id sid tid token lemma pos fbem-2049 1 1 frontiers frontier NOUN fbem-2049 1 2 in in ADP fbem-2049 1 3 business business NOUN fbem-2049 1 4 , , PUNCT fbem-2049 1 5 economics economic NOUN fbem-2049 1 6 and and CCONJ fbem-2049 1 7 management management NOUN fbem-2049 1 8 issn issn PROPN fbem-2049 1 9 : : PUNCT fbem-2049 1 10 2766 2766 NUM fbem-2049 1 11 - - PUNCT fbem-2049 1 12 824x 824x NUM fbem-2049 1 13 | | ADJ fbem-2049 1 14 vol vol NOUN fbem-2049 1 15 . . PROPN fbem-2049 2 1 5 5 NUM fbem-2049 2 2 , , PUNCT fbem-2049 2 3 no no INTJ fbem-2049 2 4 . . NOUN fbem-2049 2 5 3 3 NUM fbem-2049 2 6 , , PUNCT fbem-2049 2 7 2022 2022 NUM fbem-2049 2 8 340 340 NUM fbem-2049 2 9 study study NOUN fbem-2049 2 10 on on ADP fbem-2049 2 11 the the DET fbem-2049 2 12 risk risk NOUN fbem-2049 2 13 contagion contagion NOUN fbem-2049 2 14 effect effect NOUN fbem-2049 2 15 of of ADP fbem-2049 2 16 energy energy NOUN fbem-2049 2 17 supply supply NOUN fbem-2049 2 18 chain chain NOUN fbem-2049 2 19 finance finance NOUN fbem-2049 2 20 under under ADP fbem-2049 2 21 the the DET fbem-2049 2 22 " " PUNCT fbem-2049 2 23 double double ADJ fbem-2049 2 24 carbon carbon NOUN fbem-2049 2 25 " " PUNCT fbem-2049 2 26 target target NOUN fbem-2049 2 27 jiaxin jiaxin NOUN fbem-2049 2 28 hui1 hui1 PROPN fbem-2049 2 29 , , PUNCT fbem-2049 2 30 a a DET fbem-2049 2 31 1department 1department NUM fbem-2049 2 32 of of ADP fbem-2049 2 33 finance finance NOUN fbem-2049 2 34 , , PUNCT fbem-2049 2 35 anhui anhui PROPN fbem-2049 2 36 university university PROPN fbem-2049 2 37 of of ADP fbem-2049 2 38 finance finance NOUN fbem-2049 2 39 and and CCONJ fbem-2049 2 40 economics economic NOUN fbem-2049 2 41 , , PUNCT fbem-2049 2 42 bengbu bengbu NOUN fbem-2049 2 43 , , PUNCT fbem-2049 2 44 co co NOUN fbem-2049 2 45 233030 233030 NUM fbem-2049 2 46 , , PUNCT fbem-2049 2 47 china china PROPN fbem-2049 2 48 acorresponding acorresponding PROPN fbem-2049 2 49 author author NOUN fbem-2049 2 50 : : PUNCT fbem-2049 2 51 jiaxin jiaxin PROPN fbem-2049 2 52 hui hui PROPN fbem-2049 2 53 ( ( PUNCT fbem-2049 2 54 email email NOUN fbem-2049 2 55 : : PUNCT fbem-2049 2 56 1738747549@qq.com 1738747549@qq.com NUM fbem-2049 2 57 ) ) PUNCT fbem-2049 2 58 abstract abstract NOUN fbem-2049 2 59 : : PUNCT fbem-2049 2 60 the the DET fbem-2049 2 61 realization realization NOUN fbem-2049 2 62 of of ADP fbem-2049 2 63 the the DET fbem-2049 2 64 " " PUNCT fbem-2049 2 65 double double ADJ fbem-2049 2 66 carbon carbon NOUN fbem-2049 2 67 " " PUNCT fbem-2049 2 68 target target NOUN fbem-2049 2 69 will will AUX fbem-2049 2 70 have have VERB fbem-2049 2 71 a a DET fbem-2049 2 72 great great ADJ fbem-2049 2 73 impact impact NOUN fbem-2049 2 74 on on ADP fbem-2049 2 75 the the DET fbem-2049 2 76 contagion contagion NOUN fbem-2049 2 77 effect effect NOUN fbem-2049 2 78 of of ADP fbem-2049 2 79 supply supply NOUN fbem-2049 2 80 chain chain NOUN fbem-2049 2 81 finance finance NOUN fbem-2049 2 82 risk risk NOUN fbem-2049 2 83 in in ADP fbem-2049 2 84 the the DET fbem-2049 2 85 energy energy NOUN fbem-2049 2 86 market market NOUN fbem-2049 2 87 . . PUNCT fbem-2049 3 1 the the DET fbem-2049 3 2 article article NOUN fbem-2049 3 3 uses use VERB fbem-2049 3 4 social social ADJ fbem-2049 3 5 network network NOUN fbem-2049 3 6 model model NOUN fbem-2049 3 7 and and CCONJ fbem-2049 3 8 garch garch NOUN fbem-2049 3 9 model model NOUN fbem-2049 3 10 to to PART fbem-2049 3 11 study study VERB fbem-2049 3 12 the the DET fbem-2049 3 13 contagion contagion NOUN fbem-2049 3 14 effect effect NOUN fbem-2049 3 15 of of ADP fbem-2049 3 16 energy energy NOUN fbem-2049 3 17 supply supply NOUN fbem-2049 3 18 chain chain NOUN fbem-2049 3 19 finance finance NOUN fbem-2049 3 20 risk risk NOUN fbem-2049 3 21 from from ADP fbem-2049 3 22 both both DET fbem-2049 3 23 enterprise enterprise NOUN fbem-2049 3 24 creditworthiness creditworthiness NOUN fbem-2049 3 25 and and CCONJ fbem-2049 3 26 economic economic ADJ fbem-2049 3 27 environment environment NOUN fbem-2049 3 28 . . PUNCT fbem-2049 4 1 the the DET fbem-2049 4 2 social social ADJ fbem-2049 4 3 network network NOUN fbem-2049 4 4 model model NOUN fbem-2049 4 5 is be AUX fbem-2049 4 6 used use VERB fbem-2049 4 7 to to PART fbem-2049 4 8 analyze analyze VERB fbem-2049 4 9 the the DET fbem-2049 4 10 degree degree NOUN fbem-2049 4 11 of of ADP fbem-2049 4 12 differentiation differentiation NOUN fbem-2049 4 13 of of ADP fbem-2049 4 14 the the DET fbem-2049 4 15 supply supply NOUN fbem-2049 4 16 chain chain NOUN fbem-2049 4 17 network network NOUN fbem-2049 4 18 and and CCONJ fbem-2049 4 19 the the DET fbem-2049 4 20 correlation correlation NOUN fbem-2049 4 21 between between ADP fbem-2049 4 22 node node ADJ fbem-2049 4 23 enterprises enterprise NOUN fbem-2049 4 24 before before ADP fbem-2049 4 25 and and CCONJ fbem-2049 4 26 after after ADP fbem-2049 4 27 the the DET fbem-2049 4 28 implementation implementation NOUN fbem-2049 4 29 of of ADP fbem-2049 4 30 the the DET fbem-2049 4 31 " " PUNCT fbem-2049 4 32 double double ADJ fbem-2049 4 33 carbon carbon NOUN fbem-2049 4 34 " " PUNCT fbem-2049 4 35 target target NOUN fbem-2049 4 36 , , PUNCT fbem-2049 4 37 using use VERB fbem-2049 4 38 the the DET fbem-2049 4 39 asset asset NOUN fbem-2049 4 40 - - PUNCT fbem-2049 4 41 liability liability NOUN fbem-2049 4 42 ratio ratio NOUN fbem-2049 4 43 of of ADP fbem-2049 4 44 enterprises enterprise NOUN fbem-2049 4 45 as as ADP fbem-2049 4 46 the the DET fbem-2049 4 47 default default NOUN fbem-2049 4 48 risk risk NOUN fbem-2049 4 49 indicator indicator NOUN fbem-2049 4 50 . . PUNCT fbem-2049 5 1 the the DET fbem-2049 5 2 garch garch NOUN fbem-2049 5 3 model model NOUN fbem-2049 5 4 was be AUX fbem-2049 5 5 used use VERB fbem-2049 5 6 to to PART fbem-2049 5 7 empirically empirically ADV fbem-2049 5 8 analyze analyze VERB fbem-2049 5 9 the the DET fbem-2049 5 10 risk risk NOUN fbem-2049 5 11 contagion contagion NOUN fbem-2049 5 12 effect effect NOUN fbem-2049 5 13 between between ADP fbem-2049 5 14 csi csi PROPN fbem-2049 5 15 energy energy NOUN fbem-2049 5 16 and and CCONJ fbem-2049 5 17 shanghai shanghai PROPN fbem-2049 5 18 and and CCONJ fbem-2049 5 19 shenzhen shenzhen PROPN fbem-2049 5 20 stock stock PROPN fbem-2049 5 21 indices indice VERB fbem-2049 5 22 from from ADP fbem-2049 5 23 the the DET fbem-2049 5 24 perspective perspective NOUN fbem-2049 5 25 of of ADP fbem-2049 5 26 economic economic ADJ fbem-2049 5 27 environment environment NOUN fbem-2049 5 28 . . PUNCT fbem-2049 6 1 the the DET fbem-2049 6 2 study study NOUN fbem-2049 6 3 found find VERB fbem-2049 6 4 that that SCONJ fbem-2049 6 5 there there PRON fbem-2049 6 6 is be VERB fbem-2049 6 7 a a DET fbem-2049 6 8 significant significant ADJ fbem-2049 6 9 correlation correlation NOUN fbem-2049 6 10 and and CCONJ fbem-2049 6 11 contagion contagion NOUN fbem-2049 6 12 effect effect NOUN fbem-2049 6 13 between between ADP fbem-2049 6 14 the the DET fbem-2049 6 15 financial financial ADJ fbem-2049 6 16 risks risk NOUN fbem-2049 6 17 of of ADP fbem-2049 6 18 silicon silicon NOUN fbem-2049 6 19 energy energy NOUN fbem-2049 6 20 enterprises enterprise NOUN fbem-2049 6 21 , , PUNCT fbem-2049 6 22 and and CCONJ fbem-2049 6 23 the the DET fbem-2049 6 24 enterprises enterprise NOUN fbem-2049 6 25 with with ADP fbem-2049 6 26 higher high ADJ fbem-2049 6 27 creditworthiness creditworthiness NOUN fbem-2049 6 28 are be AUX fbem-2049 6 29 less less ADV fbem-2049 6 30 affected affect VERB fbem-2049 6 31 by by ADP fbem-2049 6 32 the the DET fbem-2049 6 33 implementation implementation NOUN fbem-2049 6 34 of of ADP fbem-2049 6 35 the the DET fbem-2049 6 36 " " PUNCT fbem-2049 6 37 double double ADJ fbem-2049 6 38 carbon carbon NOUN fbem-2049 6 39 " " PUNCT fbem-2049 6 40 target target NOUN fbem-2049 6 41 plan plan NOUN fbem-2049 6 42 , , PUNCT fbem-2049 6 43 and and CCONJ fbem-2049 6 44 the the DET fbem-2049 6 45 supply supply NOUN fbem-2049 6 46 chain chain NOUN fbem-2049 6 47 network network NOUN fbem-2049 6 48 is be AUX fbem-2049 6 49 more more ADV fbem-2049 6 50 obviously obviously ADV fbem-2049 6 51 centralized centralize VERB fbem-2049 6 52 by by ADP fbem-2049 6 53 the the DET fbem-2049 6 54 " " PUNCT fbem-2049 6 55 double double ADJ fbem-2049 6 56 carbon carbon NOUN fbem-2049 6 57 " " PUNCT fbem-2049 6 58 target target NOUN fbem-2049 6 59 . . PUNCT fbem-2049 7 1 the the DET fbem-2049 7 2 results result NOUN fbem-2049 7 3 of of ADP fbem-2049 7 4 garch garch NOUN fbem-2049 7 5 model model NOUN fbem-2049 7 6 show show VERB fbem-2049 7 7 that that SCONJ fbem-2049 7 8 the the DET fbem-2049 7 9 energy energy NOUN fbem-2049 7 10 market market NOUN fbem-2049 7 11 is be AUX fbem-2049 7 12 influenced influence VERB fbem-2049 7 13 by by ADP fbem-2049 7 14 the the DET fbem-2049 7 15 external external ADJ fbem-2049 7 16 economic economic ADJ fbem-2049 7 17 environment environment NOUN fbem-2049 7 18 and and CCONJ fbem-2049 7 19 there there PRON fbem-2049 7 20 is be VERB fbem-2049 7 21 risk risk NOUN fbem-2049 7 22 contagion contagion NOUN fbem-2049 7 23 effect effect NOUN fbem-2049 7 24 between between ADP fbem-2049 7 25 markets market NOUN fbem-2049 7 26 . . PUNCT fbem-2049 8 1 based base VERB fbem-2049 8 2 on on ADP fbem-2049 8 3 the the DET fbem-2049 8 4 results result NOUN fbem-2049 8 5 of of ADP fbem-2049 8 6 the the DET fbem-2049 8 7 garch garch NOUN fbem-2049 8 8 model model NOUN fbem-2049 8 9 , , PUNCT fbem-2049 8 10 we we PRON fbem-2049 8 11 provide provide VERB fbem-2049 8 12 policy policy NOUN fbem-2049 8 13 recommendations recommendation NOUN fbem-2049 8 14 for for ADP fbem-2049 8 15 supply supply NOUN fbem-2049 8 16 chain chain NOUN fbem-2049 8 17 risk risk NOUN fbem-2049 8 18 prevention prevention NOUN fbem-2049 8 19 and and CCONJ fbem-2049 8 20 control control NOUN fbem-2049 8 21 . . PUNCT fbem-2049 9 1 keywords keyword NOUN fbem-2049 9 2 : : PUNCT fbem-2049 9 3 " " PUNCT fbem-2049 9 4 double double ADJ fbem-2049 9 5 carbon carbon NOUN fbem-2049 9 6 " " PUNCT fbem-2049 9 7 target target NOUN fbem-2049 9 8 , , PUNCT fbem-2049 9 9 supply supply NOUN fbem-2049 9 10 chain chain NOUN fbem-2049 9 11 finance finance NOUN fbem-2049 9 12 risk risk NOUN fbem-2049 9 13 , , PUNCT fbem-2049 9 14 contagion contagion NOUN fbem-2049 9 15 effect effect NOUN fbem-2049 9 16 , , PUNCT fbem-2049 9 17 social social ADJ fbem-2049 9 18 network network NOUN fbem-2049 9 19 model model NOUN fbem-2049 9 20 , , PUNCT fbem-2049 9 21 garch garch NOUN fbem-2049 9 22 model model NOUN fbem-2049 9 23 . . PUNCT fbem-2049 10 1 1 1 X fbem-2049 10 2 . . X fbem-2049 10 3 introduction introduction NOUN fbem-2049 10 4 in in ADP fbem-2049 10 5 the the DET fbem-2049 10 6 face face NOUN fbem-2049 10 7 of of ADP fbem-2049 10 8 tremendous tremendous ADJ fbem-2049 10 9 pressure pressure NOUN fbem-2049 10 10 to to PART fbem-2049 10 11 reduce reduce VERB fbem-2049 10 12 emissions emission NOUN fbem-2049 10 13 , , PUNCT fbem-2049 10 14 china china PROPN fbem-2049 10 15 announced announce VERB fbem-2049 10 16 in in ADP fbem-2049 10 17 december december PROPN fbem-2049 10 18 2020 2020 NUM fbem-2049 10 19 the the DET fbem-2049 10 20 goal goal NOUN fbem-2049 10 21 of of ADP fbem-2049 10 22 achieving achieve VERB fbem-2049 10 23 peak peak NOUN fbem-2049 10 24 carbon carbon NOUN fbem-2049 10 25 by by ADP fbem-2049 10 26 2030 2030 NUM fbem-2049 10 27 and and CCONJ fbem-2049 10 28 carbon carbon NOUN fbem-2049 10 29 neutrality neutrality NOUN fbem-2049 10 30 by by ADP fbem-2049 10 31 2060 2060 NUM fbem-2049 10 32 . . PUNCT fbem-2049 11 1 achieving achieve VERB fbem-2049 11 2 the the DET fbem-2049 11 3 " " PUNCT fbem-2049 11 4 double double ADJ fbem-2049 11 5 carbon carbon NOUN fbem-2049 11 6 " " PUNCT fbem-2049 11 7 target target NOUN fbem-2049 11 8 is be AUX fbem-2049 11 9 not not PART fbem-2049 11 10 only only ADV fbem-2049 11 11 a a DET fbem-2049 11 12 major major ADJ fbem-2049 11 13 component component NOUN fbem-2049 11 14 of of ADP fbem-2049 11 15 ecological ecological ADJ fbem-2049 11 16 civilization civilization NOUN fbem-2049 11 17 construction construction NOUN fbem-2049 11 18 , , PUNCT fbem-2049 11 19 but but CCONJ fbem-2049 11 20 also also ADV fbem-2049 11 21 an an DET fbem-2049 11 22 important important ADJ fbem-2049 11 23 driving driving NOUN fbem-2049 11 24 force force NOUN fbem-2049 11 25 for for ADP fbem-2049 11 26 profound profound ADJ fbem-2049 11 27 changes change NOUN fbem-2049 11 28 in in ADP fbem-2049 11 29 corporate corporate ADJ fbem-2049 11 30 supply supply NOUN fbem-2049 11 31 chains chain NOUN fbem-2049 11 32 . . PUNCT fbem-2049 12 1 the the DET fbem-2049 12 2 goal goal NOUN fbem-2049 12 3 of of ADP fbem-2049 12 4 " " PUNCT fbem-2049 12 5 peak peak ADJ fbem-2049 12 6 carbon carbon NOUN fbem-2049 12 7 " " PUNCT fbem-2049 12 8 refers refer VERB fbem-2049 12 9 to to ADP fbem-2049 12 10 the the DET fbem-2049 12 11 process process NOUN fbem-2049 12 12 in in ADP fbem-2049 12 13 which which PRON fbem-2049 12 14 emissions emission NOUN fbem-2049 12 15 reach reach VERB fbem-2049 12 16 a a DET fbem-2049 12 17 historical historical ADJ fbem-2049 12 18 high high NOUN fbem-2049 12 19 and and CCONJ fbem-2049 12 20 continue continue VERB fbem-2049 12 21 to to PART fbem-2049 12 22 decline decline VERB fbem-2049 12 23 after after ADP fbem-2049 12 24 a a DET fbem-2049 12 25 horizontal horizontal ADJ fbem-2049 12 26 period period NOUN fbem-2049 12 27 ; ; PUNCT fbem-2049 12 28 based base VERB fbem-2049 12 29 on on ADP fbem-2049 12 30 the the DET fbem-2049 12 31 achievement achievement NOUN fbem-2049 12 32 of of ADP fbem-2049 12 33 peak peak NOUN fbem-2049 12 34 carbon carbon NOUN fbem-2049 12 35 , , PUNCT fbem-2049 12 36 carbon carbon NOUN fbem-2049 12 37 neutrality neutrality NOUN fbem-2049 12 38 refers refer VERB fbem-2049 12 39 to to ADP fbem-2049 12 40 the the DET fbem-2049 12 41 process process NOUN fbem-2049 12 42 in in ADP fbem-2049 12 43 which which PRON fbem-2049 12 44 the the DET fbem-2049 12 45 total total ADJ fbem-2049 12 46 amount amount NOUN fbem-2049 12 47 of of ADP fbem-2049 12 48 anthropogenic anthropogenic ADJ fbem-2049 12 49 emissions emission NOUN fbem-2049 12 50 in in ADP fbem-2049 12 51 a a DET fbem-2049 12 52 certain certain ADJ fbem-2049 12 53 region region NOUN fbem-2049 12 54 at at ADP fbem-2049 12 55 a a DET fbem-2049 12 56 certain certain ADJ fbem-2049 12 57 time time NOUN fbem-2049 12 58 is be AUX fbem-2049 12 59 offset offset VERB fbem-2049 12 60 by by ADP fbem-2049 12 61 the the DET fbem-2049 12 62 amount amount NOUN fbem-2049 12 63 absorbed absorb VERB fbem-2049 12 64 through through ADP fbem-2049 12 65 afforestation afforestation NOUN fbem-2049 12 66 , , PUNCT fbem-2049 12 67 energy energy NOUN fbem-2049 12 68 conservation conservation NOUN fbem-2049 12 69 and and CCONJ fbem-2049 12 70 carbon carbon NOUN fbem-2049 12 71 sequestration sequestration NOUN fbem-2049 12 72 , , PUNCT fbem-2049 12 73 so so SCONJ fbem-2049 12 74 as as SCONJ fbem-2049 12 75 to to PART fbem-2049 12 76 achieve achieve VERB fbem-2049 12 77 " " PUNCT fbem-2049 12 78 net net ADJ fbem-2049 12 79 zero zero NUM fbem-2049 12 80 " " PUNCT fbem-2049 12 81 carbon carbon NOUN fbem-2049 12 82 dioxide dioxide NOUN fbem-2049 12 83 emissions emission NOUN fbem-2049 12 84 . . PUNCT fbem-2049 13 1 in in ADP fbem-2049 13 2 order order NOUN fbem-2049 13 3 to to PART fbem-2049 13 4 smooth smooth VERB fbem-2049 13 5 out out ADP fbem-2049 13 6 the the DET fbem-2049 13 7 industrial industrial ADJ fbem-2049 13 8 chain chain NOUN fbem-2049 13 9 and and CCONJ fbem-2049 13 10 achieve achieve VERB fbem-2049 13 11 the the DET fbem-2049 13 12 top top ADJ fbem-2049 13 13 - - PUNCT fbem-2049 13 14 level level NOUN fbem-2049 13 15 design design NOUN fbem-2049 13 16 of of ADP fbem-2049 13 17 the the DET fbem-2049 13 18 supply supply NOUN fbem-2049 13 19 chain chain NOUN fbem-2049 13 20 under under ADP fbem-2049 13 21 the the DET fbem-2049 13 22 " " PUNCT fbem-2049 13 23 double double ADJ fbem-2049 13 24 carbon carbon NOUN fbem-2049 13 25 " " PUNCT fbem-2049 13 26 target target NOUN fbem-2049 13 27 , , PUNCT fbem-2049 13 28 the the DET fbem-2049 13 29 government government NOUN fbem-2049 13 30 work work NOUN fbem-2049 13 31 report report NOUN fbem-2049 13 32 from from ADP fbem-2049 13 33 2021 2021 NUM fbem-2049 13 34 has have AUX fbem-2049 13 35 repeatedly repeatedly ADV fbem-2049 