issue-187 78 10 56 56 NUM issue-187 78 11 ) ) PUNCT issue-187 78 12 , , PUNCT issue-187 78 13 georgia georgia PROPN issue-187 78 14 ( ( PUNCT issue-187 78 15 59 59 NUM issue-187 78 16 ) ) PUNCT issue-187 78 17 , , PUNCT issue-187 78 18 moldova moldova PROPN issue-187 78 19 ( ( PUNCT issue-187 78 20 62 62 NUM issue-187 78 21 ) ) PUNCT issue-187 78 22 . . PUNCT issue-187 79 1 4 4 X issue-187 79 2 . . X issue-187 79 3 iceland iceland NOUN issue-187 79 4 ( ( PUNCT issue-187 79 5 10 10 NUM issue-187 79 6 ) ) PUNCT issue-187 79 7 , , PUNCT issue-187 79 8 south south PROPN issue-187 79 9 korea korea PROPN issue-187 79 10 ( ( PUNCT issue-187 79 11 13 13 NUM issue-187 79 12 ) ) PUNCT issue-187 79 13 , , PUNCT issue-187 79 14 united united ADJ issue-187 79 15 kingdom kingdom PROPN issue-187 79 16 ( ( PUNCT issue-187 79 17 19 19 NUM issue-187 79 18 ) ) PUNCT issue-187 79 19 , , PUNCT issue-187 79 20 bhutan bhutan NOUN issue-187 79 21 ( ( PUNCT issue-187 79 22 22 22 NUM issue-187 79 23 ) ) PUNCT issue-187 79 24 , , PUNCT issue-187 79 25 india india PROPN issue-187 79 26 ( ( PUNCT issue-187 79 27 27 27 NUM issue-187 79 28 ) ) PUNCT issue-187 79 29 , , PUNCT issue-187 79 30 nepal nepal NOUN issue-187 79 31 ( ( PUNCT issue-187 79 32 34 34 NUM issue-187 79 33 ) ) PUNCT issue-187 79 34 , , PUNCT issue-187 79 35 solomon solomon PROPN issue-187 79 36 islands islands PROPN issue-187 79 37 ( ( PUNCT issue-187 79 38 38 38 NUM issue-187 79 39 ) ) PUNCT issue-187 79 40 , , PUNCT issue-187 79 41 romania romania PROPN issue-187 79 42 ( ( PUNCT issue-187 79 43 53 53 NUM issue-187 79 44 ) ) PUNCT issue-187 79 45 , , PUNCT issue-187 79 46 turkey turkey NOUN issue-187 79 47 ( ( PUNCT issue-187 79 48 55 55 NUM issue-187 79 49 ) ) PUNCT issue-187 79 50 . . PUNCT issue-187 80 1 5 5 X issue-187 80 2 . . X issue-187 80 3 special special ADJ issue-187 80 4 administrative administrative ADJ issue-187 80 5 region region NOUN issue-187 80 6 of of ADP issue-187 80 7 china china PROPN issue-187 80 8 hong hong PROPN issue-187 80 9 kong kong PROPN issue-187 80 10 ( ( PUNCT issue-187 80 11 6 6 NUM issue-187 80 12 ) ) PUNCT issue-187 80 13 , , PUNCT issue-187 80 14 china china PROPN issue-187 80 15 , , PUNCT issue-187 80 16 p.r p.r PROPN issue-187 80 17 . . PROPN issue-187 80 18 : : PUNCT issue-187 80 19 macao macao PROPN issue-187 80 20 ( ( PUNCT issue-187 80 21 7 7 NUM issue-187 80 22 ) ) PUNCT issue-187 80 23 , , PUNCT issue-187 80 24 japan japan PROPN issue-187 80 25 ( ( PUNCT issue-187 80 26 12 12 NUM issue-187 80 27 ) ) PUNCT issue-187 80 28 , , PUNCT issue-187 80 29 china china PROPN issue-187 80 30 p.r p.r PROPN issue-187 80 31 . . PROPN issue-187 80 32 : : PUNCT issue-187 80 33 mainland mainland NOUN issue-187 80 34 ( ( PUNCT issue-187 80 35 25 25 NUM issue-187 80 36 ) ) PUNCT issue-187 80 37 , , PUNCT issue-187 80 38 lao lao PROPN issue-187 80 39 people people NOUN issue-187 80 40 's 's PART issue-187 80 41 democratic democratic PROPN issue-187 80 42 republic republic NOUN issue-187 80 43 ( ( PUNCT issue-187 80 44 30 30 NUM issue-187 80 45 ) ) PUNCT issue-187 80 46 , , PUNCT issue-187 80 47 papua papua PROPN issue-187 80 48 new new ADJ issue-187 80 49 guinea guinea NOUN issue-187 80 50 ( ( PUNCT issue-187 80 51 35 35 NUM issue-187 80 52 ) ) PUNCT issue-187 80 53 , , PUNCT issue-187 80 54 azerbaijan azerbaijan PROPN issue-187 80 55 ( ( PUNCT issue-187 80 56 57 57 NUM issue-187 80 57 ) ) PUNCT issue-187 80 58 . . PUNCT issue-187 81 1 6 6 X issue-187 81 2 . . X issue-187 81 3 cambodia cambodia PROPN issue-187 81 4 ( ( PUNCT issue-187 81 5 24 24 NUM issue-187 81 6 ) ) PUNCT issue-187 81 7 , , PUNCT issue-187 81 8 fiji fiji PROPN issue-187 81 9 ( ( PUNCT issue-187 81 10 26 26 NUM issue-187 81 11 ) ) PUNCT issue-187 81 12 , , PUNCT issue-187 81 13 mongolia mongolia PROPN issue-187 81 14 ( ( PUNCT issue-187 81 15 32 32 NUM issue-187 81 16 ) ) PUNCT issue-187 81 17 , , PUNCT issue-187 81 18 sri sri PROPN issue-187 81 19 lanka lanka PROPN issue-187 81 20 ( ( PUNCT issue-187 81 21 39 39 NUM issue-187 81 22 ) ) PUNCT issue-187 81 23 , , PUNCT issue-187 81 24 vietnam vietnam PROPN issue-187 81 25 ( ( PUNCT issue-187 81 26 43 43 NUM issue-187 81 27 ) ) PUNCT issue-187 81 28 , , PUNCT issue-187 81 29 kazakhstan kazakhstan PROPN issue-187 81 30 ( ( PUNCT issue-187 81 31 60 60 NUM issue-187 81 32 ) ) PUNCT issue-187 81 33 , , PUNCT issue-187 81 34 belarus belarus X issue-187 81 35 ( ( PUNCT issue-187 81 36 58 58 NUM issue-187 81 37 ) ) PUNCT issue-187 81 38 , , PUNCT issue-187 81 39 kyrgyz kyrgyz PROPN issue-187 81 40 republic republic PROPN issue-187 81 41 ( ( PUNCT issue-187 81 42 61 61 NUM issue-187 81 43 ) ) PUNCT issue-187 81 44 , , PUNCT issue-187 81 45 russian russian PROPN issue-187 