13 36 mentioned mention VERB fbem-2049 13 37 the the DET fbem-2049 13 38 adoption adoption NOUN fbem-2049 13 39 of of ADP fbem-2049 13 40 a a DET fbem-2049 13 41 series series NOUN fbem-2049 13 42 of of ADP fbem-2049 13 43 means mean NOUN fbem-2049 13 44 to to PART fbem-2049 13 45 prevent prevent VERB fbem-2049 13 46 and and CCONJ fbem-2049 13 47 resolve resolve VERB fbem-2049 13 48 the the DET fbem-2049 13 49 supply supply NOUN fbem-2049 13 50 chain chain NOUN fbem-2049 13 51 financial financial ADJ fbem-2049 13 52 risks risk NOUN fbem-2049 13 53 of of ADP fbem-2049 13 54 enterprises enterprise NOUN fbem-2049 13 55 . . PUNCT fbem-2049 14 1 to to PART fbem-2049 14 2 achieve achieve VERB fbem-2049 14 3 the the DET fbem-2049 14 4 " " PUNCT fbem-2049 14 5 double double ADJ fbem-2049 14 6 carbon carbon NOUN fbem-2049 14 7 " " PUNCT fbem-2049 14 8 goal goal NOUN fbem-2049 14 9 , , PUNCT fbem-2049 14 10 the the DET fbem-2049 14 11 energy energy NOUN fbem-2049 14 12 side side NOUN fbem-2049 14 13 is be AUX fbem-2049 14 14 the the DET fbem-2049 14 15 main main ADJ fbem-2049 14 16 point point NOUN fbem-2049 14 17 , , PUNCT fbem-2049 14 18 and and CCONJ fbem-2049 14 19 the the DET fbem-2049 14 20 supply supply NOUN fbem-2049 14 21 chain chain NOUN fbem-2049 14 22 is be AUX fbem-2049 14 23 an an DET fbem-2049 14 24 important important ADJ fbem-2049 14 25 carrier carrier NOUN fbem-2049 14 26 . . PUNCT fbem-2049 15 1 the the DET fbem-2049 15 2 economic economic ADJ fbem-2049 15 3 environment environment NOUN fbem-2049 15 4 of of ADP fbem-2049 15 5 each each DET fbem-2049 15 6 enterprise enterprise NOUN fbem-2049 15 7 in in ADP fbem-2049 15 8 the the DET fbem-2049 15 9 energy energy NOUN fbem-2049 15 10 market market NOUN fbem-2049 15 11 , , PUNCT fbem-2049 15 12 the the DET fbem-2049 15 13 creditworthiness creditworthiness NOUN fbem-2049 15 14 of of ADP fbem-2049 15 15 the the DET fbem-2049 15 16 enterprise enterprise NOUN fbem-2049 15 17 and and CCONJ fbem-2049 15 18 the the DET fbem-2049 15 19 financial financial ADJ fbem-2049 15 20 management management NOUN fbem-2049 15 21 of of ADP fbem-2049 15 22 the the DET fbem-2049 15 23 market market NOUN fbem-2049 15 24 have have AUX fbem-2049 15 25 become become VERB fbem-2049 15 26 the the DET fbem-2049 15 27 focus focus NOUN fbem-2049 15 28 of of ADP fbem-2049 15 29 the the DET fbem-2049 15 30 regulatory regulatory ADJ fbem-2049 15 31 authorities authority NOUN fbem-2049 15 32 to to PART fbem-2049 15 33 strictly strictly ADV fbem-2049 15 34 control control VERB fbem-2049 15 35 the the DET fbem-2049 15 36 market market NOUN fbem-2049 15 37 . . PUNCT fbem-2049 16 1 the the DET fbem-2049 16 2 efficient efficient ADJ fbem-2049 16 3 operation operation NOUN fbem-2049 16 4 of of ADP fbem-2049 16 5 energy energy NOUN fbem-2049 16 6 enterprises enterprise NOUN fbem-2049 16 7 is be AUX fbem-2049 16 8 the the DET fbem-2049 16 9 key key NOUN fbem-2049 16 10 to to ADP fbem-2049 16 11 achieving achieve VERB fbem-2049 16 12 " " PUNCT fbem-2049 16 13 double double ADJ fbem-2049 16 14 carbon carbon NOUN fbem-2049 16 15 " " PUNCT fbem-2049 16 16 , , PUNCT fbem-2049 16 17 and and CCONJ fbem-2049 16 18 the the DET fbem-2049 16 19 supply supply NOUN fbem-2049 16 20 chain chain NOUN fbem-2049 16 21 is be AUX fbem-2049 16 22 interconnected interconnected ADJ fbem-2049 16 23 upstream upstream ADJ fbem-2049 16 24 and and CCONJ fbem-2049 16 25 downstream downstream NOUN fbem-2049 16 26 of of ADP fbem-2049 16 27 the the DET fbem-2049 16 28 energy energy NOUN fbem-2049 16 29 chain chain NOUN fbem-2049 16 30 to to PART fbem-2049 16 31 promote promote VERB fbem-2049 16 32 the the DET fbem-2049 16 33 development development NOUN fbem-2049 16 34 of of ADP fbem-2049 16 35 new new ADJ fbem-2049 16 36 energy energy NOUN fbem-2049 16 37 sources source NOUN fbem-2049 16 38 and and CCONJ fbem-2049 16 39 the the DET fbem-2049 16 40 innovation innovation NOUN fbem-2049 16 41 of of ADP fbem-2049 16 42 power power NOUN fbem-2049 16 43 systems system NOUN fbem-2049 16 44 , , PUNCT fbem-2049 16 45 thus thus ADV fbem-2049 16 46 increasing increase VERB fbem-2049 16 47 the the DET fbem-2049 16 48 speed speed NOUN fbem-2049 16 49 of of ADP fbem-2049 16 50 operation operation NOUN fbem-2049 16 51 of of ADP fbem-2049 16 52 the the DET fbem-2049 16 53 industry industry NOUN fbem-2049 16 54 and and CCONJ fbem-2049 16 55 slowing slow VERB fbem-2049 16 56 down down ADP fbem-2049 16 57 the the DET fbem-2049 16 58 transmission transmission NOUN fbem-2049 16 59 of of ADP fbem-2049 16 60 risks risk NOUN fbem-2049 16 61 ( ( PUNCT fbem-2049 16 62 kun kun NOUN fbem-2049 16 63 et et PROPN fbem-2049 16 64 al al PROPN fbem-2049 16 65 . . PUNCT fbem-2049 17 1 [ [ X fbem-2049 17 2 1 1 NUM fbem-2049 17 3 ] ] PUNCT fbem-2049 17 4 ) ) PUNCT fbem-2049 17 5 . . PUNCT fbem-2049 18 1 with with ADP fbem-2049 18 2 the the DET fbem-2049 18 3 gradual gradual ADJ fbem-2049 18 4 advancement advancement NOUN fbem-2049 18 5 of of ADP fbem-2049 18 6 carbon carbon NOUN fbem-2049 18 7 peak peak NOUN fbem-2049 18 8 and and CCONJ fbem-2049 18 9 carbon carbon NOUN fbem-2049 18 10 neutral neutral ADJ fbem-2049 18 11 targets target NOUN fbem-2049 18 12 , , PUNCT fbem-2049 18 13 scholars scholar NOUN fbem-2049 18 14 are be AUX fbem-2049 18 15 paying pay VERB fbem-2049 18 16 more more ADJ fbem-2049 18 17 and and CCONJ fbem-2049 18 18 more more ADJ fbem-2049 18 19 attention attention NOUN fbem-2049 18 20 to to ADP fbem-2049 18 21 the the DET fbem-2049 18 22 creditworthiness creditworthiness NOUN fbem-2049 18 23 level level NOUN fbem-2049 18 24 of of ADP fbem-2049 18 25 enterprises enterprise NOUN fbem-2049 18 26 in in ADP fbem-2049 18 27 the the DET fbem-2049 18 28 supply supply NOUN fbem-2049 18 29 chain chain NOUN fbem-2049 18 30 and and CCONJ fbem-2049 18 31 the the DET fbem-2049 18 32 economic economic ADJ fbem-2049 18 33 environment environment NOUN fbem-2049 18 34 they they PRON fbem-2049 18 35 are be AUX fbem-2049 18 36 in in ADP fbem-2049 18 37 , , PUNCT fbem-2049 18 38 as as ADV fbem-2049 18 39 well well ADV fbem-2049 18 40 as as ADP fbem-2049 18 41 putting put VERB fbem-2049 18 42 forward forward ADV fbem-2049 18 43 higher high ADJ fbem-2049 18 44 requirements requirement NOUN fbem-2049 18 45 for for ADP fbem-2049 18 46 the the DET fbem-2049 18 47 management management NOUN fbem-2049 18 48 of of ADP fbem-2049 18 49 enterprise enterprise NOUN fbem-2049 18 50 supply supply NOUN fbem-2049 18 51 chain chain NOUN fbem-2049 18 52 risks risk NOUN fbem-2049 18 53 ( ( PUNCT fbem-2049 18 54 jia jia PROPN fbem-2049 18 55 , , PUNCT fbem-2049 18 56 simin simin PROPN fbem-2049 18 57 , , PUNCT fbem-2049 18 58 jian jian PROPN fbem-2049 18 59 , , PUNCT fbem-2049 18 60 & & CCONJ fbem-2049 18 61 jianzhao jianzhao X fbem-2049 19 1 [ [ X fbem-2049 19 2 2 2 NUM fbem-2049 19 3 ] ] NUM fbem-2049 19 4 ) ) PUNCT fbem-2049 19 5 . . PUNCT fbem-2049 20 1 rui rui PROPN fbem-2049 20 2 , , PUNCT fbem-2049 20 3 dayi dayi NOUN fbem-2049 20 4 , , PUNCT fbem-2049 20 5 & & CCONJ fbem-2049 20 6 huilin huilin X fbem-2049 21 1 [ [ X fbem-2049 21 2 3 3 X fbem-2049 21 3 ] ] X fbem-2049 21 4 selected select VERB fbem-2049 21 5 accounts account NOUN fbem-2049 21 6 receivable receivable ADJ fbem-2049 21 7 factoring factoring NOUN fbem-2049 21 8 business business NOUN fbem-2049 21 9 as as ADP fbem-2049 21 10 a a DET fbem-2049 21 11 research research NOUN fbem-2049 21 12 object object NOUN fbem-2049 21 13 to to PART fbem-2049 21 14 analyze analyze VERB fbem-2049 21 15 the the DET fbem-2049 21 16 mechanism mechanism NOUN fbem-2049 21 17 of of ADP fbem-2049 21 18 the the DET fbem-2049 21 19 role role NOUN fbem-2049 21 20 of of ADP fbem-2049 21 21 blockchain blockchain PROPN fbem-2049 21 22 in in ADP fbem-2049 21 23 supply supply NOUN fbem-2049 21 24 chain chain NOUN fbem-2049 21 25 finance finance NOUN fbem-2049 21 26 to to PART fbem-2049 21 27 reduce reduce VERB fbem-2049 21 28 financing financing NOUN fbem-2049 21 29 risk risk NOUN fbem-2049 21 30 . . PUNCT fbem-2049 22 1 zhao zhao PROPN fbem-2049 22 2 , , PUNCT fbem-2049 22 3 jingfeng jingfeng PROPN fbem-2049 22 4 , , PUNCT fbem-2049 22 5 li li PROPN fbem-2049 22 6 , , PUNCT fbem-2049 22 7 & & CCONJ fbem-2049 22 8 bo bo PUNCT fbem-2049 23 1 [ [ X fbem-2049 23 2 4 4 X fbem-2049 23 3 ] ] PUNCT fbem-2049 23 4 show show VERB fbem-2049 23 5 the the DET fbem-2049 23 6 market market NOUN fbem-2049 23 7 economy economy NOUN fbem-2049 23 8 of of ADP fbem-2049 23 9 china china PROPN fbem-2049 23 10 consists consist VERB fbem-2049 23 11 of of ADP fbem-2049 23 12 enterprises enterprise NOUN fbem-2049 23 13 , , PUNCT fbem-2049 23 14 and and CCONJ fbem-2049 23 15 the the DET fbem-2049 23 16 fluctuation fluctuation NOUN fbem-2049 23 17 of of ADP fbem-2049 23 18 smes sme NOUN fbem-2049 23 19 ' ' PART fbem-2049 23 20 finance finance NOUN fbem-2049 23 21 will will AUX fbem-2049 23 22 lead lead VERB fbem-2049 23 23 to to PART fbem-2049 23 24 supply supply VERB fbem-2049 23 25 chain chain NOUN fbem-2049 23 26 fluctuation fluctuation NOUN fbem-2049 23 27 , , PUNCT fbem-2049 23 28 while while SCONJ fbem-2049 23 29 supply supply NOUN fbem-2049 23 30 chain chain NOUN fbem-2049 23 31 budgeting budgeting NOUN fbem-2049 23 32 can can AUX fbem-2049 23 33 solve solve VERB fbem-2049 23 34 the the DET fbem-2049 23 35 problems problem NOUN fbem-2049 23 36 of of ADP fbem-2049 23 37 smes sme NOUN fbem-2049 23 38 ' ' PART fbem-2049 23 39 expenditure expenditure NOUN fbem-2049 23 40 to to ADP fbem-2049 23 41 a a DET fbem-2049 23 42 certain certain ADJ fbem-2049 23 43 extent extent NOUN fbem-2049 23 44 . . PUNCT fbem-2049 24 1 wang wang PROPN fbem-2049 24 2 et et PROPN fbem-2049 24 3 al al PROPN fbem-2049 24 4 . . PUNCT fbem-2049 25 1 [ [ X fbem-2049 25 2 5 5 NUM fbem-2049 25 3 ] ] PUNCT fbem-2049 25 4 used use VERB fbem-2049 25 5 an an DET fbem-2049 25 6 imbalance imbalance NOUN fbem-2049 25 7 strategy strategy NOUN fbem-2049 25 8 with with ADP fbem-2049 25 9 machine machine NOUN fbem-2049 25 10 learning learn VERB fbem-2049 25 11 techniques technique NOUN fbem-2049 25 12 to to PART fbem-2049 25 13 predict predict VERB fbem-2049 25 14 the the DET fbem-2049 25 15 credit credit NOUN fbem-2049 25 16 risk risk NOUN fbem-2049 25 17 of of ADP fbem-2049 25 18 smes sme NOUN fbem-2049 25 19 in in ADP fbem-2049 25 20 china china PROPN fbem-2049 25 21 , , PUNCT fbem-2049 25 22 using use VERB fbem-2049 25 23 financial financial ADJ fbem-2049 25 24 , , PUNCT fbem-2049 25 25 operational operational ADJ fbem-2049 25 26 , , PUNCT fbem-2049 25 27 innovation innovation NOUN fbem-2049 25 28 , , PUNCT fbem-2049 25 29 and and CCONJ fbem-2049 25 30 negative negative ADJ fbem-2049 25 31 information information NOUN fbem-2049 25 32 as as ADP fbem-2049 25 33 predictors predictor NOUN fbem-2049 25 34 to to PART fbem-2049 25 35 study study VERB fbem-2049 25 36 the the DET fbem-2049 25 37 credit credit NOUN fbem-2049 25 38 risk risk NOUN fbem-2049 25 39 contagion contagion NOUN fbem-2049 25 40 effects effect NOUN fbem-2049 25 41 among among ADP fbem-2049 25 42 firms firm NOUN fbem-2049 25 43 in in ADP fbem-2049 25 44 a a DET fbem-2049 25 45 supply supply NOUN fbem-2049 25 46 chain chain NOUN fbem-2049 25 47 system system NOUN fbem-2049 25 48 . . PUNCT fbem-2049 26 1 thanigai thanigai VERB fbem-2049 26 2 a a PRON fbem-2049 26 3 et et NOUN fbem-2049 26 4 al al PROPN fbem-2049 26 5 . . PUNCT fbem-2049 27 1 [ [ X fbem-2049 27 2 6 6 NUM fbem-2049 27 3 ] ] PUNCT fbem-2049 27 4 used use VERB fbem-2049 27 5 a a DET fbem-2049 27 6 gray gray ADJ fbem-2049 27 7 decision decision NOUN fbem-2049 27 8 experiment experiment NOUN fbem-2049 27 9 and and CCONJ fbem-2049 27 10 evaluation evaluation NOUN fbem-2049 27 11 laboratory laboratory NOUN fbem-2049 27 12 ( ( PUNCT fbem-2049 27 13 dematel dematel NOUN fbem-2049 27 14 ) ) PUNCT fbem-2049 27 15 approach approach NOUN fbem-2049 27 16 , , PUNCT fbem-2049 27 17 verified verify VERB fbem-2049 27 18 that that SCONJ fbem-2049 27 19 different different ADJ fbem-2049 27 20 categories category NOUN fbem-2049 27 21 of of ADP fbem-2049 27 22 risks risk NOUN fbem-2049 27 23 are be AUX fbem-2049 27 24 also also ADV fbem-2049 27 25 contagious contagious ADJ fbem-2049 27 26 to to ADP fbem-2049 27 27 each each DET fbem-2049 27 28 other other ADJ fbem-2049 27 29 , , PUNCT fbem-2049 27 30 with with ADP fbem-2049 27 31 the the DET fbem-2049 27 32 financial financial ADJ fbem-2049 27 33 risk risk NOUN fbem-2049 27 34 of of ADP fbem-2049 27 35 firms firm NOUN fbem-2049 27 36 being be AUX fbem-2049 27 37 the the DET fbem-2049 27 38 most most ADV fbem-2049 27 39 vulnerable vulnerable ADJ fbem-2049 27 40 to to ADP fbem-2049 27 41 circular circular ADJ fbem-2049 27 42 supply supply NOUN fbem-2049 27 43 chains chain NOUN fbem-2049 27 44 . . PUNCT fbem-2049 28 1 in in ADP fbem-2049 28 2 the the DET fbem-2049 28 3 current current ADJ fbem-2049 28 4 market market NOUN fbem-2049 28 5 turmoil turmoil NOUN fbem-2049 28 6 and and CCONJ fbem-2049 28 7 economic economic ADJ fbem-2049 28 8 downturn downturn NOUN fbem-2049 28 9 , , PUNCT fbem-2049 28 10 it it PRON fbem-2049 28 11 is be AUX fbem-2049 28 12 crucial crucial ADJ fbem-2049 28 13 to to PART fbem-2049 28 14 study study VERB fbem-2049 28 15 the the DET fbem-2049 28 16 risk risk NOUN fbem-2049 28 17 contagion contagion NOUN fbem-2049 28 18 effect effect NOUN fbem-2049 28 19 among among ADP fbem-2049 28 20 enterprises enterprise NOUN fbem-2049 28 21 in in ADP fbem-2049 28 22 supply supply NOUN fbem-2049 28 23 chain chain NOUN fbem-2049 28 24 finance finance NOUN fbem-2049 28 25 to to PART fbem-2049 28 26 achieve achieve VERB fbem-2049 28 27 the the DET fbem-2049 28 28 goal goal NOUN fbem-2049 28 29 of of ADP fbem-2049 28 30 " " PUNCT fbem-2049 28 31 double double ADJ fbem-2049 28 32 carbon carbon NOUN fbem-2049 28 33 " " PUNCT fbem-2049 28 34 . . PUNCT fbem-2049 29 1 with with ADP fbem-2049 29 2 the the DET fbem-2049 29 3 gradual gradual ADJ fbem-2049 29 4 expansion expansion NOUN fbem-2049 29 5 of of ADP fbem-2049 29 6 supply supply NOUN fbem-2049 29 7 chain chain NOUN fbem-2049 29 8 networks network NOUN fbem-2049 29 9 , , PUNCT fbem-2049 29 10 scholars scholar NOUN fbem-2049 29 11 tend tend VERB fbem-2049 29 12 to to PART fbem-2049 29 13 study study VERB fbem-2049 29 14 the the DET fbem-2049 29 15 interconnectedness interconnectedness NOUN fbem-2049 29 16 of of ADP fbem-2049 29 17 supply supply NOUN fbem-2049 29 18 chains chain NOUN fbem-2049 29 19 ( ( PUNCT fbem-2049 29 20 mohsen mohsen PROPN fbem-2049 29 21 , , PUNCT fbem-2049 29 22 reza reza PROPN fbem-2049 29 23 , , PUNCT fbem-2049 29 24 & & CCONJ fbem-2049 29 25 kaveh kaveh PROPN fbem-2049 30 1 [ [ X fbem-2049 30 2 7 7 NUM fbem-2049 30 3 ] ] NUM fbem-2049 30 4 ) ) PUNCT fbem-2049 30 5 . . PUNCT fbem-2049 31 1 yuan yuan NOUN fbem-2049 31 2 et et PROPN fbem-2049 31 3 al al PROPN fbem-2049 31 4 . . PUNCT fbem-2049 32 1 [ [ X fbem-2049 32 2 8 8 NUM fbem-2049 32 3 ] ] PUNCT fbem-2049 32 4 uses use VERB fbem-2049 32 5 social social ADJ fbem-2049 32 6 network network NOUN fbem-2049 32 7 analysis analysis NOUN fbem-2049 32 8 to to PART fbem-2049 32 9 study study VERB fbem-2049 32 10 the the DET fbem-2049 32 11 social social ADJ fbem-2049 32 12 risks risk NOUN fbem-2049 32 13 of of ADP fbem-2049 32 14 high high ADJ fbem-2049 32 15 - - PUNCT fbem-2049 32 16 density density NOUN fbem-2049 32 17 urban urban ADJ fbem-2049 32 18 construction construction NOUN fbem-2049 32 19 projects project NOUN fbem-2049 32 20 in in ADP fbem-2049 32 21 china china PROPN fbem-2049 32 22 . . PUNCT fbem-2049 33 1 social social ADJ fbem-2049 33 2 network network NOUN fbem-2049 33 3 analysis analysis NOUN fbem-2049 33 4 is be AUX fbem-2049 33 5 less less ADV fbem-2049 33 6 applied apply VERB fbem-2049 33 7 in in ADP fbem-2049 33 8 supply supply NOUN fbem-2049 33 9 chain chain NOUN fbem-2049 33 10 risk risk NOUN fbem-2049 33 11 contagion contagion NOUN fbem-2049 33 12 effect effect NOUN fbem-2049 33 13 , , PUNCT fbem-2049 33 14 and and CCONJ fbem-2049 33 15 this this DET fbem-2049 33 16 paper paper NOUN fbem-2049 33 17 will will AUX fbem-2049 33 18 enrich enrich VERB fbem-2049 33 19 the the DET fbem-2049 33 20 application application NOUN fbem-2049 33 21 of of ADP fbem-2049 33 22 this this DET fbem-2049 33 23 method method NOUN fbem-2049 33 24 by by ADP fbem-2049 33 25 analyzing analyze