81 46 federation federation PROPN issue-187 81 47 ( ( PUNCT issue-187 81 48 63 63 NUM issue-187 81 49 ) ) PUNCT issue-187 81 50 , , PUNCT issue-187 81 51 tajikistan tajikistan NOUN issue-187 81 52 ( ( PUNCT issue-187 81 53 64 64 NUM issue-187 81 54 ) ) PUNCT issue-187 81 55 , , PUNCT issue-187 81 56 ukraine ukraine NOUN issue-187 81 57 ( ( PUNCT issue-187 81 58 65 65 NUM issue-187 81 59 ) ) PUNCT issue-187 81 60 . . PUNCT issue-187 82 1 analysis analysis NOUN issue-187 82 2 of of ADP issue-187 82 3 the the DET issue-187 82 4 obtained obtain VERB issue-187 82 5 results result NOUN issue-187 82 6 indicates indicate VERB issue-187 82 7 the the DET issue-187 82 8 high high ADJ issue-187 82 9 quality quality NOUN issue-187 82 10 of of ADP issue-187 82 11 the the DET issue-187 82 12 constructed construct VERB issue-187 82 13 model model NOUN issue-187 82 14 . . PUNCT issue-187 83 1 the the DET issue-187 83 2 average average ADJ issue-187 83 3 characteristics characteristic NOUN issue-187 83 4 of of ADP issue-187 83 5 classification classification NOUN issue-187 83 6 within within ADP issue-187 83 7 each each DET issue-187 83 8 group group NOUN issue-187 83 9 are be AUX issue-187 83 10 very very ADV issue-187 83 11 similar similar ADJ issue-187 83 12 . . PUNCT issue-187 84 1 it it PRON issue-187 84 2 is be AUX issue-187 84 3 also also ADV issue-187 84 4 important important ADJ issue-187 84 5 to to PART issue-187 84 6 note note VERB issue-187 84 7 that that SCONJ issue-187 84 8 the the DET issue-187 84 9 neural neural ADJ issue-187 84 10 network network NOUN issue-187 84 11 is be AUX issue-187 84 12 included include VERB issue-187 84 13 in in ADP issue-187 84 14 one one NUM issue-187 84 15 cluster cluster NOUN issue-187 84 16 of of ADP issue-187 84 17 countries country NOUN issue-187 84 18 that that PRON issue-187 84 19 are be AUX issue-187 84 20 close close ADJ issue-187 84 21 geographically geographically ADV issue-187 84 22 and and CCONJ issue-187 84 23 historically historically ADV issue-187 84 24 folded fold VERB issue-187 84 25 close close ADJ issue-187 84 26 economic economic ADJ issue-187 84 27 ties tie NOUN issue-187 84 28 . . PUNCT issue-187 85 1 to to PART issue-187 85 2 clarify clarify VERB issue-187 85 3 the the DET issue-187 85 4 results result NOUN issue-187 85 5 obtained obtain VERB issue-187 85 6 , , PUNCT issue-187 85 7 the the DET issue-187 85 8 author author NOUN issue-187 85 9 considers consider VERB issue-187 85 10 it it PRON issue-187 85 11 necessary necessary ADJ issue-187 85 12 to to PART issue-187 85 13 further far ADV issue-187 85 14 work work VERB issue-187 85 15 to to PART issue-187 85 16 supplement supplement VERB issue-187 85 17 output output NOUN issue-187 85 18 data datum NOUN issue-187 85 19 rates rate NOUN issue-187 85 20 for for ADP issue-187 85 21 a a DET issue-187 85 22 longer long ADJ issue-187 85 23 period period NOUN issue-187 85 24 and and CCONJ issue-187 85 25 to to PART issue-187 85 26 compare compare VERB issue-187 85 27 the the DET issue-187 85 28 results result NOUN issue-187 85 29 of of ADP issue-187 85 30 clusters cluster NOUN issue-187 85 31 with with ADP issue-187 85 32 the the DET issue-187 85 33 radial radial ADJ issue-187 85 34 base base NOUN issue-187 85 35 neural neural ADJ issue-187 85 36 network network NOUN issue-187 85 37 . . PUNCT issue-187 86 1 5 5 X issue-187 86 2 . . X issue-187 86 3 conclusions conclusion NOUN issue-187 86 4 as as ADP issue-187 86 5 a a DET issue-187 86 6 result result NOUN issue-187 86 7 of of ADP issue-187 86 8 the the DET issue-187 86 9 study study NOUN issue-187 86 10 , , PUNCT issue-187 86 11 there there PRON issue-187 86 12 is be VERB issue-187 86 13 built build VERB issue-187 86 14 a a DET issue-187 86 15 neural neural ADJ issue-187 86 16 network network NOUN issue-187 86 17 with with ADP issue-187 86 18 the the DET issue-187 86 19 architecture architecture NOUN issue-187 86 20 of of ADP issue-187 86 21 the the DET issue-187 86 22 kohonen kohonen PROPN issue-187 86 23 map map NOUN issue-187 86 24 . . PUNCT issue-187 87 1 it it PRON issue-187 87 2 allows allow VERB issue-187 87 3 including include VERB issue-187 87 4 a a DET issue-187 87 5 certain certain ADJ issue-187 87 6 economy economy NOUN issue-187 87 7 to to ADP issue-187 87 8 a a DET issue-187 87 9 class class NOUN issue-187 87 10 for for ADP issue-187 87 11 the the DET issue-187 87 12 four four NUM issue-187 87 13 macroeconomic macroeconomic ADJ issue-187 87 14 indicators indicator NOUN issue-187 87 15 : : PUNCT issue-187 88 1 gdp gdp NOUN issue-187 88 2 ; ; PUNCT issue-187 88 3 exchange exchange NOUN issue-187 88 4 rate rate NOUN issue-187 88 5 of of ADP issue-187 88 6 the the DET issue-187 88 7 national national ADJ issue-187 88 8 currency currency NOUN issue-187 88 9 ; ; PUNCT issue-187 88 10 part part NOUN issue-187 88 11 of of ADP issue-187 88 12 the the DET issue-187 88 13 country country NOUN issue-187 88 14 international international ADJ issue-187 88 15 investment investment NOUN issue-187 88 16 position position NOUN issue-187 88 17 , , PUNCT issue-187 88 18 that that PRON issue-187 88 19 characterizes characterize VERB issue-187 88 20 the the DET issue-187 88 21 external external ADJ issue-187 88 22 liabilities liability NOUN issue-187 88 23 of of ADP issue-187 88 24 residents resident NOUN issue-187 88 25 to to ADP issue-187 88 26 non non NOUN issue-187 88 27 - - NOUN issue-187 88 28 residents resident NOUN issue-187 88 29 ; ; PUNCT issue-187 88 30 foreign foreign ADJ issue-187 88 31 exchange exchange NOUN issue-187 88 32 reserves reserve NOUN issue-187 88 33 ; ; PUNCT issue-187 88 34 the the DET issue-187 88 35 value value NOUN issue-187 88 36 of of ADP issue-187 88 37 government government NOUN issue-187 88 38 bonds bond NOUN issue-187 88 39 . . PUNCT issue-187 89 1 the the DET issue-187 89 2 neural neural ADJ issue-187 89 3 network network NOUN issue-187 89 4 has have VERB issue-187 89 5 one one NUM issue-187 89 6 hidden hide VERB issue-187 89 7 layer layer NOUN issue-187 89 8 consisting consist VERB issue-187 89 9 of of ADP issue-187 89 10 six six NUM issue-187 89 11 neurons neuron NOUN issue-187 89 12 and and CCONJ issue-187 89 13 has have VERB issue-187 89 14 a a DET issue-187 89 15 hexagonal hexagonal ADJ issue-187 89 16 structure structure NOUN issue-187 89 17 . . PUNCT issue-187 90 1 six six NUM issue-187 90 2 clusters cluster NOUN issue-187 90 3 describe describe VERB issue-187 90 4 six six NUM issue-187 90 5 possible possible ADJ issue-187 90 6 scenarios scenario NOUN issue-187 90 7 of of ADP issue-187 90 8 the the DET issue-187 90 9 economy economy NOUN issue-187 90 10 dynamics dynamic NOUN issue-187 90 11 under under ADP issue-187 90 12 the the DET issue-187 90 13 impact impact NOUN issue-187 90 14 of of ADP issue-187 90 15 transfer transfer NOUN issue-187 90 16 crises crisis NOUN issue-187 90 17 . . PUNCT issue-187 91 1 cluster cluster NOUN issue-187 91 2 number number NOUN issue-187 91 3 one one NUM issue-187 91 4 and and CCONJ issue-187 91 5 two two NUM issue-187 91 6 unite unite ADJ issue-187 91 7 countries country NOUN issue-187 91 8 characterized characterize VERB issue-187 91 9 by by ADP issue-187 91 10 a a DET issue-187 91 11 short short ADJ issue-187 91 12 period period NOUN issue-187 91 13 of of ADP issue-187 91 14 economic economic ADJ issue-187 91 15 recovery recovery NOUN issue-187 91 16 and and CCONJ issue-187 91 17 return return NOUN issue-187 91 18 of of ADP issue-187 91 19 the the DET issue-187 91 20 main main ADJ issue-187 91 21 macroeconomic macroeconomic ADJ issue-187 91 22 indicators indicator NOUN issue-187 91 23 to to ADP issue-187 91 24 the the DET issue-187 91 25 pre pre ADJ issue-187 91 26 - - ADJ issue-187 91 27 crisis crisis ADJ issue-187 91 28 levels level NOUN issue-187 91 29 . . PUNCT issue-187 92 1 a a DET issue-187 92 2 longer long ADJ issue-187 92 3 recovery recovery NOUN issue-187 92 4 period period NOUN issue-187 92 5 and and CCONJ issue-187 92 6 high high ADJ issue-187 92 7 volatility volatility NOUN issue-187 92 8 in in ADP issue-187 92 9 exchange exchange NOUN issue-187 92 10 rates rate NOUN issue-187 92 11 , , PUNCT issue-187 92 12 gross gross ADJ issue-187 92 13 domestic domestic ADJ issue-187 92 14 product product NOUN issue-187 92 15 , , PUNCT issue-187 92 16 and and CCONJ issue-187 92 17 decline decline VERB issue-187 92 18 in in ADP issue-187 92 19 export export NOUN issue-187 92 20 - - PUNCT issue-187 92 21 import import NOUN issue-187 92 22 operations operation NOUN issue-187 92 23 characterize characterize VERB issue-187 92 24 the the DET issue-187 92 25 third third ADJ issue-187 92 26 and and CCONJ issue-187 92 27 fourth fourth ADJ issue-187 92 28 clusters cluster NOUN issue-187 92 29 of of ADP issue-187 92 30 som som PROPN issue-187 92 31 . . PUNCT issue-187 93 1 as as ADP issue-187 93 2 for for ADP issue-187 93 3 the the DET issue-187 93 4 countries country NOUN issue-187 93 5 that that PRON issue-187 93 6 were be AUX issue-187 93 7 in in ADP issue-187 93 8 the the DET issue-187 93 9 last last ADJ issue-187 93 10 two two NUM issue-187 93 11 clusters cluster NOUN issue-187 93 12 ( ( PUNCT issue-187 93 13 including include VERB issue-187 93 14 ukraine ukraine NOUN issue-187 93 15 ) ) PUNCT issue-187 93 16 , , PUNCT issue-187 93 17 then then ADV issue-187 93 18 the the DET issue-187 93 19 result result NOUN issue-187 93 20 of of ADP issue-187 93 21 the the DET