VERB fbem-2049 33 26 the the DET fbem-2049 33 27 economic economic ADJ fbem-2049 33 28 environment environment NOUN fbem-2049 33 29 and and CCONJ fbem-2049 33 30 creditworthiness creditworthiness NOUN fbem-2049 33 31 among among ADP fbem-2049 33 32 energy energy NOUN fbem-2049 33 33 companies company NOUN fbem-2049 33 34 in in ADP fbem-2049 33 35 the the DET fbem-2049 33 36 supply supply NOUN fbem-2049 33 37 chain chain NOUN fbem-2049 33 38 through through ADP fbem-2049 33 39 social social ADJ fbem-2049 33 40 network network NOUN fbem-2049 33 41 model model NOUN fbem-2049 33 42 . . PUNCT fbem-2049 34 1 about about ADP fbem-2049 34 2 the the DET fbem-2049 34 3 empirical empirical ADJ fbem-2049 34 4 aspects aspect NOUN fbem-2049 34 5 of of ADP fbem-2049 34 6 the the DET fbem-2049 34 7 contagion contagion NOUN fbem-2049 34 8 effect effect NOUN fbem-2049 34 9 of of ADP fbem-2049 34 10 supply supply NOUN fbem-2049 34 11 chain chain NOUN fbem-2049 34 12 finance finance NOUN fbem-2049 34 13 risk risk NOUN fbem-2049 34 14 . . PUNCT fbem-2049 35 1 in in ADP fbem-2049 35 2 order order NOUN fbem-2049 35 3 to to PART fbem-2049 35 4 describe describe VERB fbem-2049 35 5 the the DET fbem-2049 35 6 contagion contagion NOUN fbem-2049 35 7 effect effect NOUN fbem-2049 35 8 of of ADP fbem-2049 35 9 supply supply NOUN fbem-2049 35 10 chain chain NOUN fbem-2049 35 11 finance finance NOUN fbem-2049 35 12 risk risk NOUN fbem-2049 35 13 more more ADV fbem-2049 35 14 precisely precisely ADV fbem-2049 35 15 , , PUNCT fbem-2049 35 16 more more ADJ fbem-2049 35 17 and and CCONJ fbem-2049 35 18 341 341 NUM fbem-2049 35 19 more more ADJ fbem-2049 35 20 econometric econometric ADJ fbem-2049 35 21 models model NOUN fbem-2049 35 22 are be AUX fbem-2049 35 23 used use VERB fbem-2049 35 24 , , PUNCT fbem-2049 35 25 not not PART fbem-2049 35 26 only only ADV fbem-2049 35 27 logistic logistic ADJ fbem-2049 35 28 models model NOUN fbem-2049 35 29 , , PUNCT fbem-2049 35 30 copula copula NOUN fbem-2049 35 31 functions function NOUN fbem-2049 35 32 , , PUNCT fbem-2049 35 33 and and CCONJ fbem-2049 35 34 contagion contagion NOUN fbem-2049 35 35 models model NOUN fbem-2049 35 36 , , PUNCT fbem-2049 35 37 but but CCONJ fbem-2049 35 38 also also ADV fbem-2049 35 39 covering cover VERB fbem-2049 35 40 var var NOUN fbem-2049 35 41 - - PUNCT fbem-2049 35 42 garch garch NOUN fbem-2049 35 43 models model NOUN fbem-2049 35 44 . . PUNCT fbem-2049 36 1 jia jia PROPN fbem-2049 36 2 l l PROPN fbem-2049 36 3 et et PROPN fbem-2049 36 4 al al PROPN fbem-2049 36 5 . . PUNCT fbem-2049 37 1 [ [ X fbem-2049 37 2 9 9 NUM fbem-2049 37 3 ] ] PUNCT fbem-2049 37 4 combined combine VERB fbem-2049 37 5 the the DET fbem-2049 37 6 risk risk NOUN fbem-2049 37 7 management management NOUN fbem-2049 37 8 theory theory NOUN fbem-2049 37 9 in in ADP fbem-2049 37 10 economics economic NOUN fbem-2049 37 11 and and CCONJ fbem-2049 37 12 the the DET fbem-2049 37 13 distributed distribute VERB fbem-2049 37 14 hydrological hydrological ADJ fbem-2049 37 15 model model NOUN fbem-2049 37 16 in in ADP fbem-2049 37 17 hydrology hydrology NOUN fbem-2049 37 18 to to PART fbem-2049 37 19 conclude conclude VERB fbem-2049 37 20 that that SCONJ fbem-2049 37 21 the the DET fbem-2049 37 22 risk risk NOUN fbem-2049 37 23 of of ADP fbem-2049 37 24 any any DET fbem-2049 37 25 node node NOUN fbem-2049 37 26 in in ADP fbem-2049 37 27 the the DET fbem-2049 37 28 supply supply NOUN fbem-2049 37 29 chain chain NOUN fbem-2049 37 30 system system NOUN fbem-2049 37 31 is be AUX fbem-2049 37 32 likely likely ADJ fbem-2049 37 33 to to PART fbem-2049 37 34 spread spread VERB fbem-2049 37 35 to to ADP fbem-2049 37 36 the the DET fbem-2049 37 37 whole whole ADJ fbem-2049 37 38 chain chain NOUN fbem-2049 37 39 and and CCONJ fbem-2049 37 40 even even ADV fbem-2049 37 41 lead lead VERB fbem-2049 37 42 to to ADP fbem-2049 37 43 the the DET fbem-2049 37 44 collapse collapse NOUN fbem-2049 37 45 of of ADP fbem-2049 37 46 the the DET fbem-2049 37 47 whole whole ADJ fbem-2049 37 48 system system NOUN fbem-2049 37 49 . . PUNCT fbem-2049 38 1 in in ADP fbem-2049 38 2 order order NOUN fbem-2049 38 3 to to PART fbem-2049 38 4 achieve achieve VERB fbem-2049 38 5 the the DET fbem-2049 38 6 goal goal NOUN fbem-2049 38 7 of of ADP fbem-2049 38 8 " " PUNCT fbem-2049 38 9 double double ADJ fbem-2049 38 10 carbon carbon NOUN fbem-2049 38 11 " " PUNCT fbem-2049 38 12 , , PUNCT fbem-2049 38 13 some some DET fbem-2049 38 14 unexpected unexpected ADJ fbem-2049 38 15 events event NOUN fbem-2049 38 16 will will AUX fbem-2049 38 17 affect affect VERB fbem-2049 38 18 the the DET fbem-2049 38 19 stability stability NOUN fbem-2049 38 20 of of ADP fbem-2049 38 21 the the DET fbem-2049 38 22 supply supply NOUN fbem-2049 38 23 chain chain NOUN fbem-2049 38 24 system system NOUN fbem-2049 38 25 and and CCONJ fbem-2049 38 26 have have VERB fbem-2049 38 27 an an DET fbem-2049 38 28 impact impact NOUN fbem-2049 38 29 on on ADP fbem-2049 38 30 the the DET fbem-2049 38 31 contagion contagion NOUN fbem-2049 38 32 effect effect NOUN fbem-2049 38 33 of of ADP fbem-2049 38 34 risk risk NOUN fbem-2049 38 35 among among ADP fbem-2049 38 36 the the DET fbem-2049 38 37 nodal nodal ADJ fbem-2049 38 38 enterprises enterprise NOUN fbem-2049 38 39 in in ADP fbem-2049 38 40 the the DET fbem-2049 38 41 chain chain NOUN fbem-2049 38 42 , , PUNCT fbem-2049 38 43 pan pan PROPN fbem-2049 38 44 , , PUNCT fbem-2049 38 45 zhao zhao PROPN fbem-2049 38 46 , , PUNCT fbem-2049 38 47 & & CCONJ fbem-2049 38 48 miu miu PROPN fbem-2049 39 1 [ [ X fbem-2049 39 2 10 10 NUM fbem-2049 39 3 ] ] PUNCT fbem-2049 39 4 used use VERB fbem-2049 39 5 the the DET fbem-2049 39 6 ternary ternary ADJ fbem-2049 39 7 var var NOUN fbem-2049 39 8 - - PUNCT fbem-2049 39 9 garch(1,1)-bekk garch(1,1)-bekk NOUN fbem-2049 39 10 model model NOUN fbem-2049 39 11 to to PART fbem-2049 39 12 investigate investigate VERB fbem-2049 39 13 the the DET fbem-2049 39 14 risk risk NOUN fbem-2049 39 15 contagion contagion NOUN fbem-2049 39 16 effect effect NOUN fbem-2049 39 17 among among ADP fbem-2049 39 18 enterprises enterprise NOUN fbem-2049 39 19 in in ADP fbem-2049 39 20 three three NUM fbem-2049 39 21 industries industry NOUN fbem-2049 39 22 . . PUNCT fbem-2049 40 1 risk risk NOUN fbem-2049 40 2 contagion contagion NOUN fbem-2049 40 3 effects effect NOUN fbem-2049 40 4 are be AUX fbem-2049 40 5 studied study VERB fbem-2049 40 6 . . PUNCT fbem-2049 41 1 the the DET fbem-2049 41 2 global global ADJ fbem-2049 41 3 supply supply NOUN fbem-2049 41 4 chain chain NOUN fbem-2049 41 5 is be AUX fbem-2049 41 6 disturbed disturb VERB fbem-2049 41 7 by by ADP fbem-2049 41 8 the the DET fbem-2049 41 9 epidemic epidemic NOUN fbem-2049 41 10 . . PUNCT fbem-2049 42 1 fahad fahad PROPN fbem-2049 42 2 , , PUNCT fbem-2049 42 3 yue yue PROPN fbem-2049 42 4 xiang xiang PROPN fbem-2049 42 5 , , PUNCT fbem-2049 42 6 & & CCONJ fbem-2049 42 7 ahmet ahmet PROPN fbem-2049 43 1 [ [ X fbem-2049 43 2 11 11 NUM fbem-2049 43 3 ] ] PUNCT fbem-2049 43 4 use use VERB fbem-2049 43 5 mathematical mathematical ADJ fbem-2049 43 6 models model NOUN fbem-2049 43 7 to to PART fbem-2049 43 8 study study VERB fbem-2049 43 9 the the DET fbem-2049 43 10 impact impact NOUN fbem-2049 43 11 of of ADP fbem-2049 43 12 different different ADJ fbem-2049 43 13 industries industry NOUN fbem-2049 43 14 in in ADP fbem-2049 43 15 precious precious ADJ fbem-2049 43 16 metals metal NOUN fbem-2049 43 17 on on ADP fbem-2049 43 18 the the DET fbem-2049 43 19 dow dow PROPN fbem-2049 43 20 jones jones PROPN fbem-2049 43 21 index index PROPN fbem-2049 43 22 . . PUNCT fbem-2049 44 1 supply supply NOUN fbem-2049 44 2 chain chain NOUN fbem-2049 44 3 finance finance NOUN fbem-2049 44 4 is be AUX fbem-2049 44 5 a a DET fbem-2049 44 6 new new ADJ fbem-2049 44 7 model model NOUN fbem-2049 44 8 that that PRON fbem-2049 44 9 closely closely ADV fbem-2049 44 10 unites unite VERB fbem-2049 44 11 the the DET fbem-2049 44 12 business business NOUN fbem-2049 44 13 of of ADP fbem-2049 44 14 each each DET fbem-2049 44 15 enterprise enterprise NOUN fbem-2049 44 16 , , PUNCT fbem-2049 44 17 and and CCONJ fbem-2049 44 18 the the DET fbem-2049 44 19 fluctuation fluctuation NOUN fbem-2049 44 20 of of ADP fbem-2049 44 21 the the DET fbem-2049 44 22 enterprise enterprise NOUN fbem-2049 44 23 will will AUX fbem-2049 44 24 affect affect VERB fbem-2049 44 25 related related ADJ fbem-2049 44 26 enterprises enterprise NOUN fbem-2049 44 27 in in ADP fbem-2049 44 28 the the DET fbem-2049 44 29 same same ADJ fbem-2049 44 30 industry industry NOUN fbem-2049 44 31 or or CCONJ fbem-2049 44 32 other other ADJ fbem-2049 44 33 industries industry NOUN fbem-2049 44 34 . . PUNCT fbem-2049 45 1 the the DET fbem-2049 45 2 existence existence NOUN fbem-2049 45 3 of of ADP fbem-2049 45 4 supply supply NOUN fbem-2049 45 5 chain chain NOUN fbem-2049 45 6 bullwhip bullwhip NOUN fbem-2049 45 7 effect effect NOUN fbem-2049 45 8 , , PUNCT fbem-2049 45 9 superimposed superimpose VERB fbem-2049 45 10 on on ADP fbem-2049 45 11 the the DET fbem-2049 45 12 risk risk NOUN fbem-2049 45 13 of of ADP fbem-2049 45 14 upstream upstream ADJ fbem-2049 45 15 and and CCONJ fbem-2049 45 16 downstream downstream ADJ fbem-2049 45 17 enterprises enterprise NOUN fbem-2049 45 18 through through ADP fbem-2049 45 19 the the DET fbem-2049 45 20 supply supply NOUN fbem-2049 45 21 chain chain NOUN fbem-2049 45 22 propagation propagation NOUN fbem-2049 45 23 , , PUNCT fbem-2049 45 24 in in ADP fbem-2049 45 25 order order NOUN fbem-2049 45 26 to to ADP fbem-2049 45 27 more more ADV fbem-2049 45 28 accurate accurate ADJ fbem-2049 45 29 prediction prediction NOUN fbem-2049 45 30 judgment judgment NOUN fbem-2049 45 31 of of ADP fbem-2049 45 32 supply supply NOUN fbem-2049 45 33 chain chain NOUN fbem-2049 45 34 risk risk NOUN fbem-2049 45 35 , , PUNCT fbem-2049 45 36 liang liang PROPN fbem-2049 46 1 [ [ X fbem-2049 46 2 12 12 NUM fbem-2049 46 3 ] ] PUNCT fbem-2049 46 4 used use VERB fbem-2049 46 5 garch garch NOUN fbem-2049 46 6 model model NOUN fbem-2049 46 7 to to PART fbem-2049 46 8 get get VERB fbem-2049 46 9 better well ADJ fbem-2049 46 10 results result NOUN fbem-2049 46 11 . . PUNCT fbem-2049 47 1 at at ADP fbem-2049 47 2 the the DET fbem-2049 47 3 present present ADJ fbem-2049 47 4 stage stage NOUN fbem-2049 47 5 , , PUNCT fbem-2049 47 6 the the DET fbem-2049 47 7 control control NOUN fbem-2049 47 8 of of ADP fbem-2049 47 9 enterprise enterprise NOUN fbem-2049 47 10 supply supply NOUN fbem-2049 47 11 chain chain NOUN fbem-2049 47 12 financial financial ADJ fbem-2049 47 13 risks risk NOUN fbem-2049 47 14 under under ADP fbem-2049 47 15 the the DET fbem-2049 47 16 " " PUNCT fbem-2049 47 17 double double ADJ fbem-2049 47 18 carbon carbon NOUN fbem-2049 47 19 " " PUNCT fbem-2049 47 20 target target NOUN fbem-2049 47 21 has have AUX fbem-2049 47 22 received receive VERB fbem-2049 47 23 the the DET fbem-2049 47 24 attention attention NOUN fbem-2049 47 25 of of ADP fbem-2049 47 26 many many ADJ fbem-2049 47 27 scholars scholar NOUN fbem-2049 47 28 at at ADP fbem-2049 47 29 home home NOUN fbem-2049 47 30 and and CCONJ fbem-2049 47 31 abroad abroad ADV fbem-2049 47 32 , , PUNCT fbem-2049 47 33 along along ADP fbem-2049 47 34 with with ADP fbem-2049 47 35 the the DET fbem-2049 47 36 development development NOUN fbem-2049 47 37 and and CCONJ fbem-2049 47 38 utilization utilization NOUN fbem-2049 47 39 of of ADP fbem-2049 47 40 new new ADJ fbem-2049 47 41 energy energy NOUN fbem-2049 47 42 , , PUNCT fbem-2049 47 43 system system NOUN fbem-2049 47 44 transformation transformation NOUN fbem-2049 47 45 and and CCONJ fbem-2049 47 46 technological technological ADJ fbem-2049 47 47 innovation innovation NOUN fbem-2049 47 48 , , PUNCT fbem-2049 47 49 enterprise enterprise NOUN fbem-2049 47 50 supply supply NOUN fbem-2049 47 51 chain chain NOUN fbem-2049 47 52 financial financial ADJ fbem-2049 47 53 risks risk NOUN fbem-2049 47 54 and and CCONJ fbem-2049 47 55 their their PRON fbem-2049 47 56 contagion contagion NOUN fbem-2049 47 57 effects effect NOUN fbem-2049 47 58 have have AUX fbem-2049 47 59 become become VERB fbem-2049 47 60 increasingly increasingly ADV fbem-2049 47 61 complicated complicated ADJ fbem-2049 47 62 , , PUNCT fbem-2049 47 63 but but CCONJ fbem-2049 47 64 few few ADJ fbem-2049 47 65 scholars scholar NOUN fbem-2049 47 66 have have AUX fbem-2049 47 67 explored explore VERB fbem-2049 47 68 the the DET fbem-2049 47 69 risk risk NOUN fbem-2049 47 70 contagion contagion NOUN fbem-2049 47 71 effects effect NOUN fbem-2049 47 72 among among ADP fbem-2049 47 73 enterprises enterprise NOUN fbem-2049 47 74 in in ADP fbem-2049 47 75 the the DET fbem-2049 47 76 " " PUNCT fbem-2049 47 77 double double ADJ fbem-2049 47 78 carbon carbon NOUN fbem-2049 47 79 " " PUNCT fbem-2049 47 80 target target NOUN fbem-2049 47 81 . . PUNCT fbem-2049 48 1 however however ADV fbem-2049 48 2 , , PUNCT fbem-2049 48 3 few few ADJ fbem-2049 48 4 scholars scholar NOUN fbem-2049 48 5 have have AUX fbem-2049 48 6 explored explore VERB fbem-2049 48 7 the the DET fbem-2049 48 8 risk risk NOUN fbem-2049 48 9 contagion contagion NOUN fbem-2049 48 10 effect effect NOUN fbem-2049 48 11 among among ADP fbem-2049 48 12 enterprises enterprise NOUN fbem-2049 48 13 in in ADP fbem-2049 48 14 the the DET fbem-2049 48 15 energy energy NOUN fbem-2049 48 16 market market NOUN fbem-2049 48 17 under under ADP fbem-2049 48 18 the the DET fbem-2049 48 19 " " PUNCT fbem-2049 48 20 double double ADJ fbem-2049 48 21 carbon carbon NOUN fbem-2049 48 22 " " PUNCT fbem-2049 48 23 objective objective NOUN fbem-2049 48 24 . . PUNCT fbem-2049 49 1 it it PRON fbem-2049 49 2 is be AUX fbem-2049 49 3 particularly particularly ADV fbem-2049 49 4 important important ADJ fbem-2049 49 5 to to PART fbem-2049 49 6 analyze analyze VERB fbem-2049 49 7 the the DET fbem-2049 49 8 risk risk NOUN fbem-2049 49 9 contagion contagion NOUN fbem-2049 49 10 effect effect NOUN fbem-2049 49 11 among among ADP fbem-2049 49 12 energy energy NOUN fbem-2049 49 13 enterprises enterprise NOUN fbem-2049 49 14 , , PUNCT fbem-2049 49 15 prevent prevent VERB fbem-2049 49 16 and and CCONJ fbem-2049 49 17 control control NOUN fbem-2049 49 18 supply supply NOUN fbem-2049 49 19 chain chain NOUN fbem-2049 49 20 risks risk NOUN fbem-2049 49 21 , , PUNCT fbem-2049 49 22 and and CCONJ fbem-2049 49 23 achieve achieve VERB fbem-2049 49 24 enterprise enterprise NOUN fbem-2049 49 25 quality quality NOUN fbem-2049 49 26 and and CCONJ fbem-2049 49 27 efficiency efficiency NOUN fbem-2049 49 28 improvement improvement NOUN fbem-2049 49 29 . . PUNCT fbem-2049 50 1 therefore therefore ADV fbem-2049 50 2 , , PUNCT fbem-2049 50 3 the the DET fbem-2049 50 4 article article NOUN fbem-2049 50 5 is be AUX fbem-2049 50 6 based base VERB fbem-2049 50 7 on on ADP fbem-2049 50 8 the the DET fbem-2049 50 9 creditworthiness creditworthiness NOUN fbem-2049 50 10 of of ADP fbem-2049 50 11 enterprises enterprise NOUN fbem-2049 50 12 and and CCONJ fbem-2049 50 13 the the DET fbem-2049 50 14 economic economic ADJ fbem-2049 50 15 environment environment NOUN fbem-2049 50 16 of of ADP fbem-2049 50 17 the the DET fbem-2049 50 18 energy energy NOUN fbem-2049 50 19 market market NOUN fbem-2049 50 20 to to PART fbem-2049 50 21 study study VERB fbem-2049 50 22 the the DET fbem-2049 50 23 contagion contagion NOUN fbem-2049 50 24 effect effect NOUN fbem-2049 50 25 of of ADP fbem-2049 50 26 supply supply NOUN fbem-2049 50 27 chain chain NOUN fbem-2049 50 28 financial financial ADJ fbem-2049 50 29 risks risk NOUN fbem-2049 50 30 under under ADP fbem-2049 50 31 the the DET fbem-2049 50 32 " " PUNCT fbem-2049 50 33 double double ADJ fbem-2049 50 34 carbon carbon NOUN fbem-2049 50 35 " " PUNCT fbem-2049 50 36 target target NOUN fbem-2049 50 37 , , PUNCT fbem-2049 50 38 in in ADP fbem-2049 50 39 order order NOUN fbem-2049 50 40 to to PART fbem-2049 50 41 better well ADV fbem-2049 50 42 promote promote VERB fbem-2049 50 43 the the DET fbem-2049 50 44 financial financial ADJ fbem-2049 50 45 management management NOUN fbem-2049 50 46 of of ADP fbem-2049 50 47 enterprise enterprise NOUN fbem-2049 50 48 supply supply NOUN fbem-2049 50 49 chain chain NOUN fbem-2049 50 50 risks risk NOUN fbem-2049 50 51 under under ADP fbem-2049 50 52 the the DET fbem-2049 