issue-187 93 22 crisis crisis NOUN issue-187 93 23 phenomena phenomena NOUN issue-187 93 24 transfer transfer NOUN issue-187 93 25 is be AUX issue-187 93 26 that that SCONJ issue-187 93 27 the the DET issue-187 93 28 average average ADJ issue-187 93 29 amplitude amplitude NOUN issue-187 93 30 of of ADP issue-187 93 31 the the DET issue-187 93 32 fall fall NOUN issue-187 93 33 in in ADP issue-187 93 34 macroeconomic macroeconomic ADJ issue-187 93 35 indicators indicator NOUN issue-187 93 36 exceeded exceed VERB issue-187 93 37 15 15 NUM issue-187 93 38 % % NOUN issue-187 93 39 for for ADP issue-187 93 40 the the DET issue-187 93 41 sixth sixth ADJ issue-187 93 42 cluster cluster NOUN issue-187 93 43 , , PUNCT issue-187 93 44 and and CCONJ issue-187 93 45 9 9 NUM issue-187 93 46 % % NOUN issue-187 93 47 for for ADP issue-187 93 48 cluster cluster NOUN issue-187 93 49 number number NOUN issue-187 93 50 5 5 NUM issue-187 93 51 . . PUNCT issue-187 93 52 to to PART issue-187 93 53 clarify clarify VERB issue-187 93 54 the the DET issue-187 93 55 results result NOUN issue-187 93 56 obtained obtain VERB issue-187 93 57 , , PUNCT issue-187 93 58 the the DET issue-187 93 59 author author NOUN issue-187 93 60 considers consider VERB issue-187 93 61 it it PRON issue-187 93 62 necessary necessary ADJ issue-187 93 63 to to PART issue-187 93 64 further far ADV issue-187 93 65 work work VERB issue-187 93 66 to to PART issue-187 93 67 supplement supplement VERB issue-187 93 68 output output NOUN issue-187 93 69 data datum NOUN issue-187 93 70 rates rate NOUN issue-187 93 71 for for ADP issue-187 93 72 a a DET issue-187 93 73 longer long ADJ issue-187 93 74 period period NOUN issue-187 93 75 and and CCONJ issue-187 93 76 to to PART issue-187 93 77 compare compare VERB issue-187 93 78 the the DET issue-187 93 79 results result NOUN issue-187 93 80 of of ADP issue-187 93 81 clusters cluster NOUN issue-187 93 82 with with ADP issue-187 93 83 the the DET issue-187 93 84 radial radial ADJ issue-187 93 85 base base NOUN issue-187 93 86 neural neural ADJ issue-187 93 87 network network NOUN issue-187 93 88 . . PUNCT issue-187 94 1 fig fig NOUN issue-187 94 2 . . PUNCT issue-187 95 1 4 4 X issue-187 95 2 . . X issue-187 95 3 kohonen kohonen PROPN issue-187 95 4 self self NOUN issue-187 95 5 - - PUNCT issue-187 95 6 organizing organize VERB issue-187 95 7 map map NOUN issue-187 95 8 that that PRON issue-187 95 9 reflects reflect VERB issue-187 95 10 the the DET issue-187 95 11 clustering clustering NOUN issue-187 95 12 of of ADP issue-187 95 13 countries country NOUN issue-187 95 14 ’ ' PUNCT issue-187 95 15 economies economy NOUN issue-187 95 16 on on ADP issue-187 95 17 the the DET issue-187 95 18 dynamics dynamic NOUN issue-187 95 19 of of ADP issue-187 95 20 the the DET issue-187 95 21 chosen choose VERB issue-187 95 22 indicators indicator NOUN issue-187 95 23 for for ADP issue-187 95 24 2007 2007 NUM issue-187 95 25 - - SYM issue-187 95 26 2009 2009 NUM issue-187 95 27 baltic baltic ADJ issue-187 95 28 journal journal NOUN issue-187 95 29 of of ADP issue-187 95 30 economic economic ADJ issue-187 95 31 studies study NOUN issue-187 95 32 140 140 NUM issue-187 95 33 vol vol NOUN issue-187 95 34 . . PUNCT issue-187 96 1 3 3 NUM issue-187 96 2 , , PUNCT issue-187 96 3 no no INTJ issue-187 96 4 . . NOUN issue-187 96 5 2 2 NUM issue-187 96 6 , , PUNCT issue-187 96 7 2017 2017 NUM issue-187 96 8 references reference NOUN issue-187 96 9 : : PUNCT issue-187 96 10 strelchenko strelchenko ADJ issue-187 96 11 i. i. NOUN issue-187 96 12 ( ( PUNCT issue-187 96 13 2016 2016 NUM issue-187 96 14 ) ) PUNCT issue-187 96 15 . . PUNCT issue-187 97 1 the the DET issue-187 97 2 selection selection NOUN issue-187 97 3 of of ADP issue-187 97 4 the the DET issue-187 97 5 indicators indicator NOUN issue-187 97 6 to to PART issue-187 97 7 classify classify VERB issue-187 97 8 economies economy NOUN issue-187 97 9 according accord VERB issue-187 97 10 to to ADP issue-187 97 11 the the DET issue-187 97 12 level level NOUN issue-187 97 13 of of ADP issue-187 97 14 response response NOUN issue-187 97 15 to to ADP issue-187 97 16 external external ADJ issue-187 97 17 financial financial ADJ issue-187 97 18 shocks shock NOUN issue-187 97 19 based base VERB issue-187 97 20 on on ADP issue-187 97 21 kohonen kohonen PROPN issue-187 97 22 networks network NOUN issue-187 97 23 . . PUNCT issue-187 98 1 modern modern ADJ issue-187 98 2 science science NOUN issue-187 98 3 , , PUNCT issue-187 98 4 5 5 NUM issue-187 98 5 : : SYM issue-187 98 6 35 35 NUM issue-187 98 7 - - SYM issue-187 98 8 41 41 NUM issue-187 98 9 . . PUNCT issue-187 99 1 kaminsky kaminsky PROPN issue-187 99 2 g. g. PROPN issue-187 99 