50 53 " " PUNCT fbem-2049 50 54 double double ADJ fbem-2049 50 55 carbon carbon NOUN fbem-2049 50 56 " " PUNCT fbem-2049 50 57 target target NOUN fbem-2049 50 58 . . PUNCT fbem-2049 51 1 the the DET fbem-2049 51 2 content content NOUN fbem-2049 51 3 of of ADP fbem-2049 51 4 this this DET fbem-2049 51 5 paper paper NOUN fbem-2049 51 6 is be AUX fbem-2049 51 7 as as SCONJ fbem-2049 51 8 follows follow VERB fbem-2049 51 9 . . PUNCT fbem-2049 52 1 the the DET fbem-2049 52 2 second second ADJ fbem-2049 52 3 part part NOUN fbem-2049 52 4 briefly briefly NOUN fbem-2049 52 5 introduces introduce VERB fbem-2049 52 6 the the DET fbem-2049 52 7 definition definition NOUN fbem-2049 52 8 and and CCONJ fbem-2049 52 9 concept concept NOUN fbem-2049 52 10 of of ADP fbem-2049 52 11 social social ADJ fbem-2049 52 12 network network NOUN fbem-2049 52 13 model model NOUN fbem-2049 52 14 and and CCONJ fbem-2049 52 15 var var NOUN fbem-2049 52 16 - - PUNCT fbem-2049 52 17 garch garch NOUN fbem-2049 52 18 model model NOUN fbem-2049 52 19 . . PUNCT fbem-2049 53 1 the the DET fbem-2049 53 2 third third ADJ fbem-2049 53 3 part part NOUN fbem-2049 53 4 analyzes analyze VERB fbem-2049 53 5 the the DET fbem-2049 53 6 supply supply NOUN fbem-2049 53 7 chain chain NOUN fbem-2049 53 8 network network NOUN fbem-2049 53 9 structure structure NOUN fbem-2049 53 10 using use VERB fbem-2049 53 11 social social ADJ fbem-2049 53 12 networks network NOUN fbem-2049 53 13 . . PUNCT fbem-2049 54 1 the the DET fbem-2049 54 2 fourth fourth ADJ fbem-2049 54 3 part part NOUN fbem-2049 54 4 uses use VERB fbem-2049 54 5 the the DET fbem-2049 54 6 garch garch NOUN fbem-2049 54 7 model model NOUN fbem-2049 54 8 to to PART fbem-2049 54 9 analyze analyze VERB fbem-2049 54 10 the the DET fbem-2049 54 11 inter inter ADJ fbem-2049 54 12 - - ADJ fbem-2049 54 13 chain chain ADJ fbem-2049 54 14 risk risk NOUN fbem-2049 54 15 contagion contagion NOUN fbem-2049 54 16 effect effect NOUN fbem-2049 54 17 . . PUNCT fbem-2049 55 1 the the DET fbem-2049 55 2 fifth fifth ADJ fbem-2049 55 3 part part NOUN fbem-2049 55 4 makes make VERB fbem-2049 55 5 targeted target VERB fbem-2049 55 6 policy policy NOUN fbem-2049 55 7 recommendations recommendation NOUN fbem-2049 55 8 . . PUNCT fbem-2049 56 1 2 2 X fbem-2049 56 2 . . X fbem-2049 56 3 study study NOUN fbem-2049 56 4 design design NOUN fbem-2049 56 5 in in ADP fbem-2049 56 6 order order NOUN fbem-2049 56 7 to to PART fbem-2049 56 8 effectively effectively ADV fbem-2049 56 9 reveal reveal VERB fbem-2049 56 10 the the DET fbem-2049 56 11 contagion contagion NOUN fbem-2049 56 12 effect effect NOUN fbem-2049 56 13 among among ADP fbem-2049 56 14 the the DET fbem-2049 56 15 market market NOUN fbem-2049 56 16 risks risk NOUN fbem-2049 56 17 in in ADP fbem-2049 56 18 the the DET fbem-2049 56 19 supply supply NOUN fbem-2049 56 20 chain chain NOUN fbem-2049 56 21 system system NOUN fbem-2049 56 22 , , PUNCT fbem-2049 56 23 the the DET fbem-2049 56 24 article article NOUN fbem-2049 56 25 firstly firstly ADV fbem-2049 56 26 selects select VERB fbem-2049 56 27 the the DET fbem-2049 56 28 social social ADJ fbem-2049 56 29 network network NOUN fbem-2049 56 30 model model NOUN fbem-2049 56 31 to to PART fbem-2049 56 32 analyze analyze VERB fbem-2049 56 33 the the DET fbem-2049 56 34 credit credit NOUN fbem-2049 56 35 risk risk NOUN fbem-2049 56 36 contagion contagion NOUN fbem-2049 56 37 effect effect NOUN fbem-2049 56 38 among among ADP fbem-2049 56 39 the the DET fbem-2049 56 40 silicon silicon NOUN fbem-2049 56 41 energy energy NOUN fbem-2049 56 42 enterprises enterprise NOUN fbem-2049 56 43 from from ADP fbem-2049 56 44 the the DET fbem-2049 56 45 level level NOUN fbem-2049 56 46 of of ADP fbem-2049 56 47 enterprise enterprise NOUN fbem-2049 56 48 creditworthiness creditworthiness NOUN fbem-2049 56 49 ; ; PUNCT fbem-2049 56 50 and and CCONJ fbem-2049 56 51 then then ADV fbem-2049 56 52 uses use VERB fbem-2049 56 53 the the DET fbem-2049 56 54 var var ADJ fbem-2049 56 55 - - PUNCT fbem-2049 56 56 garch garch NOUN fbem-2049 56 57 model model NOUN fbem-2049 56 58 to to PART fbem-2049 56 59 empirically empirically ADV fbem-2049 56 60 analyze analyze VERB fbem-2049 56 61 the the DET fbem-2049 56 62 contagion contagion NOUN fbem-2049 56 63 effect effect NOUN fbem-2049 56 64 between between ADP fbem-2049 56 65 the the DET fbem-2049 56 66 energy energy NOUN fbem-2049 56 67 market market NOUN fbem-2049 56 68 and and CCONJ fbem-2049 56 69 other other ADJ fbem-2049 56 70 markets market NOUN fbem-2049 56 71 from from ADP fbem-2049 56 72 the the DET fbem-2049 56 73 level level NOUN fbem-2049 56 74 of of ADP fbem-2049 56 75 economic economic ADJ fbem-2049 56 76 environment environment NOUN fbem-2049 56 77 . . PUNCT fbem-2049 57 1 2.1 2.1 NUM fbem-2049 57 2 . . PUNCT fbem-2049 57 3 sample sample NOUN fbem-2049 57 4 selection selection NOUN fbem-2049 57 5 and and CCONJ fbem-2049 57 6 data datum NOUN fbem-2049 57 7 processing process VERB fbem-2049 57 8 the the DET fbem-2049 57 9 realization realization NOUN fbem-2049 57 10 of of ADP fbem-2049 57 11 the the DET fbem-2049 57 12 " " PUNCT fbem-2049 57 13 double double ADJ fbem-2049 57 14 carbon carbon NOUN fbem-2049 57 15 " " PUNCT fbem-2049 57 16 target target NOUN fbem-2049 57 17 will will AUX fbem-2049 57 18 not not PART fbem-2049 57 19 only only ADV fbem-2049 57 20 have have VERB fbem-2049 57 21 a a DET fbem-2049 57 22 certain certain ADJ fbem-2049 57 23 impact impact NOUN fbem-2049 57 24 on on ADP fbem-2049 57 25 the the DET fbem-2049 57 26 normal normal ADJ fbem-2049 57 27 operation operation NOUN fbem-2049 57 28 of of ADP fbem-2049 57 29 the the DET fbem-2049 57 30 industry industry NOUN fbem-2049 57 31 chain chain NOUN fbem-2049 57 32 , , PUNCT fbem-2049 57 33 but but CCONJ fbem-2049 57 34 also also ADV fbem-2049 57 35 on on ADP fbem-2049 57 36 the the DET fbem-2049 57 37 energy energy NOUN fbem-2049 57 38 market market NOUN fbem-2049 57 39 . . PUNCT fbem-2049 58 1 the the DET fbem-2049 58 2 article article NOUN fbem-2049 58 3 selects select VERB fbem-2049 58 4 the the DET fbem-2049 58 5 listed list VERB fbem-2049 58 6 companies company NOUN fbem-2049 58 7 in in ADP fbem-2049 58 8 the the DET fbem-2049 58 9 silicon silicon NOUN fbem-2049 58 10 energy energy NOUN fbem-2049 58 11 concept concept NOUN fbem-2049 58 12 sector sector NOUN fbem-2049 58 13 as as ADP fbem-2049 58 14 the the DET fbem-2049 58 15 nodes node NOUN fbem-2049 58 16 through through ADP fbem-2049 58 17 the the DET fbem-2049 58 18 flush flush ADJ fbem-2049 58 19 app app NOUN fbem-2049 58 20 , , PUNCT fbem-2049 58 21 excluding exclude VERB fbem-2049 58 22 st st PROPN fbem-2049 58 23 and and CCONJ fbem-2049 58 24 st st PROPN fbem-2049 58 25 * * PROPN fbem-2049 58 26 enterprises enterprise NOUN fbem-2049 58 27 , , PUNCT fbem-2049 58 28 and and CCONJ fbem-2049 58 29 finally finally ADV fbem-2049 58 30 selects select VERB fbem-2049 58 31 22 22 NUM fbem-2049 58 32 energy energy NOUN fbem-2049 58 33 enterprises enterprise NOUN fbem-2049 58 34 as as ADP fbem-2049 58 35 the the DET fbem-2049 58 36 research research NOUN fbem-2049 58 37 samples sample NOUN fbem-2049 58 38 . . PUNCT fbem-2049 59 1 the the DET fbem-2049 59 2 social social ADJ fbem-2049 59 3 network network NOUN fbem-2049 59 4 model model NOUN fbem-2049 59 5 is be AUX fbem-2049 59 6 constructed construct VERB fbem-2049 59 7 by by ADP fbem-2049 59 8 selecting select VERB fbem-2049 59 9 the the DET fbem-2049 59 10 balance balance NOUN fbem-2049 59 11 sheet sheet NOUN fbem-2049 59 12 ratio ratio NOUN fbem-2049 59 13 of of ADP fbem-2049 59 14 enterprises enterprise NOUN fbem-2049 59 15 in in ADP fbem-2049 59 16 2020 2020 NUM fbem-2049 59 17 and and CCONJ fbem-2049 59 18 2021 2021 NUM fbem-2049 59 19 as as ADP fbem-2049 59 20 indicators indicator NOUN fbem-2049 59 21 of of ADP fbem-2049 59 22 default default NOUN fbem-2049 59 23 risk risk NOUN fbem-2049 59 24 and and CCONJ fbem-2049 59 25 creditworthiness creditworthiness NOUN fbem-2049 59 26 , , PUNCT fbem-2049 59 27 and and CCONJ fbem-2049 59 28 analyzing analyze VERB fbem-2049 59 29 the the DET fbem-2049 59 30 risk risk NOUN fbem-2049 59 31 contagion contagion NOUN fbem-2049 59 32 effect effect NOUN fbem-2049 59 33 among among ADP fbem-2049 59 34 silicon silicon NOUN fbem-2049 59 35 energy energy NOUN fbem-2049 59 36 enterprises enterprise NOUN fbem-2049 59 37 before before ADP fbem-2049 59 38 and and CCONJ fbem-2049 59 39 after after SCONJ fbem-2049 59 40 the the DET fbem-2049 59 41 " " PUNCT fbem-2049 59 42 double double ADJ fbem-2049 59 43 carbon carbon NOUN fbem-2049 59 44 " " PUNCT fbem-2049 59 45 target target NOUN fbem-2049 59 46 is be AUX fbem-2049 59 47 proposed propose VERB fbem-2049 59 48 ; ; PUNCT fbem-2049 59 49 for for ADP fbem-2049 59 50 enterprises enterprise NOUN fbem-2049 59 51 , , PUNCT fbem-2049 59 52 the the DET fbem-2049 59 53 impact impact NOUN fbem-2049 59 54 of of ADP fbem-2049 59 55 economic economic ADJ fbem-2049 59 56 environment environment NOUN fbem-2049 59 57 is be AUX fbem-2049 59 58 most most ADV fbem-2049 59 59 directly directly ADV fbem-2049 59 60 manifested manifest VERB fbem-2049 59 61 in in ADP fbem-2049 59 62 daily daily ADJ fbem-2049 59 63 stock stock NOUN fbem-2049 59 64 returns return NOUN fbem-2049 59 65 , , PUNCT fbem-2049 59 66 and and CCONJ fbem-2049 59 67 the the DET fbem-2049 59 68 fluctuation fluctuation NOUN fbem-2049 59 69 of of ADP fbem-2049 59 70 each each DET fbem-2049 59 71 enterprise enterprise NOUN fbem-2049 59 72 in in ADP fbem-2049 59 73 the the DET fbem-2049 59 74 supply supply NOUN fbem-2049 59 75 chain chain NOUN fbem-2049 59 76 system system NOUN fbem-2049 59 77 will will AUX fbem-2049 59 78 affect affect VERB fbem-2049 59 79 the the DET fbem-2049 59 80 whole whole ADJ fbem-2049 59 81 chain chain NOUN fbem-2049 59 82 and and CCONJ fbem-2049 59 83 the the DET fbem-2049 59 84 supply supply NOUN fbem-2049 59 85 chain chain NOUN fbem-2049 59 86 . . PUNCT fbem-2049 60 1 therefore therefore ADV fbem-2049 60 2 , , PUNCT fbem-2049 60 3 the the DET fbem-2049 60 4 article article NOUN fbem-2049 60 5 selects select VERB fbem-2049 60 6 the the DET fbem-2049 60 7 period period NOUN fbem-2049 60 8 from from ADP fbem-2049 60 9 january january PROPN fbem-2049 60 10 3 3 NUM fbem-2049 60 11 , , PUNCT fbem-2049 60 12 2017 2017 NUM fbem-2049 60 13 to to ADP fbem-2049 60 14 december december PROPN fbem-2049 60 15 31 31 NUM fbem-2049 60 16 , , PUNCT fbem-2049 60 17 2021 2021 NUM fbem-2049 60 18 as as ADP fbem-2049 60 19 the the DET fbem-2049 60 20 research research NOUN fbem-2049 60 21 interval interval NOUN fbem-2049 60 22 , , PUNCT fbem-2049 60 23 and and CCONJ fbem-2049 60 24 chooses choose VERB fbem-2049 60 25 the the DET fbem-2049 60 26 daily daily ADJ fbem-2049 60 27 returns return NOUN fbem-2049 60 28 of of ADP fbem-2049 60 29 csmar csmar PROPN fbem-2049 60 30 energy energy NOUN fbem-2049 60 31 stock stock NOUN fbem-2049 60 32 index index NOUN fbem-2049 60 33 and and CCONJ fbem-2049 60 34 shanghai shanghai PROPN fbem-2049 60 35 and and CCONJ fbem-2049 60 36 shenzhen shenzhen PROPN fbem-2049 60 37 stock stock PROPN fbem-2049 60 38 index index PROPN fbem-2049 60 39 to to PART fbem-2049 60 40 measure measure VERB fbem-2049 60 41 the the DET fbem-2049 60 42 risk risk NOUN fbem-2049 60 43 contagion contagion NOUN fbem-2049 60 44 effect effect NOUN fbem-2049 60 45 between between ADP fbem-2049 60 46 the the DET fbem-2049 60 47 energy energy NOUN fbem-2049 60 48 market market NOUN fbem-2049 60 49 and and CCONJ fbem-2049 60 50 the the DET fbem-2049 60 51 economic economic ADJ fbem-2049 60 52 market market NOUN fbem-2049 60 53 to to PART fbem-2049 60 54 explore explore VERB fbem-2049 60 55 the the DET fbem-2049 60 56 supply supply NOUN fbem-2049 60 57 chain chain NOUN fbem-2049 60 58 risk risk NOUN fbem-2049 60 59 contagion contagion NOUN fbem-2049 60 60 effect effect NOUN fbem-2049 60 61 ( ( PUNCT fbem-2049 60 62 qun qun PROPN fbem-2049 60 63 , , PUNCT fbem-2049 60 64 ying ying PROPN fbem-2049 60 65 , , PUNCT fbem-2049 60 66 rui rui PROPN fbem-2049 60 67 , , PUNCT fbem-2049 60 68 & & CCONJ fbem-2049 60 69 qun qun PROPN fbem-2049 61 1 [ [ X fbem-2049 61 2 13 13 NUM fbem-2049 61 3 ] ] PUNCT fbem-2049 61 4 ) ) PUNCT fbem-2049 61 5 . . PUNCT fbem-2049 62 1 data datum NOUN fbem-2049 62 2 are be AUX fbem-2049 62 3 obtained obtain VERB fbem-2049 62 4 from from ADP fbem-2049 62 5 the the DET fbem-2049 62 6 csmar csmar PROPN fbem-2049 62 7 guotaian guotaian PROPN fbem-2049 62 8 financial financial PROPN fbem-2049 62 9 research research NOUN fbem-2049 62 10 database database NOUN fbem-2049 62 11 . . PUNCT fbem-2049 63 1 the the DET fbem-2049 63 2 daily daily ADJ fbem-2049 63 3 closing closing NOUN fbem-2049 63 4 prices price NOUN fbem-2049 63 5 of of ADP fbem-2049 63 6 1217 1217 NUM fbem-2049 63 7 groups group NOUN fbem-2049 63 8 of of ADP fbem-2049 63 9 stocks stock NOUN fbem-2049 63 10 from from ADP fbem-2049 63 11 the the DET fbem-2049 63 12 three three NUM fbem-2049 63 13 markets market NOUN fbem-2049 63 14 collected collect VERB fbem-2049 63 15 were be AUX fbem-2049 63 16 logarithmically logarithmically ADV fbem-2049 63 17 processed process VERB fbem-2049 63 18 to to PART fbem-2049 63 19 obtain obtain VERB fbem-2049 63 20 return return NOUN fbem-2049 63 21 data datum NOUN fbem-2049 63 22 . . PUNCT fbem-2049 64 1 𝑒 𝑒 PRON fbem-2049 64 2 𝑙𝑛 𝑙𝑛 X fbem-2049 64 3 1 1 NUM fbem-2049 64 4 βˆ— βˆ— NOUN fbem-2049 64 5 100 100 NUM fbem-2049 64 6 ( ( PUNCT fbem-2049 64 7 1 1 NUM fbem-2049 64 8 ) ) PUNCT fbem-2049 64 9 where where SCONJ fbem-2049 64 10 𝑃 𝑃 NOUN fbem-2049 64 11 and and CCONJ fbem-2049 64 12 𝑃 𝑃 NOUN fbem-2049 64 13 are be AUX fbem-2049 64 14 the the DET fbem-2049 64 15 closing close VERB fbem-2049 64 16 prices price NOUN fbem-2049 64 17 of of ADP fbem-2049 64 18 stocks stock NOUN fbem-2049 64 19 on on ADP fbem-2049 64 20 day day NOUN fbem-2049 64 21 t t PROPN fbem-2049 64 22 and and CCONJ fbem-2049 64 23 day day PROPN fbem-2049 64 24 t-1 t-1 PROPN fbem-2049 64 25 , , PUNCT fbem-2049 64 26 respectively respectively ADV fbem-2049 64 27 , , PUNCT fbem-2049 64 28 and and CCONJ fbem-2049 64 29 𝑒 𝑒 PRON fbem-2049 64 30 is be AUX fbem-2049 64 31 the the DET fbem-2049 64 32 return return NOUN fbem-2049 64 33 on on ADP fbem-2049 64 34 day day NOUN fbem-2049 64 35 t. t. PROPN fbem-2049 64 36 2.2 2.2 NUM fbem-2049 64 37 . . PUNCT fbem-2049 65 1 social social ADJ fbem-2049 65 2 network network NOUN fbem-2049 65 3 model model NOUN fbem-2049 65 4 the the DET fbem-2049 65 5 social social ADJ fbem-2049 65 6 network network NOUN fbem-2049 65 7 analysis analysis NOUN fbem-2049 65 8 method method NOUN fbem-2049 65 9 is be AUX fbem-2049 65 10 good good ADJ fbem-2049 65 11 for for ADP fbem-2049 65 12 visualizing visualize VERB fbem-2049 65 13 the the DET fbem-2049 65 14 correlation correlation NOUN fbem-2049 65 15 between between ADP fbem-2049 65 16 nodes node NOUN fbem-2049 65 17 , , PUNCT fbem-2049 65 18 therefore therefore ADV fbem-2049 65 19 , , PUNCT fbem-2049 65 20 this this DET fbem-2049 65 21 paper paper NOUN fbem-2049 65 22 chooses choose VERB fbem-2049 65 23 this this DET fbem-2049 65 24 method method NOUN fbem-2049 65 25 to to PART fbem-2049 65 26 study study VERB fbem-2049 65 27 the the DET fbem-2049 65 28 contagion contagion NOUN fbem-2049 65 29 effect effect NOUN fbem-2049 65 30 of of ADP fbem-2049 65 31 default default NOUN fbem-2049 65 32 risk risk NOUN fbem-2049 65 33 among among ADP fbem-2049 65 34 silicon silicon NOUN fbem-2049 65 35 energy energy NOUN fbem-2049 65 36 companies company NOUN fbem-2049 65 37 . . PUNCT fbem-2049 66 1 social social ADJ fbem-2049 66 2 network network NOUN fbem-2049 66 3 analysis analysis NOUN fbem-2049 66 4 is be AUX fbem-2049 66 5 a a DET fbem-2049 66 6 method method NOUN fbem-2049 66 7 used use VERB fbem-2049 66 8 to to PART fbem-2049 66 9 analyze analyze VERB fbem-2049 66 10 the the DET fbem-2049 66 11 relationship relationship NOUN fbem-2049 66 12 between between ADP fbem-2049 66 13 actors actor NOUN fbem-2049 66 14 , , PUNCT fbem-2049 66 15 evaluating evaluate VERB fbem-2049 66 16 relational relational ADJ fbem-2049 66 17 data datum NOUN fbem-2049 66 18 rather rather ADV fbem-2049 66 19 than than ADP fbem-2049 66 20 attribute attribute NOUN fbem-2049 66 21 data datum NOUN fbem-2049 66 22 , , PUNCT fbem-2049 66 23 i.e. i.e. X fbem-2049 66 24 , , PUNCT fbem-2049 66 25 analyzing analyze VERB fbem-2049 66 26 data datum NOUN fbem-2049 66 27 between between ADP fbem-2049 66 28 variables variable NOUN fbem-2049 66 29 regarding regard VERB fbem-2049 66 30 correlation correlation NOUN fbem-2049 66 31 , , PUNCT fbem-2049 66 32 group group NOUN fbem-2049 66 33 association association NOUN fbem-2049 66 34 , , PUNCT fbem-2049 66 35 etc etc X fbem-2049 66 36 . . X fbem-2049 66 37 , , PUNCT fbem-2049 66 38 and and CCONJ fbem-2049 66 39 applying apply VERB fbem-2049 66 40 it it PRON fbem-2049 66 41 to to ADP fbem-2049 66 42 the the DET fbem-2049 66 43 supply supply NOUN fbem-2049 66 44 chain chain NOUN fbem-2049 66 45 system system NOUN fbem-2049 66 46 can can AUX fbem-2049 66 47 well well ADV fbem-2049 66 48 portray portray VERB fbem-2049 66 49 the the DET fbem-2049 66 50 degree degree NOUN fbem-2049 66 51 of of ADP fbem-2049 66 52 association association NOUN fbem-2049 66 53 between between ADP fbem-2049 66 54 nodes node NOUN fbem-2049 66 55 . . PUNCT fbem-2049 67 1 the the DET fbem-2049 67 2 article article NOUN fbem-2049 67 3 selects select VERB fbem-2049 67 4 the the DET fbem-2049 67 5 gearing gear VERB fbem-2049 67 6 ratio ratio NOUN fbem-2049 67 7 of of ADP fbem-2049 67 8 silicon silicon NOUN fbem-2049 67 9 energy energy NOUN fbem-2049 67 10 enterprises enterprise NOUN fbem-2049 67 11 in in ADP fbem-2049 67 12 2020 2020 NUM fbem-2049 67 13 and and CCONJ fbem-2049 67 14 2021 2021 NUM fbem-2049 67 15 to to PART fbem-2049 67 16 analyze analyze VERB fbem-2049 67 17 the the DET fbem-2049 67 18 change change NOUN fbem-2049 67 19 of of ADP fbem-2049 67 20 correlation correlation NOUN fbem-2049 67 21 between between ADP fbem-2049 67 22 nodes node NOUN fbem-2049 67 23 before before ADP fbem-2049 67 24 and and CCONJ fbem-2049 67 25 after after ADP fbem-2049 67 26 the the DET fbem-2049 67 27 implementation implementation NOUN fbem-2049 67 28 of of ADP fbem-2049 67 29 the the DET fbem-2049 67 30 " " PUNCT fbem-2049 67 31 double double ADJ fbem-2049 67 32 carbon carbon NOUN fbem-2049 67 33 " " PUNCT fbem-2049 67 34 target target NOUN fbem-2049 67 35 , , PUNCT fbem-2049 67 36 i.e. i.e. X fbem-2049 67 37 the the DET fbem-2049 67 38 risk risk NOUN fbem-2049 67 39 contagion contagion NOUN fbem-2049 67 40 effect effect NOUN fbem-2049 67 41 between between ADP fbem-2049 67 42 enterprise enterprise NOUN fbem-2049 67 43 nodes node NOUN fbem-2049 67 44 in in ADP fbem-2049 67 45 the the DET fbem-2049 67 46 chain chain NOUN fbem-2049 67 47 . . PUNCT fbem-2049 68 1 the the DET fbem-2049 68 2 spatial spatial ADJ fbem-2049 68 3 correlation correlation NOUN fbem-2049 68 4 matrix matrix NOUN fbem-2049 68 5 of of ADP fbem-2049 68 6 silicon silicon NOUN fbem-2049 68 7 energy energy NOUN fbem-2049 68 8 enterprises enterprise NOUN fbem-2049 68 9 ' ' PART fbem-2049 68 10 risks risk NOUN fbem-2049 68 11 was be AUX fbem-2049 68 12 constructed construct VERB fbem-2049 68 13 . . PUNCT fbem-2049 69 1 the the DET fbem-2049 69 2 correlation correlation NOUN fbem-2049 69 3 between between ADP fbem-2049 69 4 the the DET fbem-2049 69 5 listed list VERB fbem-2049 69 6 enterprises enterprise NOUN fbem-2049 69 7 ' ' PART fbem-2049 69 8 gearing gearing NOUN fbem-2049 69 9 ratios ratio NOUN fbem-2049 69 10 is be AUX fbem-2049 69 11 analyzed analyze VERB fbem-2049 69 12 using use VERB fbem-2049 69 13 equation equation NOUN fbem-2049 69 14 ( ( PUNCT fbem-2049 69 15 2 2 NUM fbem-2049 69 16 ) ) PUNCT fbem-2049 69 17 , , PUNCT fbem-2049 69 18 and and CCONJ fbem-2049 69 19 0 0 NUM fbem-2049 69 20 is be AUX fbem-2049 69 21 chosen choose VERB fbem-2049 69 22 as as ADP fbem-2049 69 23 the the DET fbem-2049 69 24 threshold threshold NOUN fbem-2049 69 25 value value NOUN fbem-2049 69 26 . . PUNCT fbem-2049 70 1 the the DET fbem-2049 70 2 correlation correlation NOUN fbem-2049 70 3 coefficient coefficient NOUN fbem-2049 70 4 of of ADP fbem-2049 70 5 two two NUM fbem-2049 70 6 variables variable NOUN fbem-2049 70 7 greater great ADJ fbem-2049 70 8 than than ADP fbem-2049 70 9 0 0 NUM fbem-2049 70 10 corresponds correspond NOUN fbem-2049 70 11 to to ADP fbem-2049 70 12 the the DET fbem-2049 70 13 value value NOUN fbem-2049 70 14 " " PUNCT fbem-2049 70 15 1 1 NUM fbem-2049 70 16 " " PUNCT fbem-2049 70 17 in in ADP fbem-2049 70 18 the the DET fbem-2049 70 19 binary binary ADJ fbem-2049 70 20 matrix matrix NOUN fbem-2049 70 21 , , PUNCT fbem-2049 70 22 which which PRON fbem-2049 70 23 indicates indicate VERB fbem-2049 70 24 the the DET fbem-2049 70 25 existence existence NOUN fbem-2049 70 26 of of ADP fbem-2049 70 27 risk risk NOUN fbem-2049 70 28 contagion contagion NOUN fbem-2049 70 29 between between ADP fbem-2049 70 30 two two NUM fbem-2049 70 31 node node ADJ fbem-2049 70 32 enterprises enterprise NOUN fbem-2049 70 33 , , PUNCT fbem-2049 70 34 and and CCONJ fbem-2049 70 35 vice vice ADV fbem-2049 70 36 versa versa ADV fbem-2049 70 37 , , PUNCT fbem-2049 70 38 which which PRON fbem-2049 70 39 corresponds correspond VERB fbem-2049 70 40 to to ADP fbem-2049 70 41 " " PUNCT fbem-2049 70 42 0 0 NUM fbem-2049 70 43 , , PUNCT fbem-2049 70 44 " " PUNCT fbem-2049 70 45 i.e. i.e. X fbem-2049 70 46 , , PUNCT fbem-2049 70 47 they they PRON fbem-2049 70 48 are be AUX fbem-2049 70 49 not not PART fbem-2049 70 50 relevant relevant ADJ fbem-2049 70 51 . . PUNCT fbem-2049 71 1 π‘π‘œπ‘£ π‘π‘œπ‘£ PROPN fbem-2049 72 1 π‘₯ π‘₯ NOUN fbem-2049 72 2 , , PUNCT fbem-2049 72 3 𝑦 𝑦 NOUN fbem-2049 72 4 βˆ‘ βˆ‘ PART fbem-2049 72 5 π‘₯ π‘₯ PRON fbem-2049 72 6 οΏ½ οΏ½ PROPN fbem-2049 72 7 Μ… Μ… NOUN fbem-2049 72 8 οΏ½ οΏ½ NOUN fbem-2049 72 9 𝑦 𝑦 SYM fbem-2049 72 10 𝑦 𝑦 NOUN fbem-2049 72 11 ( ( PUNCT fbem-2049 72 12 2 2 NUM fbem-2049 72 13 ) ) PUNCT fbem-2049 72 14 where where SCONJ fbem-2049 72 15 π‘₯ π‘₯ NOUN fbem-2049 72 16 and and CCONJ fbem-2049 72 17 𝑦 𝑦 NOUN fbem-2049 72 18 denote denote VERB fbem-2049 72 19 the the DET fbem-2049 72 20 i i PROPN fbem-2049 72 21 - - PUNCT fbem-2049 72 22 th th X fbem-2049 72 23 node node NOUN fbem-2049 72 24 enterprise enterprise NOUN fbem-2049 72 25 , , PUNCT fbem-2049 72 26 respectively respectively ADV fbem-2049 72 27 . . PUNCT fbem-2049 73 1 intermediate intermediate ADJ fbem-2049 73 2 centrality centrality NOUN fbem-2049 73 3 of of ADP fbem-2049 73 4 default default NOUN fbem-2049 73 5 risk risk NOUN fbem-2049 73 6 correlation correlation NOUN fbem-2049 73 7 network network NOUN fbem-2049 73 8 342 342 NUM fbem-2049 73 9 among among ADP fbem-2049 73 10 silicon silicon NOUN fbem-2049 73 11 energy energy NOUN fbem-2049 73 12 enterprises enterprise NOUN fbem-2049 73 13 . . PUNCT fbem-2049 74 1 intermediate intermediate ADJ fbem-2049 74 2 centrality centrality NOUN fbem-2049 74 3 refers refer VERB fbem-2049 74 4 to to ADP fbem-2049 74 5 the the DET fbem-2049 74 6 fact fact NOUN fbem-2049 74 7 that that SCONJ fbem-2049 74 8 a a DET fbem-2049 74 9 node node NOUN fbem-2049 74 10 in in ADP fbem-2049 74 11 the the DET fbem-2049 74 12 chain chain NOUN fbem-2049 74 13 is be AUX fbem-2049 74 14 at at ADP fbem-2049 74 15 the the DET fbem-2049 74 16 shortest short ADJ fbem-2049 74 17 distance distance NOUN fbem-2049 74 18 from from ADP fbem-2049 74 19 other other ADJ fbem-2049 74 20 multiple multiple ADJ fbem-2049 74 21 pairs pair NOUN fbem-2049 74 22 of of ADP fbem-2049 74 23 nodes node NOUN fbem-2049 74 24 is be AUX fbem-2049 74 25 that that SCONJ fbem-2049 74 26 this this DET fbem-2049 74 27 node node ADJ fbem-2049 74 28 enterprise enterprise NOUN fbem-2049 74 29 has have VERB fbem-2049 74 30 a a DET fbem-2049 74 31 high high ADJ fbem-2049 74 32 intermediate intermediate ADJ fbem-2049 74 33 centrality centrality NOUN fbem-2049 74 34 , , PUNCT fbem-2049 74 35 which which PRON fbem-2049 74 36 measures measure VERB fbem-2049 74 37 the the DET fbem-2049 74 38 degree degree NOUN fbem-2049 74 39 of of ADP fbem-2049 74 40 control control NOUN fbem-2049 74 41 of of ADP fbem-2049 74 42 the the DET fbem-2049 74 43 node node ADJ fbem-2049 74 44 enterprise enterprise NOUN fbem-2049 74 45 over over ADP fbem-2049 74 46 the the DET fbem-2049 74 47 risk risk NOUN fbem-2049 74 48 contagion contagion NOUN fbem-2049 74 49 of of ADP fbem-2049 74 50 the the DET fbem-2049 74 51 whole whole ADJ fbem-2049 74 52 chain chain NOUN fbem-2049 74 53 . . PUNCT fbem-2049 75 1 let let VERB fbem-2049 75 2 the the DET fbem-2049 75 3 number number NOUN fbem-2049 75 4 of of ADP fbem-2049 75 5 shortcuts shortcut NOUN fbem-2049 75 6 between between ADP fbem-2049 75 7 node node PROPN fbem-2049 75 8 j j PROPN fbem-2049 75 9 and and CCONJ fbem-2049 75 10 node node PROPN fbem-2049 75 11 k k PROPN fbem-2049 75 12 be be VERB fbem-2049 75 13 𝑔 𝑔 PROPN fbem-2049 75 14 , , PUNCT fbem-2049 75 15 the the DET fbem-2049 75 16 number number NOUN fbem-2049 75 17 of of ADP fbem-2049 75 18 shortcuts shortcut NOUN fbem-2049 75 19 through through ADP fbem-2049 75 20 the the DET fbem-2049 75 21 third third ADJ fbem-2049 75 22 point point NOUN fbem-2049 75 23 x x AUX fbem-2049 75 24 be be AUX fbem-2049 75 25 expressed express VERB fbem-2049 75 26 by by ADP fbem-2049 75 27 𝑔 𝑔 PROPN fbem-2049 75 28 π‘₯ π‘₯ PROPN fbem-2049 75 29 , , PUNCT fbem-2049 75 30 and and CCONJ fbem-2049 75 31 the the DET fbem-2049 75 32 ability ability NOUN fbem-2049 75 33 of of ADP fbem-2049 75 34 city city NOUN fbem-2049 75 35 x x PART fbem-2049 75 36 to to PART fbem-2049 75 37 control control VERB fbem-2049 75 38 the the DET fbem-2049 75 39 association association NOUN fbem-2049 75 40 between between ADP fbem-2049 75 41 city city PROPN fbem-2049 75 42 j j PROPN fbem-2049 75 43 and and CCONJ fbem-2049 75 44 city city PROPN fbem-2049 75 45 k k PROPN fbem-2049 75 46 be be AUX fbem-2049 75 47 expressed express VERB fbem-2049 75 48 by by ADP fbem-2049 75 49 𝑏 𝑏 PROPN fbem-2049 75 50 π‘₯ π‘₯ PROPN fbem-2049 75 51 , , PUNCT fbem-2049 75 52 and and CCONJ fbem-2049 75 53 the the DET fbem-2049 75 54 sum sum NOUN fbem-2049 75 55 of of ADP fbem-2049 75 56 the the DET fbem-2049 75 57 intermediate intermediate ADJ fbem-2049 75 58 degree degree NOUN fbem-2049 75 59 of of ADP fbem-2049 75 60 all all DET fbem-2049 75 61 pairs pair NOUN fbem-2049 75 62 of of ADP fbem-2049 75 63 points point NOUN fbem-2049 75 64 passing pass VERB fbem-2049 75 65 through through ADP fbem-2049 75 66 city city NOUN fbem-2049 75 67 x x PUNCT fbem-2049 75 68 can can AUX fbem-2049 75 69 be be AUX fbem-2049 75 70 compared compare VERB fbem-2049 75 71 with with ADP fbem-2049 75 72 the the DET fbem-2049 75 73 maximum maximum ADJ fbem-2049 75 74 number number NOUN fbem-2049 75 75 of of ADP fbem-2049 75 76 shortcuts shortcut NOUN fbem-2049 75 77 through through ADP fbem-2049 75 78 city city NOUN fbem-2049 75 79 x x ADP fbem-2049 75 80 to to PART fbem-2049 75 81 obtain obtain VERB fbem-2049 75 82 the the DET fbem-2049 75 83 intermediate intermediate ADJ fbem-2049 75 84 centrality centrality NOUN fbem-2049 75 85 . . PUNCT fbem-2049 76 1 the the DET fbem-2049 76 2 relative relative ADJ fbem-2049 76 3 number number NOUN fbem-2049 76 4 expression expression NOUN fbem-2049 76 5 , , PUNCT fbem-2049 76 6 calculated calculate VERB fbem-2049 76 7 as as ADP fbem-2049 76 8 : : PUNCT fbem-2049 76 9 𝐢 𝐢 PROPN fbem-2049 76 10 π‘₯ π‘₯ PROPN fbem-2049 76 11 βˆ‘ βˆ‘ PROPN fbem-2049 76 12 βˆ‘ βˆ‘ PROPN fbem-2049 76 13 ( ( PUNCT fbem-2049 76 14 3 3 NUM fbem-2049 76 15 ) ) PUNCT fbem-2049 76 16 𝑏 𝑏 NOUN fbem-2049 76 17 π‘₯ π‘₯ PROPN fbem-2049 76 18 ( ( PUNCT fbem-2049 76 19 4 4 NUM fbem-2049 76 20 ) ) PUNCT fbem-2049 76 21 2.3 2.3 NUM fbem-2049 76 22 . . PUNCT fbem-2049 77 1 var var NOUN fbem-2049 77 2 - - PUNCT fbem-2049 77 3 garch garch NOUN fbem-2049 77 4 model model NOUN fbem-2049 77 5 burroughs burroughs PROPN fbem-2049 77 6 levin levin PROPN fbem-2049 77 7 extends extend VERB fbem-2049 77 8 the the DET fbem-2049 77 9 arch arch ADJ fbem-2049 77 10 model model NOUN fbem-2049 77 11 to to ADP fbem-2049 77 12 a a DET fbem-2049 77 13 garch garch NOUN fbem-2049 77 14 model model NOUN fbem-2049 77 15 - - PUNCT fbem-2049 77 16 generalized generalize VERB fbem-2049 77 17 autoregressive autoregressive ADJ fbem-2049 77 18 conditional conditional ADJ fbem-2049 77 19 heteroskedasticity heteroskedasticity NOUN fbem-2049 77 20 model model NOUN fbem-2049 77 21 . . PUNCT fbem-2049 78 1 the the DET fbem-2049 78 2 financial financial ADJ fbem-2049 78 3 time time NOUN fbem-2049 78 4 series series NOUN fbem-2049 78 5 in in ADP fbem-2049 78 6 which which PRON fbem-2049 78 7 the the DET fbem-2049 78 8 true true ADJ fbem-2049 78 9 variance variance NOUN fbem-2049 78 10 deviates deviate VERB fbem-2049 78 11 from from ADP fbem-2049 78 12 the the DET fbem-2049 78 13 model model NOUN fbem-2049 78 14 fit fit NOUN fbem-2049 78 15 and and CCONJ fbem-2049 78 16 the the DET fbem-2049 78 17 variance variance NOUN fbem-2049 78 18 of of ADP fbem-2049 78 19 the the DET fbem-2049 78 20 disturbance disturbance NOUN fbem-2049 78 21 term term NOUN fbem-2049 78 22 u_t u_t PUNCT fbem-2049 78 23 depends depend VERB fbem-2049 78 24 on on ADP fbem-2049 78 25 the the DET fbem-2049 78 26 prior prior ADJ fbem-2049 78 27 conditional conditional ADJ fbem-2049 78 28 variance variance NOUN fbem-2049 78 29 𝑒 𝑒 NOUN fbem-2049 78 30 , , PUNCT fbem-2049 78 31 i.e. i.e. X fbem-2049 78 32 , , PUNCT fbem-2049 78 33 the the DET fbem-2049 78 34 arch arch ADJ fbem-2049 78 35 model model NOUN fbem-2049 78 36 . . PUNCT fbem-2049 79 1 the the DET fbem-2049 79 2 unbiased unbiased ADJ fbem-2049 79 3 estimation estimation NOUN fbem-2049 79 4 expression expression NOUN fbem-2049 79 5 is be AUX fbem-2049 79 6 equation equation NOUN fbem-2049 79 7 ( ( PUNCT fbem-2049 79 8 5 5 NUM fbem-2049 79 9 ) ) PUNCT fbem-2049 79 10 . . PUNCT fbem-2049 80 1 𝜎 𝜎 X fbem-2049 80 2 βˆ‘ βˆ‘ PUNCT fbem-2049 80 3 𝑒 𝑒 PRON fbem-2049 80 4 𝑒 𝑒 X fbem-2049 80 5 ( ( PUNCT fbem-2049 80 6 5 5 NUM fbem-2049 80 7 ) ) PUNCT fbem-2049 80 8 where where SCONJ fbem-2049 80 9 𝜎 𝜎 PROPN fbem-2049 80 10 is be AUX fbem-2049 80 11 the the DET fbem-2049 80 12 variance variance NOUN fbem-2049 80 13 of of ADP fbem-2049 80 14 stock stock NOUN fbem-2049 80 15 volatility volatility NOUN fbem-2049 80 16 on on ADP fbem-2049 80 17 day day NOUN fbem-2049 80 18 t t NOUN fbem-2049 80 19 and and CCONJ fbem-2049 80 20 𝑒 𝑒 PROPN fbem-2049 80 21 is be AUX fbem-2049 80 22 the the DET fbem-2049 80 23 logarithmic logarithmic ADJ fbem-2049 80 24 return return NOUN fbem-2049 80 25 . . PUNCT fbem-2049 81 1 the the DET fbem-2049 81 2 arrch arrch NOUN fbem-2049 81 3 model model NOUN fbem-2049 81 4 expression expression NOUN fbem-2049 81 5 is be AUX fbem-2049 81 6 equation equation NOUN fbem-2049 81 7 ( ( PUNCT fbem-2049 81 8 6 6 NUM fbem-2049 81 9 ) ) PUNCT fbem-2049 81 10 and and CCONJ fbem-2049 81 11 equation equation NOUN fbem-2049 81 12 ( ( PUNCT fbem-2049 81 13 7 7 NUM fbem-2049 81 14 ) ) PUNCT fbem-2049 81 15 . . PUNCT fbem-2049 82 1 𝑦 𝑦 PROPN fbem-2049 82 2 𝜎 𝜎 PRON fbem-2049 82 3 πœ€ πœ€ X fbem-2049 82 4 ( ( PUNCT fbem-2049 82 5 6 6 NUM fbem-2049 82 6 ) ) PUNCT fbem-2049 82 7 Οƒ Οƒ PROPN fbem-2049 82 8 Ξ± Ξ± PROPN fbem-2049 82 9 βˆ‘ βˆ‘ PROPN fbem-2049 82 10 Ξ± Ξ± PROPN fbem-2049 82 11 u u NOUN fbem-2049 82 12 ( ( PUNCT fbem-2049 82 13 7 7 NUM fbem-2049 82 14 ) ) PUNCT fbem-2049 82 15 where where SCONJ fbem-2049 82 16 𝑦 𝑦 NOUN fbem-2049 82 17 is be AUX fbem-2049 82 18 the the DET fbem-2049 82 19 return return NOUN fbem-2049 82 20 at at ADP fbem-2049 82 21 day day NOUN fbem-2049 82 22 t t PROPN fbem-2049 82 23 , , PUNCT fbem-2049 82 24 𝜎 𝜎 PROPN fbem-2049 82 25 is be AUX fbem-2049 82 26 the the DET fbem-2049 82 27 variance variance NOUN fbem-2049 82 28 at at ADP fbem-2049 82 29 day day NOUN fbem-2049 82 30 t t PROPN fbem-2049 82 31 , , PUNCT fbem-2049 82 32 and and CCONJ fbem-2049 82 33 πœ€ πœ€ PROPN fbem-2049 82 34 is be AUX fbem-2049 82 35 the the DET fbem-2049 82 36 dispersion dispersion NOUN fbem-2049 82 37 of of ADP fbem-2049 82 38 the the DET fbem-2049 82 39 true true ADJ fbem-2049 82 40 value value NOUN fbem-2049 82 41 . . PUNCT fbem-2049 83 1 based base VERB fbem-2049 83 2 on on ADP fbem-2049 83 3 the the DET fbem-2049 83 4 extension extension NOUN fbem-2049 83 5 and and CCONJ fbem-2049 83 6 optimization optimization NOUN fbem-2049 83 7 of of ADP fbem-2049 83 8 the the DET fbem-2049 83 9 arch arch ADJ fbem-2049 83 10 model model NOUN fbem-2049 83 11 , , PUNCT fbem-2049 83 12 the the DET fbem-2049 83 13 garch