3 , , PUNCT issue-187 99 4 reinhart reinhart PROPN issue-187 99 5 c. c. PROPN issue-187 99 6 bank bank PROPN issue-187 99 7 lending lending NOUN issue-187 99 8 and and CCONJ issue-187 99 9 contagion contagion NOUN issue-187 99 10 : : PUNCT issue-187 99 11 evidence evidence NOUN issue-187 99 12 from from ADP issue-187 99 13 the the DET issue-187 99 14 east east ADJ issue-187 99 15 asian asian ADJ issue-187 99 16 crisis crisis NOUN issue-187 99 17 . . PUNCT issue-187 100 1 regional regional ADJ issue-187 100 2 and and CCONJ issue-187 100 3 global global ADJ issue-187 100 4 capital capital NOUN issue-187 100 5 flows flow VERB issue-187 100 6 : : PUNCT issue-187 100 7 macroeconomics macroeconomic NOUN issue-187 100 8 causes cause NOUN issue-187 100 9 and and CCONJ issue-187 100 10 consequences consequence NOUN issue-187 100 11 : : PUNCT issue-187 101 1 73–116 73–116 NUM issue-187 101 2 . . PUNCT issue-187 101 3 calvo calvo PROPN issue-187 101 4 g. g. PROPN issue-187 101 5 , , PUNCT issue-187 101 6 reinhart reinhart PROPN issue-187 101 7 c. c. PROPN issue-187 101 8 capital capital PROPN issue-187 101 9 inflows inflow NOUN issue-187 101 10 and and CCONJ issue-187 101 11 real real ADJ issue-187 101 12 exchange exchange NOUN issue-187 101 13 rate rate NOUN issue-187 101 14 appreciation appreciation NOUN issue-187 101 15 in in ADP issue-187 101 16 latin latin PROPN issue-187 101 17 america america PROPN issue-187 101 18 , , PUNCT issue-187 101 19 international international ADJ issue-187 101 20 monetary monetary ADJ issue-187 101 21 fund fund NOUN issue-187 101 22 , , PUNCT issue-187 101 23 40 40 NUM issue-187 101 24 : : SYM issue-187 101 25 108 108 NUM issue-187 101 26 - - SYM issue-187 101 27 151 151 NUM issue-187 101 28 . . PUNCT issue-187 102 1 sachs sachs PROPN issue-187 102 2 j. j. PROPN issue-187 102 3 , , PUNCT issue-187 102 4 tornell tornell PROPN issue-187 102 5 a. a. PROPN issue-187 102 6 , , PUNCT issue-187 102 7 velasco velasco PROPN issue-187 102 8 a. a. PROPN issue-187 102 9 financial financial PROPN issue-187 102 10 crises crisis NOUN issue-187 102 11 in in ADP issue-187 102 12 emerging emerge VERB issue-187 102 13 markets market NOUN issue-187 102 14 : : PUNCT issue-187 102 15 the the DET issue-187 102 16 lessons lesson NOUN issue-187 102 17 from from ADP issue-187 102 18 1995 1995 NUM issue-187 102 19 . . PUNCT issue-187 103 1 brookings brookings PROPN issue-187 103 2 papers paper NOUN issue-187 103 3 on on ADP issue-187 103 4 economic economic ADJ issue-187 103 5 activity activity NOUN issue-187 103 6 , , PUNCT issue-187 103 7 27 27 NUM issue-187 103 8 ( ( PUNCT issue-187 103 9 1 1 NUM issue-187 103 10 ): ): PUNCT issue-187 103 11 147 147 NUM issue-187 103 12 - - SYM issue-187 103 13 216 216 NUM issue-187 103 14 . . PUNCT issue-187 104 1 t. t. PROPN issue-187 104 2 kohonen kohonen PROPN issue-187 104 3 , , PUNCT issue-187 104 4 self self NOUN issue-187 104 5 - - PUNCT issue-187 104 6 organizing organize VERB issue-187 104 7 maps map NOUN issue-187 104 8 ( ( PUNCT issue-187 104 9 third third ADV issue-187 104 10 extended extended ADJ issue-187 104 11 edition edition NOUN issue-187 104 12 ) ) PUNCT issue-187 104 13 , , PUNCT issue-187 104 14 new new PROPN issue-187 104 15 york york PROPN issue-187 104 16 : : PUNCT issue-187 104 17 501 501 NUM issue-187 104 18 p. p. NOUN issue-187 104 19 kroese kroese PROPN issue-187 104 20 b. b. PROPN issue-187 105 1 an an DET issue-187 105 2 introduction introduction NOUN issue-187 105 3 to to ADP issue-187 105 4 neural neural ADJ issue-187 105 5 networks network NOUN issue-187 105 6 . . PUNCT issue-187 106 1 university university NOUN issue-187 106 2 of of ADP issue-187 106 3 amsterdam amsterdam PROPN issue-187 106 4 : : PUNCT issue-187 106 5 120 120 NUM issue-187 106 6 p. p. NOUN issue-187 106 7 matviychuk matviychuk NOUN issue-187 106 8 , , PUNCT issue-187 106 9 a. a. NOUN issue-187 106 10 v. v. PROPN issue-187 106 11 , , PUNCT issue-187 106 12 & & CCONJ issue-187 106 13 strelchenko strelchenko PROPN issue-187 106 14 , , PUNCT issue-187 106 15 i. i. PROPN issue-187 106 16 i. i. PROPN issue-187 106 17 ( ( PUNCT issue-187 106 18 2015 2015 NUM issue-187 106 19 ) ) PUNCT issue-187 106 20 . . PUNCT issue-187 107 1 vykorystannya vykorystannya PROPN issue-187 107 2 systemy systemy PROPN issue-187 107 3 vyperedzhauchikh vyperedzhauchikh PROPN issue-187 107 4 indykatoriv indykatoriv PROPN issue-187 107 5 dlya dlya AUX issue-187 107 6 prognozuvannya prognozuvannya PROPN issue-187 107 7 negatyvnykh negatyvnykh PROPN issue-187 107 8 zrushen zrushen NOUN issue-187 107 9 ’ ' PUNCT issue-187 107 10 na na PART issue-187 107 11 finansovomu finansovomu VERB issue-187 107 12 rynku rynku ADJ issue-187 107 13 ukrainy ukrainy ADJ issue-187 107 14 . . PUNCT issue-187 108 1 finansy finansy ADJ issue-187 108 2 ukrainy ukrainy ADJ issue-187 108 3 ( ( PUNCT issue-187 108 4 finance finance NOUN issue-187 108 5 of of ADP issue-187 108 6 ukraine ukraine NOUN issue-187 108 7 ) ) PUNCT issue-187 108 8 , , PUNCT issue-187 108 9 8 8 NUM issue-187 108 10 , , PUNCT issue-187 108 11 74 74 NUM issue-187 108 12 - - SYM issue-187 108 13 87 87 NUM issue-187 108 14 . . PUNCT issue-187 109 1 retrieved retrieve VERB issue-187 109 2 from from ADP issue-187 109 3 http://nbuv.gov.ua/ujrn/fu_2015_8_7 http://nbuv.gov.ua/ujrn/fu_2015_8_7 PROPN issue-187 109 4 [ [ X issue-187 109 5 in in ADP issue-187 109 6 ukrainian ukrainian PROPN issue-187 109 7 ] ] X issue-187 109 8 . . PUNCT issue-187 110 1 r. r. PROPN issue-187 110 2 callan callan PROPN issue-187 110 3 the the DET issue-187 110 4 essence essence NOUN issue-187 110 5 of of ADP issue-187 110 6 neural neural ADJ issue-187 110 7 networks network NOUN issue-187 110 8 , , PUNCT issue-187 110 9 prentice prentice NOUN issue-187 110 10 hal hal NOUN issue-187 110 11 : : PUNCT issue-187 110 12 248 248 NUM issue-187 110 13 p. p. NOUN issue-187 110 14 statistical statistical ADJ issue-187 110 15 information information NOUN issue-187 110 16 according accord VERB issue-187 110 17 to to ADP issue-187 110 18 international international ADJ issue-187 110 19 monetary monetary ADJ issue-187 110 20 fund fund NOUN issue-187 110 21 . . PUNCT issue-187 111 1 site site NOUN issue-187 111 2 of of ADP issue-187 111 3 international international ADJ issue-187 111 4 monetary monetary ADJ issue-187 111 5 fund fund NOUN issue-187 111 6 . . PUNCT issue-187 112 1 retrieved retrieve VERB issue-187 112 2 from from ADP issue-187 112 3 : : PUNCT issue-187 112 4 http://data.imf.org/. http://data.imf.org/. PROPN issue-187 112 5 инна инна PROPN issue-187 112 6 стрельченко стрельченко PROPN issue-187 112 7 моделирование моделирование PROPN issue-187 112 8 сценариев сценариев PROPN issue-187 112 9 переноса переноса PROPN issue-187 112 10 кризисных кризисных PROPN issue-187 112 11 явлений явлений PROPN issue-187 112 12 между между NOUN issue-187 112 13 финансовыми финансовыми VERB issue-187 112 14 рынками рынками PROPN issue-187 112 15 аннотация аннотация NOUN issue-187 112 16 . . PUNCT issue-187 113 1 явление явление PROPN issue-187 113 2 переноса переноса PROPN issue-187 113 3 кризисных кризисных PROPN issue-187 113 4 явлений явлений PROPN issue-187 113 5 между между NOUN issue-187 113 6 финансовыми финансовыми VERB issue-187 113 7 рынками рынками PROPN issue-187 113 8 разных разных PROPN issue-187 113 9 стран стран PROPN issue-187 113 10 особенно особенно PROPN issue-187 113 11 ярко ярко PROPN issue-187 113 12 проявилось проявилось PROPN issue-187 113 13 в в PROPN issue-187 113 14 период период PROPN issue-187 113 15 мирового мирового VERB issue-187 113 16 финансового финансового ADJ issue-187 113 17 кризиса кризиса NOUN issue-187 113 18 2007 2007 NUM issue-187 113 19 - - SYM issue-187 113 20 2009 2009 NUM issue-187 113 21 гг гг PROPN issue-187 113 22 . . PUNCT issue-187 114 1 аномальные аномальные PROPN issue-187 114 2 дисбалансы дисбалансы PROPN issue-187 114 3 появились появились PROPN issue-187 114 4 на на PROPN issue-187 114 5 рынке рынке PROPN issue-187 114 6 вторичных вторичных AUX issue-187 114 7 финансовых финансовых VERB issue-187 114 8 инструментов инструментов PROPN issue-187 114 9 в в PROPN issue-187 114 10 соединенных соединенных PROPN issue-187 114 11 штатах штатах VERB issue-187 114 12 во во NUM issue-187 114 13 второй второй PROPN issue-187 114 14 половине половине PROPN issue-187 114 15 2006 2006 NUM issue-187 114 16 года года PROPN issue-187 114 17 и и PROPN issue-187 114 18 быстро быстро PROPN issue-187 114 19 распространились распространились PROPN issue-187 114 20 на на PROPN issue-187 114 21 финансовые финансовые PROPN issue-187 114 22 рынки рынки PROPN issue-187 114 23 большинства большинства PROPN issue-187 114 24 стран стран PROPN issue-187 114 25 мира мира PROPN issue-187 114 26 . . PUNCT issue-187 115 1 тем тем NOUN issue-187 115 2 не не PROPN issue-187 115 3 менее менее PROPN issue-187 115 4 , , PUNCT issue-187 115 5 темпы темпы PROPN issue-187 115 6 падения падения PROPN issue-187 115 7 основных основных PROPN issue-187 115 8 макроэкономических макроэкономических X issue-187 115 9 показателей показателей NOUN issue-187 115 10 , , PUNCT issue-187 115 11 продолжительность продолжительность VERB issue-187 115 12 латентного латентного ADJ issue-187 115 13 периода периода NOUN issue-187 115 14 ( ( PUNCT issue-187 115 15 промежуток промежуток PROPN issue-187 115 16 времени времени PROPN issue-187 115 17 между между PROPN issue-187 115 