garch NOUN fbem-2049 83 14 model model NOUN fbem-2049 83 15 can can AUX fbem-2049 83 16 better well ADV fbem-2049 83 17 analyze analyze VERB fbem-2049 83 18 and and CCONJ fbem-2049 83 19 predict predict VERB fbem-2049 83 20 the the DET fbem-2049 83 21 time time NOUN fbem-2049 83 22 series series PROPN fbem-2049 83 23 volatility volatility NOUN fbem-2049 83 24 . . PUNCT fbem-2049 84 1 the the DET fbem-2049 84 2 garch garch NOUN fbem-2049 84 3 ( ( PUNCT fbem-2049 84 4 p p X fbem-2049 84 5 , , PUNCT fbem-2049 84 6 q q NOUN fbem-2049 84 7 ) ) PUNCT fbem-2049 84 8 model model NOUN fbem-2049 84 9 expression expression NOUN fbem-2049 84 10 is be AUX fbem-2049 84 11 equation equation NOUN fbem-2049 84 12 ( ( PUNCT fbem-2049 84 13 8) 8) NUM fbem-2049 84 14 and and CCONJ fbem-2049 84 15 equation equation NOUN fbem-2049 84 16 ( ( PUNCT fbem-2049 84 17 9 9 NUM fbem-2049 84 18 ) ) PUNCT fbem-2049 84 19 . . PUNCT fbem-2049 85 1 𝛼 𝛼 PROPN fbem-2049 85 2 𝜎 𝜎 PRON fbem-2049 85 3 πœ€ πœ€ X fbem-2049 85 4 ( ( PUNCT fbem-2049 85 5 8) 8) NUM fbem-2049 85 6 𝜎 𝜎 NOUN fbem-2049 85 7 πœ” πœ” X fbem-2049 85 8 βˆ‘ βˆ‘ PART fbem-2049 85 9 𝛼 𝛼 PART fbem-2049 85 10 πœ€ πœ€ NOUN fbem-2049 85 11 βˆ‘ βˆ‘ PROPN fbem-2049 85 12 π›½πœŽ π›½πœŽ PROPN fbem-2049 85 13 ( ( PUNCT fbem-2049 85 14 9 9 NUM fbem-2049 85 15 ) ) PUNCT fbem-2049 85 16 where where SCONJ fbem-2049 85 17 πœ” πœ” X fbem-2049 85 18 0 0 NUM fbem-2049 85 19 , , PUNCT fbem-2049 85 20 𝛼 𝛼 PROPN fbem-2049 85 21 0 0 NUM fbem-2049 85 22 , , PUNCT fbem-2049 85 23 p p X fbem-2049 85 24 , , PUNCT fbem-2049 85 25 q q X fbem-2049 85 26 are be AUX fbem-2049 85 27 the the DET fbem-2049 85 28 lagged lag VERB fbem-2049 85 29 orders order NOUN fbem-2049 85 30 of of ADP fbem-2049 85 31 historical historical ADJ fbem-2049 85 32 returns return NOUN fbem-2049 85 33 and and CCONJ fbem-2049 85 34 prior prior ADJ fbem-2049 85 35 series series PROPN fbem-2049 85 36 variance variance PROPN fbem-2049 85 37 , , PUNCT fbem-2049 85 38 respectively respectively ADV fbem-2049 85 39 , , PUNCT fbem-2049 85 40 and and CCONJ fbem-2049 85 41 𝛼 𝛼 X fbem-2049 85 42 is be AUX fbem-2049 85 43 the the DET fbem-2049 85 44 conditional conditional ADJ fbem-2049 85 45 variance variance NOUN fbem-2049 85 46 . . PUNCT fbem-2049 86 1 3 3 X fbem-2049 86 2 . . PUNCT fbem-2049 86 3 social social ADJ fbem-2049 86 4 network network NOUN fbem-2049 86 5 analysis analysis NOUN fbem-2049 86 6 3.1 3.1 NUM fbem-2049 86 7 . . PUNCT fbem-2049 87 1 overall overall ADJ fbem-2049 87 2 silicon silicon NOUN fbem-2049 87 3 energy energy NOUN fbem-2049 87 4 supply supply NOUN fbem-2049 87 5 chain chain NOUN fbem-2049 87 6 network network NOUN fbem-2049 87 7 structure structure NOUN fbem-2049 87 8 in in ADP fbem-2049 87 9 order order NOUN fbem-2049 87 10 to to PART fbem-2049 87 11 effectively effectively ADV fbem-2049 87 12 portray portray VERB fbem-2049 87 13 the the DET fbem-2049 87 14 degree degree NOUN fbem-2049 87 15 of of ADP fbem-2049 87 16 change change NOUN fbem-2049 87 17 in in ADP fbem-2049 87 18 the the DET fbem-2049 87 19 spatial spatial ADJ fbem-2049 87 20 correlation correlation NOUN fbem-2049 87 21 network network NOUN fbem-2049 87 22 structure structure NOUN fbem-2049 87 23 of of ADP fbem-2049 87 24 supply supply NOUN fbem-2049 87 25 chain chain NOUN fbem-2049 87 26 financial financial ADJ fbem-2049 87 27 risks risk NOUN fbem-2049 87 28 before before ADV fbem-2049 87 29 and and CCONJ fbem-2049 87 30 after after ADP fbem-2049 87 31 the the DET fbem-2049 87 32 implementation implementation NOUN fbem-2049 87 33 of of ADP fbem-2049 87 34 the the DET fbem-2049 87 35 " " PUNCT fbem-2049 87 36 double double ADJ fbem-2049 87 37 carbon carbon NOUN fbem-2049 87 38 " " PUNCT fbem-2049 87 39 target target NOUN fbem-2049 87 40 , , PUNCT fbem-2049 87 41 ucinet ucinet NOUN fbem-2049 87 42 is be AUX fbem-2049 87 43 used use VERB fbem-2049 87 44 to to PART fbem-2049 87 45 draw draw VERB fbem-2049 87 46 the the DET fbem-2049 87 47 correlation correlation NOUN fbem-2049 87 48 network network NOUN fbem-2049 87 49 diagrams diagram NOUN fbem-2049 87 50 of of ADP fbem-2049 87 51 default default NOUN fbem-2049 87 52 risks risk NOUN fbem-2049 87 53 between between ADP fbem-2049 87 54 nodes node NOUN fbem-2049 87 55 in in ADP fbem-2049 87 56 2020 2020 NUM fbem-2049 87 57 and and CCONJ fbem-2049 87 58 2021 2021 NUM fbem-2049 87 59 . . PUNCT fbem-2049 88 1 the the DET fbem-2049 88 2 comparison comparison NOUN fbem-2049 88 3 of of ADP fbem-2049 88 4 figure figure NOUN fbem-2049 88 5 1 1 NUM fbem-2049 88 6 and and CCONJ fbem-2049 88 7 figure figure VERB fbem-2049 88 8 2 2 NUM fbem-2049 88 9 shows show VERB fbem-2049 88 10 that that SCONJ fbem-2049 88 11 after after ADP fbem-2049 88 12 the the DET fbem-2049 88 13 implementation implementation NOUN fbem-2049 88 14 of of ADP fbem-2049 88 15 the the DET fbem-2049 88 16 " " PUNCT fbem-2049 88 17 double double ADJ fbem-2049 88 18 carbon carbon NOUN fbem-2049 88 19 " " PUNCT fbem-2049 88 20 target target NOUN fbem-2049 88 21 , , PUNCT fbem-2049 88 22 the the DET fbem-2049 88 23 network network NOUN fbem-2049 88 24 diagram diagram NOUN fbem-2049 88 25 of of ADP fbem-2049 88 26 default default NOUN fbem-2049 88 27 risks risk NOUN fbem-2049 88 28 of of ADP fbem-2049 88 29 silicon silicon NOUN fbem-2049 88 30 energy energy NOUN fbem-2049 88 31 enterprises enterprise NOUN fbem-2049 88 32 is be AUX fbem-2049 88 33 less less ADV fbem-2049 88 34 differentiated differentiated ADJ fbem-2049 88 35 and and CCONJ fbem-2049 88 36 shows show VERB fbem-2049 88 37 a a DET fbem-2049 88 38 trend trend NOUN fbem-2049 88 39 of of ADP fbem-2049 88 40 centralized centralized ADJ fbem-2049 88 41 pairs pair NOUN fbem-2049 88 42 . . PUNCT fbem-2049 89 1 the the DET fbem-2049 89 2 risks risk NOUN fbem-2049 89 3 close close ADJ fbem-2049 89 4 to to ADP fbem-2049 89 5 the the DET fbem-2049 89 6 center center NOUN fbem-2049 89 7 play play VERB fbem-2049 89 8 an an DET fbem-2049 89 9 important important ADJ fbem-2049 89 10 role role NOUN fbem-2049 89 11 in in ADP fbem-2049 89 12 the the DET fbem-2049 89 13 network network NOUN fbem-2049 89 14 , , PUNCT fbem-2049 89 15 with with ADP fbem-2049 89 16 many many ADJ fbem-2049 89 17 nodes node NOUN fbem-2049 89 18 close close ADJ fbem-2049 89 19 to to ADP fbem-2049 89 20 the the DET fbem-2049 89 21 center center NOUN fbem-2049 89 22 , , PUNCT fbem-2049 89 23 indicating indicate VERB fbem-2049 89 24 that that SCONJ fbem-2049 89 25 the the DET fbem-2049 89 26 risks risk NOUN fbem-2049 89 27 embedded embed VERB fbem-2049 89 28 in in ADP fbem-2049 89 29 the the DET fbem-2049 89 30 core core NOUN fbem-2049 89 31 and and CCONJ fbem-2049 89 32 upstream upstream ADJ fbem-2049 89 33 and and CCONJ fbem-2049 89 34 downstream downstream ADJ fbem-2049 89 35 enterprises enterprise NOUN fbem-2049 89 36 in in ADP fbem-2049 89 37 the the DET fbem-2049 89 38 silicon silicon NOUN fbem-2049 89 39 energy energy NOUN fbem-2049 89 40 supply supply NOUN fbem-2049 89 41 chain chain NOUN fbem-2049 89 42 have have VERB fbem-2049 89 43 a a DET fbem-2049 89 44 significant significant ADJ fbem-2049 89 45 impact impact NOUN fbem-2049 89 46 on on ADP fbem-2049 89 47 the the DET fbem-2049 89 48 stability stability NOUN fbem-2049 89 49 of of ADP fbem-2049 89 50 the the DET fbem-2049 89 51 whole whole ADJ fbem-2049 89 52 chain chain NOUN fbem-2049 89 53 . . PUNCT fbem-2049 90 1 figure figure NOUN fbem-2049 90 2 1 1 NUM fbem-2049 90 3 shows show VERB fbem-2049 90 4 that that SCONJ fbem-2049 90 5 in in ADP fbem-2049 90 6 2020 2020 NUM fbem-2049 90 7 , , PUNCT fbem-2049 90 8 yjgd yjgd NOUN fbem-2049 90 9 , , PUNCT fbem-2049 90 10 sjsk sjsk NOUN fbem-2049 90 11 , , PUNCT fbem-2049 90 12 and and CCONJ fbem-2049 90 13 tbdg tbdg NOUN fbem-2049 90 14 are be AUX fbem-2049 90 15 located locate VERB fbem-2049 90 16 in in ADP fbem-2049 90 17 the the DET fbem-2049 90 18 center center NOUN fbem-2049 90 19 of of ADP fbem-2049 90 20 the the DET fbem-2049 90 21 network network NOUN fbem-2049 90 22 diagram diagram NOUN fbem-2049 90 23 , , PUNCT fbem-2049 90 24 while while SCONJ fbem-2049 90 25 qbjt qbjt PROPN fbem-2049 90 26 , , PUNCT fbem-2049 90 27 gbkj gbkj PROPN fbem-2049 90 28 , , PUNCT fbem-2049 90 29 hbxc hbxc NOUN fbem-2049 90 30 , , PUNCT fbem-2049 90 31 and and CCONJ fbem-2049 90 32 sljn sljn NOUN fbem-2049 90 33 are be AUX fbem-2049 90 34 in in ADP fbem-2049 90 35 the the DET fbem-2049 90 36 more more ADV fbem-2049 90 37 central central ADJ fbem-2049 90 38 position position NOUN fbem-2049 90 39 of of ADP fbem-2049 90 40 the the DET fbem-2049 90 41 network network NOUN fbem-2049 90 42 due due ADP fbem-2049 90 43 to to ADP fbem-2049 90 44 their their PRON fbem-2049 90 45 diversified diversify VERB fbem-2049 90 46 business business NOUN fbem-2049 90 47 types type NOUN fbem-2049 90 48 and and CCONJ fbem-2049 90 49 good good ADJ fbem-2049 90 50 profitability profitability NOUN fbem-2049 90 51 . . PUNCT fbem-2049 91 1 figure figure NOUN fbem-2049 91 2 2 2 NUM fbem-2049 91 3 shows show VERB fbem-2049 91 4 that that SCONJ fbem-2049 91 5 in in ADP fbem-2049 91 6 2021 2021 NUM fbem-2049 91 7 , , PUNCT fbem-2049 91 8 the the DET fbem-2049 91 9 " " PUNCT fbem-2049 91 10 double double ADJ fbem-2049 91 11 carbon carbon NOUN fbem-2049 91 12 " " PUNCT fbem-2049 91 13 strategic strategic ADJ fbem-2049 91 14 plan plan NOUN fbem-2049 91 15 will will AUX fbem-2049 91 16 gradually gradually ADV fbem-2049 91 17 unfold unfold VERB fbem-2049 91 18 , , PUNCT fbem-2049 91 19 with with ADP fbem-2049 91 20 qbjt qbjt PROPN fbem-2049 91 21 at at ADP fbem-2049 91 22 the the DET fbem-2049 91 23 core core NOUN fbem-2049 91 24 of of ADP fbem-2049 91 25 the the DET fbem-2049 91 26 network network NOUN fbem-2049 91 27 diagram diagram NOUN fbem-2049 91 28 , , PUNCT fbem-2049 91 29 followed follow VERB fbem-2049 91 30 by by ADP fbem-2049 91 31 yjgd yjgd NOUN fbem-2049 91 32 and and CCONJ fbem-2049 91 33 ljln ljln NOUN fbem-2049 91 34 . . PUNCT fbem-2049 92 1 other other ADJ fbem-2049 92 2 node node NOUN fbem-2049 92 3 companies company NOUN fbem-2049 92 4 are be AUX fbem-2049 92 5 scattered scatter VERB fbem-2049 92 6 in in ADP fbem-2049 92 7 the the DET fbem-2049 92 8 network network NOUN fbem-2049 92 9 diagram diagram NOUN fbem-2049 92 10 with with ADP fbem-2049 92 11 similar similar ADJ fbem-2049 92 12 distance distance NOUN fbem-2049 92 13 . . PUNCT fbem-2049 93 1 it it PRON fbem-2049 93 2 can can AUX fbem-2049 93 3 be be AUX fbem-2049 93 4 seen see VERB fbem-2049 93 5 that that SCONJ fbem-2049 93 6 the the DET fbem-2049 93 7 realization realization NOUN fbem-2049 93 8 of of ADP fbem-2049 93 9 the the DET fbem-2049 93 10 " " PUNCT fbem-2049 93 11 double double ADJ fbem-2049 93 12 carbon carbon NOUN fbem-2049 93 13 " " PUNCT fbem-2049 93 14 goal goal NOUN fbem-2049 93 15 has have VERB fbem-2049 93 16 a a DET fbem-2049 93 17 huge huge ADJ fbem-2049 93 18 impact impact NOUN fbem-2049 93 19 on on ADP fbem-2049 93 20 the the DET fbem-2049 93 21 enterprises enterprise NOUN fbem-2049 93 22 in in ADP fbem-2049 93 23 the the DET fbem-2049 93 24 silicon silicon NOUN fbem-2049 93 25 energy energy NOUN fbem-2049 93 26 chain chain NOUN fbem-2049 93 27 , , PUNCT fbem-2049 93 28 and and CCONJ fbem-2049 93 29 there there PRON fbem-2049 93 30 is be VERB fbem-2049 93 31 a a DET fbem-2049 93 32 " " PUNCT fbem-2049 93 33 small small ADJ fbem-2049 93 34 world world NOUN fbem-2049 93 35 phenomenon phenomenon NOUN fbem-2049 93 36 " " PUNCT fbem-2049 93 37 in in ADP fbem-2049 93 38 the the DET fbem-2049 93 39 supply supply NOUN fbem-2049 93 40 chain chain NOUN fbem-2049 93 41 financial financial ADJ fbem-2049 93 42 risk risk NOUN fbem-2049 93 43 related relate VERB fbem-2049 93 44 network network NOUN fbem-2049 93 45 . . PUNCT fbem-2049 94 1 figure figure NOUN fbem-2049 94 2 1 1 NUM fbem-2049 94 3 . . X fbem-2049 94 4 2020 2020 NUM fbem-2049 95 1 343 343 NUM fbem-2049 95 2 figure figure NOUN fbem-2049 95 3 2 2 NUM fbem-2049 95 4 . . NOUN fbem-2049 95 5 2021 2021 NUM fbem-2049 95 6 3.2 3.2 NUM fbem-2049 95 7 . . PUNCT fbem-2049 96 1 intermediate intermediate ADJ fbem-2049 96 2 centrality centrality NOUN fbem-2049 96 3 analysis analysis NOUN fbem-2049 96 4 the the DET fbem-2049 96 5 intermediate intermediate ADJ fbem-2049 96 6 centrality centrality NOUN fbem-2049 96 7 indicates indicate VERB fbem-2049 96 8 the the DET fbem-2049 96 9 intermediacy intermediacy NOUN fbem-2049 96 10 of of ADP fbem-2049 96 11 the the DET fbem-2049 96 12 entire entire ADJ fbem-2049 96 13 network network NOUN fbem-2049 96 14 . . PUNCT fbem-2049 97 1 table table NOUN fbem-2049 97 2 1 1 NUM fbem-2049 97 3 shows show VERB fbem-2049 97 4 the the DET fbem-2049 97 5 dynamic dynamic ADJ fbem-2049 97 6 evolution evolution NOUN fbem-2049 97 7 of of ADP fbem-2049 97 8 default default NOUN fbem-2049 97 9 risk risk NOUN fbem-2049 97 10 among among ADP fbem-2049 97 11 silicon silicon NOUN fbem-2049 97 12 energy energy NOUN fbem-2049 97 13 node node NOUN fbem-2049 97 14 enterprises enterprise NOUN fbem-2049 97 15 in in ADP fbem-2049 97 16 2020 2020 NUM fbem-2049 97 17 and and CCONJ fbem-2049 97 18 2021 2021 NUM fbem-2049 97 19 . . PUNCT fbem-2049 98 1 2020 2020 NUM fbem-2049 98 2 , , PUNCT fbem-2049 98 3 yjdk yjdk PROPN fbem-2049 98 4 , , PUNCT fbem-2049 98 5 sjsk sjsk NOUN fbem-2049 98 6 , , PUNCT fbem-2049 98 7 and and CCONJ fbem-2049 98 8 tbdg tbdg VERB fbem-2049 98 9 as as ADV fbem-2049 98 10 vertically vertically ADV fbem-2049 98 11 integrated integrate VERB fbem-2049 98 12 industry industry NOUN fbem-2049 98 13 chain chain NOUN fbem-2049 98 14 , , PUNCT fbem-2049 98 15 which which PRON fbem-2049 98 16 has have AUX fbem-2049 98 17 contributed contribute VERB fbem-2049 98 18 to to ADP fbem-2049 98 19 the the DET fbem-2049 98 20 competitive competitive ADJ fbem-2049 98 21 advantage advantage NOUN fbem-2049 98 22 of of ADP fbem-2049 98 23 enterprises enterprise NOUN fbem-2049 98 24 . . PUNCT fbem-2049 99 1 however however ADV fbem-2049 99 2 , , PUNCT fbem-2049 99 3 in in ADP fbem-2049 99 4 2021 2021 NUM fbem-2049 99 5 , , PUNCT fbem-2049 99 6 with with ADP fbem-2049 99 7 the the DET fbem-2049 99 8 gradual gradual ADJ fbem-2049 99 9 implementation implementation NOUN fbem-2049 99 10 of of ADP fbem-2049 99 11 the the DET fbem-2049 99 12 " " PUNCT fbem-2049 99 13 double double ADJ fbem-2049 99 14 carbon carbon NOUN fbem-2049 99 15 " " PUNCT fbem-2049 99 16 plan plan NOUN fbem-2049 99 17 , , PUNCT fbem-2049 99 18 the the DET fbem-2049 99 19 production production NOUN fbem-2049 99 20 costs cost NOUN fbem-2049 99 21 of of ADP fbem-2049 99 22 enterprises enterprise NOUN fbem-2049 99 23 have have AUX fbem-2049 99 24 been be AUX fbem-2049 99 25 strengthened strengthen VERB fbem-2049 99 26 , , PUNCT fbem-2049 99 27 and and CCONJ fbem-2049 99 28 the the DET fbem-2049 99 29 ability ability NOUN fbem-2049 99 30 to to PART fbem-2049 99 31 influence influence VERB fbem-2049 99 32 the the DET fbem-2049 99 33 same same ADJ fbem-2049 99 34 industry industry NOUN fbem-2049 99 35 slightly slightly ADV fbem-2049 99 36 reduced reduce VERB fbem-2049 99 37 . . PUNCT fbem-2049 100 1 the the DET fbem-2049 100 2 superior superior ADJ fbem-2049 100 3 geographical geographical ADJ fbem-2049 100 4 location location NOUN fbem-2049 100 5 of of ADP fbem-2049 100 6 qbjt qbjt PROPN fbem-2049 100 7 ( ( PUNCT fbem-2049 100 8 ningbo ningbo PROPN fbem-2049 100 9 ) ) PUNCT fbem-2049 100 10 makes make VERB fbem-2049 100 11 it it PRON fbem-2049 100 12 less less ADV fbem-2049 100 13 affected affected ADJ fbem-2049 100 14 in in ADP fbem-2049 100 15 the the DET fbem-2049 100 16 new new ADJ fbem-2049 100 17 environment environment NOUN fbem-2049 100 18 , , PUNCT fbem-2049 100 19 and and CCONJ fbem-2049 100 20 the the DET fbem-2049 100 21 epidemic epidemic NOUN fbem-2049 100 22 has have VERB fbem-2049 100 23 less less ADJ fbem-2049 100 24 impact impact NOUN fbem-2049 100 25 on on ADP fbem-2049 100 26 the the DET fbem-2049 100 27 production production NOUN fbem-2049 100 28 , , PUNCT fbem-2049 100 29 export export NOUN fbem-2049 100 30 and and CCONJ fbem-2049 100 31 operation operation NOUN fbem-2049 100 32 of of ADP fbem-2049 100 33 the the DET fbem-2049 100 34 company company NOUN fbem-2049 100 35 . . PUNCT fbem-2049 101 1 it it PRON fbem-2049 101 2 can can AUX fbem-2049 101 3 be be AUX fbem-2049 101 4 seen see VERB fbem-2049 101 5 that