18 датой датой PROPN issue-187 115 19 начала начала VERB issue-187 115 20 финансового финансового ADJ issue-187 115 21 кризиса кризиса NOUN issue-187 115 22 в в PROPN issue-187 115 23 стране стране NOUN issue-187 115 24 - - PUNCT issue-187 115 25 источнике источнике NOUN issue-187 115 26 и и PROPN issue-187 115 27 датой датой NOUN issue-187 115 28 зафиксированного зафиксированного ADJ issue-187 115 29 падения падения NOUN issue-187 115 30 ввп ввп NOUN issue-187 115 31 страны страны NOUN issue-187 115 32 , , PUNCT issue-187 115 33 подверженной подверженной ADJ issue-187 115 34 « « PUNCT issue-187 115 35 инфекции инфекции NOUN issue-187 115 36 » » PUNCT issue-187 115 37 ( ( PUNCT issue-187 115 38 strelchenko strelchenko ADJ issue-187 115 39 , , PUNCT issue-187 115 40 2016 2016 NUM issue-187 115 41 ) ) PUNCT issue-187 115 42 и и PROPN issue-187 115 43 период период ADJ issue-187 115 44 восстановления восстановления VERB issue-187 115 45 существенно существенно NOUN issue-187 115 46 различаются различаются NOUN issue-187 115 47 . . PUNCT issue-187 116 1 для для PROPN issue-187 116 2 создания создания PROPN issue-187 116 3 эффективной эффективной PROPN issue-187 116 4 экономической экономической PROPN issue-187 116 5 политики политики PROPN issue-187 116 6 актуальной актуальной PROPN issue-187 116 7 является является PROPN issue-187 116 8 задача задача VERB issue-187 116 9 определения определения PROPN issue-187 116 10 возможных возможных PROPN issue-187 116 11 сценариев сценариев PROPN issue-187 116 12 переноса переноса PROPN issue-187 116 13 кризиса кризиса NOUN issue-187 116 14 . . PUNCT issue-187 117 1 предметом предметом PROPN issue-187 117 2 исследования исследования PROPN issue-187 117 3 являются являются PROPN issue-187 117 4 процессы процессы PROPN issue-187 117 5 переноса переноса PROPN issue-187 117 6 кризисных кризисных NOUN issue-187 117 7 явлений явлений PROPN issue-187 117 8 между между NOUN issue-187 117 9 финансовыми финансовыми VERB issue-187 117 10 рынками рынками PROPN issue-187 117 11 стран стран PROPN issue-187 117 12 с с PROPN issue-187 117 13 разным разным VERB issue-187 117 14 уровнем уровнем PROPN issue-187 117 15 экономического экономического ADJ issue-187 117 16 развития развития NOUN issue-187 117 17 . . PUNCT issue-187 118 1 методология методология NOUN issue-187 118 2 . . PUNCT issue-187 119 1 в в PROPN issue-187 119 2 статье статье PROPN issue-187 119 3 представлены представлены PROPN issue-187 119 4 результаты результаты PROPN issue-187 119 5 исследования исследования PROPN issue-187 119 6 дифференциации дифференциации VERB issue-187 119 7 реакции реакции VERB issue-187 119 8 финансовых финансовых ADP issue-187 119 9 рынков рынков PROPN issue-187 119 10 перенос перенос VERB issue-187 119 11 кризисных кризисных NOUN issue-187 119 12 явлений явлений NOUN issue-187 119 13 . . PUNCT issue-187 120 1 для для PROPN issue-187 120 2 построения построения PROPN issue-187 120 3 соответствующей соответствующей PRON issue-187 120 4 модели модели VERB issue-187 120 5 классификации классификации PROPN issue-187 120 6 использовалась использовалась PROPN issue-187 120 7 нейронная нейронная PROPN issue-187 120 8 самоорганизующаяся самоорганизующаяся PROPN issue-187 120 9 сеть сеть PROPN issue-187 120 10 кохонена кохонена PROPN issue-187 120 11 . . PUNCT issue-187 121 1 цель цель PROPN issue-187 121 2 этой этой PROPN issue-187 121 3 работы работы NOUN issue-187 121 4     SPACE issue-187 121 5 – – PUNCT issue-187 121 6 построить построить NOUN issue-187 121 7 модель модель PROPN issue-187 121 8 нейронной нейронной PROPN issue-187 121 9 сети сети PROPN issue-187 121 10 для для PROPN issue-187 121 11 кластеризации кластеризации PROPN issue-187 121 12 экономики экономики PROPN issue-187 121 13 в в PROPN issue-187 121 14 соответствии соответствии PROPN issue-187 121 15 с с PROPN issue-187 121 16 реакцией реакцией NOUN issue-187 121 17 на на PROPN issue-187 121 18 внешние внешние PROPN issue-187 121 19 финансовые финансовые PROPN issue-187 121 20 потрясения потрясения PROPN issue-187 121 21 , , PUNCT issue-187 121 22 которая которая ADJ issue-187 121 23 позволит позволит ADJ issue-187 121 24 прогнозировать прогнозировать ADJ issue-187 121 25 сценарии сценарии NOUN issue-187 121 26 переноса переноса NOUN issue-187 121 27 кризиса кризиса NOUN issue-187 121 28 между между NOUN issue-187 121 29 финансовыми финансовыми VERB issue-187 121 30 рынками рынками PROPN issue-187 121 31 . . PUNCT issue-187 122 1 выводы выводы PROPN issue-187 122 2 . . PUNCT issue-187 123 1 в в PROPN issue-187 123 2 результате результате PROPN issue-187 123 3 исследования исследования NOUN issue-187 123 4     SPACE issue-187 123 5 – – PUNCT issue-187 123 6 построена построена VERB issue-187 123 7 нейронная нейронная ADJ issue-187 123 8 сеть сеть NOUN issue-187 123 9 , , PUNCT issue-187 123 10 имеющая имеющая PROPN issue-187 123 11 архитектуру архитектуру PROPN issue-187 123 12 карты карты NOUN issue-187 123 13 кохонена кохонена PROPN issue-187 123 14 . . PUNCT issue-187 124 1 нейронная нейронная PROPN issue-187 124 2 сеть сеть PROPN issue-187 124 3 имеет имеет PROPN issue-187 124 4 один один PROPN issue-187 124 5 скрытый скрытый PROPN issue-187 124 6 слой слой PROPN issue-187 124 7 , , PUNCT issue-187 124 8 состоящий состоящий PROPN issue-187 124 9 из из PROPN issue-187 124 10 шести шести PROPN issue-187 124 11 нейронов нейронов PROPN issue-187 124 12 , , PUNCT issue-187 124 13 и и PROPN issue-187 124 14 гексагональную гексагональную PROPN issue-187 124 15 структуру структуру PROPN issue-187 124 16 . . PUNCT issue-187 125 1 шесть шесть PROPN issue-187 125 2 кластеров кластеров PROPN issue-187 125 3 описывают описывают ADV issue-187 125 4 шесть шесть PROPN issue-187 125 5 возможных возможных PROPN issue-187 125 6 сценариев сценариев PROPN issue-187 125 7 динамики динамики NOUN issue-187 125 8 экономики экономики NOUN issue-187 125 9 под под VERB issue-187 125 10 воздействием воздействием ADJ issue-187 125 11 переноса переноса NOUN issue-187 125 12 кризисных кризисных NOUN issue-187 125 13 явлений явлений PROPN issue-187 125 14 . . PUNCT issue-187 126 1 кластер кластер NOUN issue-187 126 2 номер номер VERB issue-187 126 3 один один PROPN issue-187 126 4 и и PROPN issue-187 126 5 два два PROPN issue-187 126 6 объединяют объединяют PROPN issue-187 126 7 страны страны PROPN issue-187 126 8 , , PUNCT issue-187 126 9 характеризующиеся характеризующиеся PROPN issue-187 126 10 коротким коротким PROPN issue-187 126 11 периодом периодом PROPN issue-187 126 12 восстановления восстановления NOUN issue-187 126 13 экономики экономики NOUN issue-187 126 14 и и PROPN issue-187 126 15 возвратом возвратом NOUN issue-187 126 16 основных основных PROPN issue-187 126 17 макроэкономических макроэкономических X issue-187 126 18 показателей показателей NOUN issue-187 126 19 до до PROPN issue-187 126 20 докризисного докризисного NOUN issue-187 126 21 уровня уровня PROPN issue-187 126 22 . . PUNCT issue-187 127 1 более более NOUN issue-187 127 2 длительный длительный PROPN issue-187 127 3 период период NOUN issue-187 127 4 восстановления восстановления VERB issue-187 127 5 и и PROPN issue-187 127 6 высокая высокая NOUN issue-187 127 7 волатильность волатильность PROPN issue-187 127 8 обменных обменных PROPN issue-187 127 9 курсов курсов ADV issue-187 127 10 , , PUNCT issue-187 127 11 валового валового VERB issue-187 127 12 внутреннего внутреннего PROPN issue-187 127 13 продукта продукта NOUN issue-187 127 14 , , PUNCT issue-187 127 15 сокращение сокращение PROPN issue-187 127 16 экспортно экспортно PROPN issue-187 127 17 - - PUNCT issue-187 127 18 импортных импортных NOUN issue-187 127 19 операций операций NOUN issue-187 127 20 , , PUNCT issue-187 127 21 характеризуют характеризуют NOUN issue-187 127 22 третий третий NOUN issue-187 127 23 и и PROPN issue-187 127 24 четвертый четвертый NOUN issue-187 127 25 кластеры кластеры VERB issue-187 127 26 самоорганизующейся самоорганизующейся ADJ issue-187 127 27 карты карты NOUN issue-187 127 28 . . PUNCT issue-187 128 1 что что PROPN issue-187 128 2 касается касается PROPN issue-187 128 3 стран стран PROPN issue-187 128 4 , , PUNCT issue-187 128 5 которые которые ADP issue-187 128 6 попали попали PROPN issue-187 128 7 в в PROPN issue-187 129 1 два два PROPN issue-187 129 2 последних последних PROPN issue-187 129 3 кластера кластера PROPN issue-187 129 4 ( ( PUNCT issue-187 129 5 включая включая PROPN issue-187 129 6 украину украину PROPN issue-187 129 7 ) ) PUNCT issue-187 129 8 , , PUNCT issue-187 129 9 то то CCONJ issue-187 129 10 в в PROPN issue-187 129 11 результате результате PROPN issue-187 129 12 переноса переноса PROPN issue-187 129 13 кризисных кризисных PROPN issue-187 129 14 явлений явлений PROPN issue-187 129 15 средняя средняя PROPN issue-187 129 16 амплитуда амплитуда PROPN issue-187 129 17 падения падения PROPN issue-187 129 18 макроэкономических макроэкономических X issue-187 129 19 показателей показателей NOUN issue-187 129 20 превысила превысила NOUN issue-187 129 21 15 15 NUM issue-187 129 22 % % NOUN issue-187 129 23 для для PROPN issue-187 129 24 шестого шестого VERB issue-187 129 25 кластера кластера PROPN issue-187 129 26 , , PUNCT issue-187 129 27 и и PROPN issue-187 129 28 9 9 NUM issue-187 129 29 % % NOUN issue-187 129 30 для для PROPN issue-187 129 31 кластера кластера PROPN issue-187 129 32 номер номер VERB issue-187 129 33 5 5 NUM issue-187 129 34 . . PUNCT