that SCONJ fbem-2049 101 6 the the PRON fbem-2049 101 7 higher high ADJ fbem-2049 101 8 the the DET fbem-2049 101 9 level level NOUN fbem-2049 101 10 of of ADP fbem-2049 101 11 corporate corporate ADJ fbem-2049 101 12 creditworthiness creditworthiness NOUN fbem-2049 101 13 , , PUNCT fbem-2049 101 14 the the PRON fbem-2049 101 15 less less ADJ fbem-2049 101 16 the the DET fbem-2049 101 17 degree degree NOUN fbem-2049 101 18 of of ADP fbem-2049 101 19 impact impact NOUN fbem-2049 101 20 by by ADP fbem-2049 101 21 the the DET fbem-2049 101 22 outbreak outbreak NOUN fbem-2049 101 23 . . PUNCT fbem-2049 102 1 table table NOUN fbem-2049 102 2 1 1 NUM fbem-2049 102 3 . . PUNCT fbem-2049 103 1 characteristics characteristic NOUN fbem-2049 103 2 of of ADP fbem-2049 103 3 the the DET fbem-2049 103 4 financial financial ADJ fbem-2049 103 5 risk risk NOUN fbem-2049 103 6 network network NOUN fbem-2049 103 7 structure structure NOUN fbem-2049 103 8 of of ADP fbem-2049 103 9 the the DET fbem-2049 103 10 silicon silicon NOUN fbem-2049 103 11 energy energy NOUN fbem-2049 103 12 chain chain NOUN fbem-2049 103 13 enterprise enterprise NOUN fbem-2049 103 14 2020 2020 NUM fbem-2049 103 15 layer layer NOUN fbem-2049 103 16 2021 2021 NUM fbem-2049 103 17 layer layer NOUN fbem-2049 103 18 yjgd yjgd NOUN fbem-2049 103 19 6.266 6.266 NUM fbem-2049 103 20 1 1 NUM fbem-2049 103 21 8.57 8.57 NUM fbem-2049 103 22 2 2 NUM fbem-2049 103 23 sjsk sjsk NOUN fbem-2049 103 24 6.266 6.266 NUM fbem-2049 103 25 1 1 NUM fbem-2049 103 26 0.698 0.698 NUM fbem-2049 103 27 3 3 NUM fbem-2049 103 28 tbdg tbdg NOUN fbem-2049 103 29 6.266 6.266 NUM fbem-2049 103 30 1 1 NUM fbem-2049 103 31 0.698 0.698 NUM fbem-2049 103 32 3 3 NUM fbem-2049 103 33 qbjt qbjt NOUN fbem-2049 103 34 2.116 2.116 NUM fbem-2049 103 35 2 2 NUM fbem-2049 103 36 25.714 25.714 NUM fbem-2049 103 37 1 1 NUM fbem-2049 103 38 gbkj gbkj NOUN fbem-2049 103 39 2.116 2.116 NUM fbem-2049 103 40 2 2 NUM fbem-2049 103 41 0 0 NUM fbem-2049 103 42 4 4 NUM fbem-2049 103 43 hbxc hbxc NOUN fbem-2049 103 44 2.116 2.116 NUM fbem-2049 103 45 2 2 NUM fbem-2049 103 46 0.698 0.698 NUM fbem-2049 103 47 3 3 NUM fbem-2049 103 48 sljn sljn NOUN fbem-2049 103 49 2.116 2.116 NUM fbem-2049 103 50 2 2 NUM fbem-2049 103 51 0.698 0.698 NUM fbem-2049 103 52 3 3 NUM fbem-2049 103 53 twgf twgf ADJ fbem-2049 103 54 1.126 1.126 NUM fbem-2049 103 55 3 3 NUM fbem-2049 103 56 0.698 0.698 NUM fbem-2049 103 57 3 3 NUM fbem-2049 103 58 xagf xagf NOUN fbem-2049 103 59 1.126 1.126 NUM fbem-2049 103 60 3 3 NUM fbem-2049 103 61 0.698 0.698 NUM fbem-2049 103 62 3 3 NUM fbem-2049 103 63 hsgy hsgy VERB fbem-2049 103 64 1.126 1.126 NUM fbem-2049 103 65 3 3 NUM fbem-2049 103 66 0.698 0.698 NUM fbem-2049 103 67 3 3 NUM fbem-2049 103 68 eeds eed VERB fbem-2049 103 69 1.126 1.126 NUM fbem-2049 103 70 3 3 NUM fbem-2049 103 71 0.698 0.698 NUM fbem-2049 103 72 3 3 NUM fbem-2049 103 73 ljln ljln NOUN fbem-2049 103 74 1.126 1.126 NUM fbem-2049 103 75 3 3 NUM fbem-2049 103 76 8.571 8.571 NUM fbem-2049 103 77 2 2 NUM fbem-2049 103 78 xfjt xfjt PROPN fbem-2049 103 79 1.126 1.126 NUM fbem-2049 103 80 3 3 NUM fbem-2049 103 81 0.698 0.698 NUM fbem-2049 103 82 3 3 NUM fbem-2049 103 83 xykj xykj NOUN fbem-2049 103 84 0.279 0.279 NUM fbem-2049 103 85 4 4 NUM fbem-2049 103 86 0 0 NUM fbem-2049 103 87 4 4 NUM fbem-2049 103 88 rhcl rhcl ADJ fbem-2049 103 89 0.279 0.279 NUM fbem-2049 103 90 4 4 NUM fbem-2049 103 91 0 0 NUM fbem-2049 103 92 4 4 NUM fbem-2049 103 93 dygc dygc NOUN fbem-2049 103 94 0.279 0.279 NUM fbem-2049 103 95 4 4 NUM fbem-2049 103 96 0 0 NUM fbem-2049 103 97 4 4 NUM fbem-2049 103 98 dqny dqny NOUN fbem-2049 103 99 0.279 0.279 NUM fbem-2049 103 100 4 4 NUM fbem-2049 103 101 0.698 0.698 NUM fbem-2049 103 102 3 3 NUM fbem-2049 103 103 cgxc cgxc NOUN fbem-2049 103 104 0.279 0.279 NUM fbem-2049 103 105 4 4 NUM fbem-2049 103 106 0.698 0.698 NUM fbem-2049 103 107 3 3 NUM fbem-2049 103 108 jakj jakj VERB fbem-2049 103 109 0.075 0.075 NUM fbem-2049 103 110 5 5 NUM fbem-2049 103 111 0.698 0.698 NUM fbem-2049 103 112 3 3 NUM fbem-2049 103 113 jtgf jtgf NOUN fbem-2049 103 114 0.075 0.075 NUM fbem-2049 103 115 5 5 NUM fbem-2049 103 116 0.698 0.698 NUM fbem-2049 103 117 3 3 NUM fbem-2049 103 118 ytkg ytkg NOUN fbem-2049 103 119 0.075 0.075 NUM fbem-2049 103 120 5 5 NUM fbem-2049 103 121 0.698 0.698 NUM fbem-2049 103 122 3 3 NUM fbem-2049 103 123 tclzh tclzh NOUN fbem-2049 103 124 0.075 0.075 NUM fbem-2049 103 125 5 5 NUM fbem-2049 103 126 0.698 0.698 NUM fbem-2049 103 127 3 3 NUM fbem-2049 103 128 4 4 NUM fbem-2049 103 129 . . PUNCT fbem-2049 103 130 empiriccal empiriccal ADJ fbem-2049 103 131 studies study NOUN fbem-2049 103 132 manolis manolis PROPN fbem-2049 103 133 n. n. PROPN fbem-2049 103 134 syllignakis[14 syllignakis[14 PROPN fbem-2049 103 135 ] ] PUNCT fbem-2049 103 136 selects select VERB fbem-2049 103 137 two two NUM fbem-2049 103 138 markets market NOUN fbem-2049 103 139 in in ADP fbem-2049 103 140 central central ADJ fbem-2049 103 141 and and CCONJ fbem-2049 103 142 eastern eastern ADJ fbem-2049 103 143 europe europe PROPN fbem-2049 103 144 and and CCONJ fbem-2049 103 145 uses use VERB fbem-2049 103 146 garch garch NOUN fbem-2049 103 147 model model NOUN fbem-2049 103 148 for for ADP fbem-2049 103 149 dynamic dynamic ADJ fbem-2049 103 150 analysis analysis NOUN fbem-2049 103 151 of of ADP fbem-2049 103 152 financial financial ADJ fbem-2049 103 153 contagion contagion NOUN fbem-2049 103 154 . . PUNCT fbem-2049 104 1 the the DET fbem-2049 104 2 article article NOUN fbem-2049 104 3 selects select VERB fbem-2049 104 4 the the DET fbem-2049 104 5 sse sse NOUN fbem-2049 104 6 and and CCONJ fbem-2049 104 7 szse szse NOUN fbem-2049 104 8 indices index NOUN fbem-2049 104 9 as as ADV fbem-2049 104 10 well well ADV fbem-2049 104 11 as as ADP fbem-2049 104 12 csi csi PROPN fbem-2049 104 13 energy energy NOUN fbem-2049 104 14 daily daily ADJ fbem-2049 104 15 returns return NOUN fbem-2049 104 16 from from ADP fbem-2049 104 17 january january PROPN fbem-2049 104 18 2017 2017 NUM fbem-2049 104 19 date date NOUN fbem-2049 104 20 to to ADP fbem-2049 104 21 2021 2021 NUM fbem-2049 104 22 as as ADP fbem-2049 104 23 the the DET fbem-2049 104 24 study study NOUN fbem-2049 104 25 sample sample NOUN fbem-2049 104 26 and and CCONJ fbem-2049 104 27 the the DET fbem-2049 104 28 data data NOUN fbem-2049 104 29 processing processing NOUN fbem-2049 104 30 analysis analysis NOUN fbem-2049 104 31 is be AUX fbem-2049 104 32 done do VERB fbem-2049 104 33 using use VERB fbem-2049 104 34 eviews eviews PROPN fbem-2049 104 35 software software NOUN fbem-2049 104 36 . . PUNCT fbem-2049 105 1 4.1 4.1 NUM fbem-2049 105 2 . . PUNCT fbem-2049 105 3 descriptive descriptive ADJ fbem-2049 105 4 statistical statistical ADJ fbem-2049 105 5 analysis analysis NOUN fbem-2049 105 6 after after ADP fbem-2049 105 7 logarithmic logarithmic ADJ fbem-2049 105 8 treatment treatment NOUN fbem-2049 105 9 of of ADP fbem-2049 105 10 the the DET fbem-2049 105 11 historical historical ADJ fbem-2049 105 12 data datum NOUN fbem-2049 105 13 of of ADP fbem-2049 105 14 the the DET fbem-2049 105 15 market market NOUN fbem-2049 105 16 indexes index NOUN fbem-2049 105 17 , , PUNCT fbem-2049 105 18 the the DET fbem-2049 105 19 three three NUM fbem-2049 105 20 stock stock NOUN fbem-2049 105 21 index index NOUN fbem-2049 105 22 returns return NOUN fbem-2049 105 23 are be AUX fbem-2049 105 24 smooth smooth ADJ fbem-2049 105 25 and and CCONJ fbem-2049 105 26 the the DET fbem-2049 105 27 statistical statistical ADJ fbem-2049 105 28 indicators indicator NOUN fbem-2049 105 29 of of ADP fbem-2049 105 30 the the DET fbem-2049 105 31 variables variable NOUN fbem-2049 105 32 are be AUX fbem-2049 105 33 shown show VERB fbem-2049 105 34 in in ADP fbem-2049 105 35 table table NOUN fbem-2049 105 36 2 2 NUM fbem-2049 105 37 . . PUNCT fbem-2049 105 38 table table NOUN fbem-2049 105 39 2 2 NUM fbem-2049 105 40 . . PUNCT fbem-2049 105 41 descriptive descriptive ADJ fbem-2049 105 42 statistics statistic NOUN fbem-2049 105 43 index index NOUN fbem-2049 105 44 mean mean VERB fbem-2049 105 45 median median PROPN fbem-2049 105 46 sd sd ADP fbem-2049 105 47 min min PROPN fbem-2049 105 48 max max PROPN fbem-2049 105 49 skewness skewness PROPN fbem-2049 105 50 kurtosis kurtosis VERB fbem-2049 105 51 sse sse NOUN fbem-2049 105 52 0.013 0.013 NUM fbem-2049 105 53 0.045 0.045 NUM fbem-2049 105 54 1.064 1.064 NUM fbem-2049 105 55 -8.034 -8.034 PUNCT fbem-2049 105 56 5.553 5.553 NUM fbem-2049 105 57 -0.629 -0.629 NUM fbem-2049 105 58 9.025 9.025 NUM fbem-2049 105 59 szse szse NOUN fbem-2049 105 60 0.031 0.031 NUM fbem-2049 105 61 0.050 0.050 NUM fbem-2049 105 62 1.393 1.393 NUM fbem-2049 105 63 -8.828 -8.828 NOUN fbem-2049 105 64 5.439 5.439 NUM fbem-2049 105 65 -0.602 -0.602 NUM fbem-2049 105 66 6.472 6.472 NUM fbem-2049 105 67 csi csi ADJ fbem-2049 105 68 energy energy NOUN fbem-2049 105 69 0.003 0.003 NUM fbem-2049 105 70 0.030 0.030 NUM fbem-2049 105 71 1.484 1.484 NUM fbem-2049 105 72 -8.056 -8.056 NUM fbem-2049 105 73 6.072 6.072 NUM fbem-2049 105 74 -0.199 -0.199 NOUN fbem-2049 105 75 6101 6101 NUM fbem-2049 105 76 the the DET fbem-2049 105 77 jb jb PROPN fbem-2049 105 78 values value NOUN fbem-2049 105 79 of of ADP fbem-2049 105 80 the the DET fbem-2049 105 81 three three NUM fbem-2049 105 82 returns return NOUN fbem-2049 105 83 are be AUX fbem-2049 105 84 1920.801 1920.801 NUM fbem-2049 105 85 , , PUNCT fbem-2049 105 86 684.950 684.950 NUM fbem-2049 105 87 , , PUNCT fbem-2049 105 88 and and CCONJ fbem-2049 105 89 495.547 495.547 NUM fbem-2049 105 90 , , PUNCT fbem-2049 105 91 respectively respectively ADV fbem-2049 105 92 , , PUNCT fbem-2049 105 93 indicating indicate VERB fbem-2049 105 94 that that SCONJ fbem-2049 105 95 none none NOUN fbem-2049 105 96 of of ADP fbem-2049 105 97 the the DET fbem-2049 105 98 series series NOUN fbem-2049 105 99 obeys obey VERB fbem-2049 105 100 the the DET fbem-2049 105 101 positive positive ADJ fbem-2049 105 102 - - PUNCT fbem-2049 105 103 terrestrial terrestrial ADJ fbem-2049 105 104 distribution distribution NOUN fbem-2049 105 105 . . PUNCT fbem-2049 106 1 4.2 4.2 NUM fbem-2049 106 2 . . PUNCT fbem-2049 107 1 garch garch NOUN fbem-2049 107 2 model model NOUN fbem-2049 107 3 the the DET fbem-2049 107 4 stock stock NOUN fbem-2049 107 5 price price NOUN fbem-2049 107 6 reflects reflect VERB fbem-2049 107 7 the the DET fbem-2049 107 8 risk risk NOUN fbem-2049 107 9 premium premium NOUN fbem-2049 107 10 of of ADP fbem-2049 107 11 the the DET fbem-2049 107 12 firm firm NOUN fbem-2049 107 13 . . PUNCT fbem-2049 108 1 the the DET fbem-2049 108 2 344 344 NUM fbem-2049 108 3 sample sample NOUN fbem-2049 108 4 data datum NOUN fbem-2049 108 5 are be AUX fbem-2049 108 6 all all PRON fbem-2049 108 7 time time NOUN fbem-2049 108 8 series series NOUN fbem-2049 108 9 , , PUNCT fbem-2049 108 10 and and CCONJ fbem-2049 108 11 in in ADP fbem-2049 108 12 order order NOUN fbem-2049 108 13 to to PART fbem-2049 108 14 avoid avoid VERB fbem-2049 108 15 the the DET fbem-2049 108 16 phenomenon phenomenon NOUN fbem-2049 108 17 of of ADP fbem-2049 108 18 pseudo pseudo NOUN fbem-2049 108 19 - - NOUN fbem-2049 108 20 regression regression NOUN fbem-2049 108 21 , , PUNCT fbem-2049 108 22 therefore therefore ADV fbem-2049 108 23 , , PUNCT fbem-2049 108 24 the the DET fbem-2049 108 25 article article NOUN fbem-2049 108 26 first first ADV fbem-2049 108 27 performs perform VERB fbem-2049 108 28 a a DET fbem-2049 108 29 smoothness smoothness ADJ fbem-2049 108 30 test test NOUN fbem-2049 108 31 on on ADP fbem-2049 108 32 the the DET fbem-2049 108 33 series series NOUN fbem-2049 108 34 before before ADP fbem-2049 108 35 conducting conduct VERB fbem-2049 108 36 the the DET fbem-2049 108 37 empirical empirical ADJ fbem-2049 108 38 analysis analysis NOUN fbem-2049 108 39 . . PUNCT fbem-2049 109 1 the the DET fbem-2049 109 2 results result NOUN fbem-2049 109 3 are be AUX fbem-2049 109 4 shown show VERB fbem-2049 109 5 in in ADP fbem-2049 109 6 table table NOUN fbem-2049 109 7 3 3 NUM fbem-2049 109 8 . . PUNCT fbem-2049 109 9 table table NOUN fbem-2049 109 10 3 3 NUM fbem-2049 109 11 . . PUNCT fbem-2049 110 1 adf adf NOUN fbem-2049 110 2 test test NOUN fbem-2049 110 3 results result VERB fbem-2049 110 4 index index NOUN fbem-2049 110 5 adf adf NOUN fbem-2049 110 6 p p PROPN fbem-2049 110 7 conclusion conclusion NOUN fbem-2049 110 8 sse sse NOUN fbem-2049 111 1 -34.758 -34.758 INTJ fbem-2049 111 2 * * PUNCT fbem-2049 111 3 * * PUNCT fbem-2049 111 4 * * PUNCT fbem-2049 111 5 0 0 NUM fbem-2049 111 6 stable stable ADJ fbem-2049 111 7 szse szse NOUN fbem-2049 111 8 -34.578 -34.578 PUNCT fbem-2049 112 1 * * PUNCT fbem-2049 112 2 * * PUNCT fbem-2049 112 3 * * PUNCT fbem-2049 112 4 0 0 NUM fbem-2049 112 5 stable stable ADJ fbem-2049 112 6 csi csi PROPN fbem-2049 112 7 energy energy NOUN fbem-2049 112 8 -35.864 -35.864 PUNCT fbem-2049 112 9 * * PUNCT fbem-2049 113 1 * * PUNCT fbem-2049 113 2 * * PUNCT fbem-2049 113 3 0 0 NUM fbem-2049 113 4 stable stable ADJ fbem-2049 113 5 note note NOUN fbem-2049 113 6 : : PUNCT fbem-2049 114 1 * * PUNCT fbem-2049 114 2 * * PUNCT fbem-2049 114 3 * * PUNCT fbem-2049 114 4 indicates indicate VERB fbem-2049 114 5 that that SCONJ fbem-2049 114 6 the the DET fbem-2049 114 7 original original ADJ fbem-2049 114 8 hypothesis hypothesis NOUN fbem-2049 114 9 is be AUX fbem-2049 114 10 rejected reject VERB fbem-2049 114 11 at at ADP fbem-2049 114 12 1 1 NUM fbem-2049 114 13 % % NOUN fbem-2049 114 14 significant significant ADJ fbem-2049 114 15 level level NOUN fbem-2049 114 16 , , PUNCT fbem-2049 114 17 indicating indicate VERB fbem-2049 114 18 that that SCONJ fbem-2049 114 19 the the DET fbem-2049 114 20 series series NOUN fbem-2049 114 21 is be AUX fbem-2049 114 22 smooth smooth ADJ fbem-2049 114 23 . . PUNCT fbem-2049 115 1 the the DET fbem-2049 115 2 results result NOUN fbem-2049 115 3 of of ADP fbem-2049 115 4 the the DET fbem-2049 115 5 adf adf NOUN fbem-2049 115 6 test test NOUN fbem-2049 115 7 in in ADP fbem-2049 115 8 table table NOUN fbem-2049 115 9 1 1 NUM fbem-2049 115 10 show show VERB fbem-2049 115 11 that that SCONJ fbem-2049 115 12 all all DET fbem-2049 115 13 three three NUM fbem-2049 115 14 stock stock NOUN fbem-2049 115 15 index index NOUN fbem-2049 115 16 return return NOUN fbem-2049 115 17 data datum NOUN fbem-2049 115 18 with with ADP fbem-2049 115 19 drift drift NOUN fbem-2049 115 20 terms term NOUN fbem-2049 115 21 are be AUX fbem-2049 115 22 smooth smooth ADJ fbem-2049 115 23 with with ADP fbem-2049 115 24 pvalues pvalue NOUN fbem-2049 115 25 of of ADP fbem-2049 115 26 zero zero NUM fbem-2049 115 27 , , PUNCT fbem-2049 115 28 i.e. i.e. X fbem-2049 115 29 , , PUNCT fbem-2049 115 30 the the DET fbem-2049 115 31 original original ADJ fbem-2049 115 32 hypothesis hypothesis NOUN fbem-2049 115 33 of of ADP fbem-2049 115 34 the the DET fbem-2049 115 35 existence existence NOUN fbem-2049 115 36 of of ADP fbem-2049 115 37 unit unit NOUN fbem-2049 115 38 root root NOUN fbem-2049 115 39 in in ADP fbem-2049 115 40 the the DET fbem-2049 115 41 time time NOUN fbem-2049 115 42 series series NOUN fbem-2049 115 43 is be AUX fbem-2049 115 44 not not PART fbem-2049 115 45 accepted accept VERB fbem-2049 115 46 , , PUNCT fbem-2049 115 47 and and CCONJ fbem-2049 115 48 the the DET fbem-2049 115 49 time time NOUN fbem-2049 115 50 series series PROPN fbem-2049 115 51 obeys obey VERB fbem-2049 115 52 the the DET fbem-2049 115 53 zero zero NUM fbem-2049 115 54 - - PUNCT fbem-2049 115 55 order order NOUN fbem-2049 115 56 single single ADJ fbem-2049 115 57 integer integer NOUN fbem-2049 115 58 i.e. i.e. X fbem-2049 115 59 , , PUNCT fbem-2049 115 60 i(0 i(0 PROPN fbem-2049 115 61 ) ) PUNCT fbem-2049 115 62 process process NOUN fbem-2049 115 63 . . PUNCT fbem-2049 116 1 then then ADV fbem-2049 116 2 , , PUNCT fbem-2049 116 3 the the DET fbem-2049 116 4 autocorrelation autocorrelation NOUN fbem-2049 116 5 test test NOUN fbem-2049 116 6 and and CCONJ fbem-2049 116 7 heteroskedasticity heteroskedasticity NOUN fbem-2049 116 8 test test NOUN fbem-2049 116 9 are be AUX fbem-2049 116 10 in in ADP fbem-2049 116 11 line line NOUN fbem-2049 116 12 with with ADP fbem-2049 116 13 the the DET fbem-2049 116 14 modeling modeling NOUN fbem-2049 116 15 requirements requirement NOUN fbem-2049 116 16 . . PUNCT fbem-2049 117 1 finally finally ADV fbem-2049 117 2 , , PUNCT fbem-2049 117 3 we we PRON fbem-2049 117 4 determine determine VERB fbem-2049 117 5 whether whether SCONJ fbem-2049 117 6 there there PRON fbem-2049 117 7 is be VERB fbem-2049 117 8 an an DET fbem-2049 117 9 arch arch ADJ fbem-2049 117 10 effect effect NOUN fbem-2049 117 11 . . PUNCT fbem-2049 118 1 the the DET fbem-2049 118 2 arch arch ADJ fbem-2049 118 3 - - PUNCT fbem-2049 118 4 lm lm NOUN fbem-2049 118 5 test test NOUN fbem-2049 118 6 results result NOUN fbem-2049 118 7 show show VERB fbem-2049 118 8 that that SCONJ fbem-2049 118 9 the the DET fbem-2049 118 10 original original ADJ fbem-2049 118 11 hypothesis hypothesis NOUN fbem-2049 118 12 is be AUX fbem-2049 118 13 rejected reject VERB fbem-2049 118 14 , , PUNCT fbem-2049 118 15 i.e. i.e. X fbem-2049 118 16 , , PUNCT fbem-2049 118 17 there there PRON fbem-2049 118 18 is be VERB fbem-2049 118 19 an an DET fbem-2049 118 20 arch arch ADJ fbem-2049 118 21 effect effect NOUN fbem-2049 118 22 in in ADP fbem-2049 118 23 the the DET fbem-2049 118 24 three three NUM fbem-2049 118 25 return return NOUN fbem-2049 118 26 series series NOUN fbem-2049 118 27 , , PUNCT fbem-2049 118 28 so so SCONJ fbem-2049 118 29 the the DET fbem-2049 118 30 modeling modeling NOUN fbem-2049 118 31 can can AUX fbem-2049 118 32 be be AUX fbem-2049 118 33 performed perform VERB fbem-2049 118 34 . . PUNCT fbem-2049 119 1 4.3 4.3 NUM fbem-2049 119 2 . . PUNCT fbem-2049 119 3 parameter parameter PROPN fbem-2049 119 4 estimation estimation NOUN fbem-2049 119 5 of of ADP fbem-2049 119 6 garch garch NOUN fbem-2049 119 7 model model NOUN fbem-2049 119 8 the the DET fbem-2049 119 9 results result NOUN fbem-2049 119 10 of of ADP fbem-2049 119 11 the the DET fbem-2049 119 12 garch garch NOUN fbem-2049 119 13 model model NOUN fbem-2049 119 14 fit fit NOUN fbem-2049 119 15 are be AUX fbem-2049 119 16 as as SCONJ fbem-2049 119 17 follows follow NOUN fbem-2049 119 18 . . PUNCT fbem-2049 120 1 sse sse PROPN fbem-2049 120 2 : : PUNCT fbem-2049 120 3 𝑒 𝑒 NOUN fbem-2049 120 4 , , PUNCT fbem-2049 120 5 0.0445𝑒 0.0445𝑒 ADJ fbem-2049 120 6 , , PUNCT fbem-2049 120 7 πœ€ πœ€ X fbem-2049 120 8 , , PUNCT fbem-2049 120 9 𝜎 𝜎 PROPN fbem-2049 120 10 , , PUNCT fbem-2049 120 11 0.021 0.021 NUM fbem-2049 120 12 0.113πœ€ 0.113πœ€ ADJ fbem-2049 120 13 , , PUNCT fbem-2049 120 14 0.879𝜎 0.879𝜎 ADJ fbem-2049 120 15 , , PUNCT fbem-2049 120 16 szse szse NOUN fbem-2049 120 17 : : PUNCT fbem-2049 120 18 𝑒 𝑒 NOUN fbem-2049 120 19 , , PUNCT fbem-2049 120 20 0.047𝑒 0.047𝑒 ADJ fbem-2049 120 21 , , PUNCT fbem-2049 120 22 πœ€ πœ€ X fbem-2049 120 23 , , PUNCT fbem-2049 120 24 𝜎 𝜎 PROPN fbem-2049 120 25 , , PUNCT fbem-2049 120 26 0.056 0.056 NUM fbem-2049 120 27 0.099πœ€ 0.099πœ€ NOUN fbem-2049 120 28 , , PUNCT fbem-2049 120 29 0.877𝜎 0.877𝜎 NUM fbem-2049 120 30 , , PUNCT fbem-2049 120 31 csi csi PROPN fbem-2049 120 32 energy energy NOUN fbem-2049 120 33 : : PUNCT fbem-2049 120 34 𝑒 𝑒 X fbem-2049 120 35 , , PUNCT fbem-2049 120 36 0.030𝑒 0.030𝑒 ADJ fbem-2049 120 37 , , PUNCT fbem-2049 120 38 πœ€ πœ€ PROPN fbem-2049 120 39 , , PUNCT fbem-2049 120 40 𝜎 𝜎 PROPN fbem-2049 120 41 , , PUNCT fbem-2049 120 42 0.108 0.108 NUM fbem-2049 120 43 0.118πœ€ 0.118πœ€ NOUN fbem-2049 120 44 , , PUNCT fbem-2049 120 45 0.836𝜎 0.836𝜎 PROPN fbem-2049 120 46 , , PUNCT fbem-2049 120 47 in in ADP fbem-2049 120 48 the the DET fbem-2049 120 49 arch arch ADJ fbem-2049 120 50 models model NOUN fbem-2049 120 51 for for ADP fbem-2049 120 52 the the DET fbem-2049 120 53 daily daily ADJ fbem-2049 120 54 returns return NOUN fbem-2049 120 55 of of ADP fbem-2049 120 56 sse sse NOUN fbem-2049 120 57 , , PUNCT fbem-2049 120 58 szse szse NOUN fbem-2049 120 59 and and CCONJ fbem-2049 120 60 csi csi PROPN fbem-2049 120 61 , , PUNCT fbem-2049 120 62 the the DET fbem-2049 120 63 coefficients coefficient NOUN fbem-2049 120 64 of of ADP fbem-2049 120 65 the the DET fbem-2049 120 66 arch arch ADJ fbem-2049 120 67 and and CCONJ fbem-2049 120 68 garch garch NOUN fbem-2049 120 69 terms term NOUN fbem-2049 120 70 are be AUX fbem-2049 120 71 equal equal ADJ fbem-2049 120 72 to to ADP fbem-2049 120 73 1 1 NUM fbem-2049 120 74 , , PUNCT fbem-2049 120 75 which which PRON fbem-2049 120 76 means mean VERB fbem-2049 120 77 that that SCONJ fbem-2049 120 78 the the DET fbem-2049 120 79 return return NOUN fbem-2049 120 80 series series NOUN fbem-2049 120 81 have have VERB fbem-2049 120 82 strong strong ADJ fbem-2049 120 83 volatility volatility NOUN fbem-2049 120 84 persistence persistence NOUN fbem-2049 120 85 . . PUNCT fbem-2049 121 1 the the DET fbem-2049 121 2 residuals residual NOUN fbem-2049 121 3 obey obey VERB fbem-2049 121 4 the the DET fbem-2049 121 5 t t NOUN fbem-2049 121 6 - - PUNCT fbem-2049 121 7 distribution distribution NOUN fbem-2049 121 8 with with ADP fbem-2049 121 9 significant significant ADJ fbem-2049 121 10 degrees degree NOUN fbem-2049 121 11 of of ADP fbem-2049 121 12 freedom freedom NOUN fbem-2049 121 13 , , PUNCT fbem-2049 121 14 indicating indicate VERB fbem-2049 121 15 that that SCONJ fbem-2049 121 16 the the DET fbem-2049 121 17 distribution distribution NOUN fbem-2049 121 18 of of ADP fbem-2049 121 19 the the DET fbem-2049 121 20 return return NOUN fbem-2049 121 21 series series NOUN fbem-2049 121 22 is be AUX fbem-2049 121 23 " " PUNCT fbem-2049 121 24 spiky spiky NOUN fbem-2049 121 25 and and CCONJ fbem-2049 121 26 thick thick ADJ fbem-2049 121 27 - - PUNCT fbem-2049 121 28 tailed tailed ADJ fbem-2049 121 29 " " PUNCT fbem-2049 121 30 , , PUNCT fbem-2049 121 31 which which PRON fbem-2049 121 32 is be AUX fbem-2049 121 33 consistent consistent ADJ fbem-2049 121 34 with with ADP fbem-2049 121 35 the the DET fbem-2049 121 36 actual actual ADJ fbem-2049 121 37 situation situation NOUN fbem-2049 121 38 caused cause VERB fbem-2049 121 39 by by ADP fbem-2049 121 40 new new ADJ fbem-2049 121 41 policies policy NOUN fbem-2049 121 42 in in ADP fbem-2049 121 43 the the DET fbem-2049 121 44 financial financial ADJ fbem-2049 121 45 market market NOUN fbem-2049 121 46 . . PUNCT fbem-2049 122 1 the the DET fbem-2049 122 2 estimated estimate VERB fbem-2049 122 3 models model NOUN fbem-2049 122 4 are be AUX fbem-2049 122 5 tested test VERB fbem-2049 122 6 for for ADP fbem-2049 122 7 residual residual ADJ fbem-2049 122 8 autocorrelation autocorrelation NOUN fbem-2049 122 9 and and CCONJ fbem-2049 122 10 heteroskedasticity heteroskedasticity NOUN fbem-2049 122 11 , , PUNCT fbem-2049 122 12 and and CCONJ fbem-2049 122 13 the the DET fbem-2049 122 14 results result NOUN fbem-2049 122 15 show show VERB fbem-2049 122 16 that that SCONJ fbem-2049 122 17 the the DET fbem-2049 122 18 constructed construct VERB fbem-2049 122 19 garch garch NOUN fbem-2049 122 20 model model NOUN fbem-2049 122 21 eliminates eliminate VERB fbem-2049 122 22 autocorrelation autocorrelation NOUN fbem-2049 122 23 and and CCONJ fbem-2049 122 24 does do AUX fbem-2049 122 25 not not PART fbem-2049 122 26 contain contain VERB fbem-2049 122 27 arch arch ADJ fbem-2049 122 28 effects effect NOUN fbem-2049 122 29 . . PUNCT fbem-2049 123 1 therefore therefore ADV fbem-2049 123 2 , , PUNCT fbem-2049 123 3 the the DET fbem-2049 123 4 garch garch NOUN fbem-2049 123 5 models model NOUN fbem-2049 123 6 fitted fit VERB fbem-2049 123 7 for for ADP fbem-2049 123 8 the the DET fbem-2049 123 9 three three NUM fbem-2049 123 10 stock stock NOUN fbem-2049 123 11 index index NOUN fbem-2049 123 12 returns return NOUN fbem-2049 123 13 are be AUX fbem-2049 123 14 valid valid ADJ fbem-2049 123 15 . . PUNCT fbem-2049 124 1 several several ADJ fbem-2049 124 2 iterations iteration NOUN fbem-2049 124 3 of of ADP fbem-2049 124 4 the the DET fbem-2049 124 5 time time NOUN fbem-2049 124 6 series series NOUN fbem-2049 124 7 of of ADP fbem-2049 124 8 the the DET fbem-2049 124 9 three three NUM fbem-2049 124 10 markets market NOUN fbem-2049 124 11 were be AUX fbem-2049 124 12 performed perform VERB fbem-2049 124 13 to to PART fbem-2049 124 14 finally finally ADV fbem-2049 124 15 obtain obtain VERB fbem-2049 124 16 the the DET fbem-2049 124 17 convergence convergence NOUN fbem-2049 124 18 point point NOUN fbem-2049 124 19 garch garch NOUN fbem-2049 124 20 model model NOUN fbem-2049 124 21 . . PUNCT fbem-2049 125 1 the the DET fbem-2049 125 2 results result NOUN fbem-2049 125 3 in in ADP fbem-2049 125 4 table table NOUN fbem-2049 125 5 4 4 NUM fbem-2049 125 6 show show NOUN fbem-2049 125 7 . . PUNCT fbem-2049 126 1 in in ADP fbem-2049 126 2 the the DET fbem-2049 126 3 matrix matrix NOUN fbem-2049 126 4 expressions expression NOUN fbem-2049 126 5 , , PUNCT fbem-2049 126 6 the the DET fbem-2049 126 7 parameter parameter NOUN fbem-2049 126 8 z z NOUN fbem-2049 126 9 values value NOUN fbem-2049 126 10 of of ADP fbem-2049 126 11 all all DET fbem-2049 126 12 three three NUM fbem-2049 126 13 returns return NOUN fbem-2049 126 14 are be AUX fbem-2049 126 15 significant significant ADJ fbem-2049 126 16 , , PUNCT fbem-2049 126 17 indicating indicate VERB fbem-2049 126 18 that that SCONJ fbem-2049 126 19 there there PRON fbem-2049 126 20 is be VERB fbem-2049 126 21 a a DET fbem-2049 126 22 significant significant ADJ fbem-2049 126 23 contagion contagion NOUN fbem-2049 126 24 effect effect NOUN fbem-2049 126 25 between between ADP fbem-2049 126 26 the the DET fbem-2049 126 27 sse sse NOUN fbem-2049 126 28 , , PUNCT fbem-2049 126 29 szse szse NOUN fbem-2049 126 30 , , PUNCT fbem-2049 126 31 and and CCONJ fbem-2049 126 32 csi csi PROPN fbem-2049 126 33 stock stock NOUN fbem-2049 126 34 index index NOUN fbem-2049 126 35 returns return NOUN fbem-2049 126 36 . . PUNCT fbem-2049 127 1 table table NOUN fbem-2049 127 2 4 4 NUM fbem-2049 127 3 . . PUNCT fbem-2049 128 1 parameters parameter NOUN fbem-2049 128 2 estimation estimation NOUN fbem-2049 128 3 of of ADP fbem-2049 128 4 garch garch NOUN fbem-2049 128 5 model model NOUN fbem-2049 128 6 matrix matrix NOUN fbem-2049 128 7 parameters parameter NOUN fbem-2049 128 8 c c PROPN fbem-2049 128 9 sse sse PROPN fbem-2049 128 10 szse szse PROPN fbem-2049 128 11 csi csi PROPN fbem-2049 128 12 energy energy NOUN fbem-2049 128 13 sse sse NOUN fbem-2049 128 14 0.0147 0.0147 NUM fbem-2049 129 1 [ [ X fbem-2049 129 2 4.5608 4.5608 NUM fbem-2049 129 3 ] ] PUNCT fbem-2049 129 4 0.7227 0.7227 NUM fbem-2049 130 1 [ [ X fbem-2049 130 2 17.9320 17.9320 NUM fbem-2049 130 3 ] ] X fbem-2049 130 4 0.5906 0.5906 NUM fbem-2049 130 5 [ [ X fbem-2049 130 6 86.8459 86.8459 NUM fbem-2049 130 7 ] ] PUNCT fbem-2049 131 1 0.0191 0.0191 NUM fbem-2049 131 2 [ [ X fbem-2049 131 3 27.0440 27.0440 NUM fbem-2049 131 4 ] ] X fbem-2049 131 5 szse szse NOUN fbem-2049 131 6 0.0473 0.0473 NUM fbem-2049 131 7 [ [ X fbem-2049 131 8 4.9973 4.9973 NUM fbem-2049 131 9 ] ] PUNCT fbem-2049 131 10 1.3832 1.3832 NUM fbem-2049 131 11 [ [ X fbem-2049 131 12 91.8121 91.8121 NUM fbem-2049 131 13 ] ] X fbem-2049 131 14 0.6478 0.6478 NUM fbem-2049 132 1 [ [ X fbem-2049 132 2 13.2144 13.2144 NUM fbem-2049 132 3 ] ] PUNCT fbem-2049 132 4 -0.1601 -0.1601 NOUN fbem-2049 133 1 [ [ X fbem-2049 133 2 -13.2007 -13.2007 X fbem-2049 133 3 ] ] X fbem-2049 133 4 csi csi PROPN fbem-2049 133 5 energy energy NOUN fbem-2049 133 6 0.0171 0.0171 NUM fbem-2049 134 1 [ [ X fbem-2049 134 2 3.7883 3.7883 NUM fbem-2049 134 3 ] ] PUNCT fbem-2049 134 4 1.4903 1.4903 NUM fbem-2049 134 5 [ [ X fbem-2049 134 6 30.2667 30.2667 NUM fbem-2049 134 7 ] ] PUNCT fbem-2049 134 8 -0.4575 -0.4575 X fbem-2049 135 1 [ [ X fbem-2049 135 2 -11.8454 -11.8454 X fbem-2049 135 3 ] ] X fbem-2049 135 4 0.8741 0.8741 NUM fbem-2049 135 5 [ [ X fbem-2049 135 6 48.8007 48.8007 NUM fbem-2049 135 7 ] ] X fbem-2049 135 8 5 5 NUM fbem-2049 135 9 . . X fbem-2049 135 10 conclusion conclusion NOUN fbem-2049 135 11 based base VERB fbem-2049 135 12 on on ADP fbem-2049 135 13 the the DET fbem-2049 135 14 internal internal ADJ fbem-2049 135 15 factors factor NOUN fbem-2049 135 16 of of ADP fbem-2049 135 17 enterprise enterprise NOUN fbem-2049 135 18 credit credit NOUN fbem-2049 135 19 chain chain NOUN fbem-2049 135 20 , , PUNCT fbem-2049 135 21 the the DET fbem-2049 135 22 article article NOUN fbem-2049 135 23 uses use VERB fbem-2049 135 24 social social ADJ fbem-2049 135 25 network network NOUN fbem-2049 135 26 model model NOUN fbem-2049 135 27 to to PART fbem-2049 135 28 analyze analyze VERB fbem-2049 135 29 the the DET fbem-2049 135 30 correlation correlation NOUN fbem-2049 135 31 among among ADP fbem-2049 135 32 enterprises enterprise NOUN fbem-2049 135 33 in in ADP fbem-2049 135 34 the the DET fbem-2049 135 35 silicon silicon NOUN fbem-2049 135 36 energy energy NOUN fbem-2049 135 37 market market NOUN fbem-2049 135 38 in in ADP fbem-2049 135 39 2020 2020 NUM fbem-2049 135 40 and and CCONJ fbem-2049 135 41 2021 2021 NUM fbem-2049 135 42 . . PUNCT fbem-2049 136 1 with with ADP fbem-2049 136 2 the the DET fbem-2049 136 3 advancement advancement NOUN fbem-2049 136 4 of of ADP fbem-2049 136 5 the the DET fbem-2049 136 6 " " PUNCT fbem-2049 136 7 dual dual ADJ fbem-2049 136 8 carbon carbon NOUN fbem-2049 136 9 " " PUNCT fbem-2049 136 10 strategy strategy NOUN fbem-2049 136 11 , , PUNCT fbem-2049 136 12 the the DET fbem-2049 136 13 core core NOUN fbem-2049 136 14 companies company NOUN fbem-2049 136 15 in in ADP fbem-2049 136 16 the the DET fbem-2049 136 17 supply supply NOUN fbem-2049 136 18 chain chain NOUN fbem-2049 136 19 are be AUX fbem-2049 136 20 shifting shift VERB fbem-2049 136 21 and and CCONJ fbem-2049 136 22 the the DET fbem-2049 136 23 upstream upstream ADJ fbem-2049 136 24 and and CCONJ fbem-2049 136 25 downstream downstream ADJ fbem-2049 136 26 companies company NOUN fbem-2049 136 27 are be AUX fbem-2049 136 28 changing change VERB fbem-2049 136 29 their their PRON fbem-2049 136 30 interconnectedness interconnectedness NOUN fbem-2049 136 31 . . PUNCT fbem-2049 137 1 it it PRON fbem-2049 137 2 can can AUX fbem-2049 137 3 be be AUX fbem-2049 137 4 seen see VERB fbem-2049 137 5 that that SCONJ fbem-2049 137 6 the the DET fbem-2049 137 7 " " PUNCT fbem-2049 137 8 double double ADJ fbem-2049 137 9 carbon carbon NOUN fbem-2049 137 10 " " PUNCT fbem-2049 137 11 target target NOUN fbem-2049 137 12 has have VERB fbem-2049 137 13 a a DET fbem-2049 137 14 significant significant ADJ fbem-2049 137 15 impact impact NOUN fbem-2049 137 16 on on ADP fbem-2049 137 17 the the DET fbem-2049 137 18 silicon silicon NOUN fbem-2049 137 19 energy energy NOUN fbem-2049 137 20 market market NOUN fbem-2049 137 21 . . PUNCT fbem-2049 138 1 based base VERB fbem-2049 138 2 on on ADP fbem-2049 138 3 the the DET fbem-2049 138 4 external external ADJ fbem-2049 138 5 factors factor NOUN fbem-2049 138 6 of of ADP fbem-2049 138 7 the the DET fbem-2049 138 8 economic economic ADJ fbem-2049 138 9 environment environment NOUN fbem-2049 138 10 chain chain NOUN fbem-2049 138 11 , , PUNCT fbem-2049 138 12 the the DET fbem-2049 138 13 article article NOUN fbem-2049 138 14 uses use VERB fbem-2049 138 15 the the DET fbem-2049 138 16 var var ADJ fbem-2049 138 17 - - PUNCT fbem-2049 138 18 garch garch NOUN fbem-2049 138 19 model model NOUN fbem-2049 138 20 to to PART fbem-2049 138 21 empirically empirically ADV fbem-2049 138 22 analyze analyze VERB fbem-2049 138 23 the the DET fbem-2049 138 24 risk risk NOUN fbem-2049 138 25 contagion contagion NOUN fbem-2049 138 26 effect effect NOUN fbem-2049 138 27 among among ADP fbem-2049 138 28 sse sse PROPN fbem-2049 138 29 index index NOUN fbem-2049 138 30 , , PUNCT fbem-2049 138 31 szsi szsi ADJ fbem-2049 138 32 index index NOUN fbem-2049 138 33 and and CCONJ fbem-2049 138 34 csi csi ADJ fbem-2049 138 35 energy energy NOUN fbem-2049 138 36 from from ADP fbem-2049 138 37 january january PROPN fbem-2049 138 38 3 3 NUM fbem-2049 138 39 , , PUNCT fbem-2049 138 40 2017 2017 NUM fbem-2049 138 41 to to ADP fbem-2049 138 42 december december PROPN fbem-2049 138 43 31 31 NUM fbem-2049 138 44 , , PUNCT fbem-2049 138 45 2021 2021 NUM fbem-2049 138 46 . . PUNCT fbem-2049 139 1 based base VERB fbem-2049 139 2 on on ADP fbem-2049 139 3 the the DET fbem-2049 139 4 above above ADJ fbem-2049 139 5 analysis analysis NOUN fbem-2049 139 6 , , PUNCT fbem-2049 139 7 the the DET fbem-2049 139 8 following follow VERB fbem-2049 139 9 conclusions conclusion NOUN fbem-2049 139 10 are be AUX fbem-2049 139 11 drawn draw VERB fbem-2049 139 12 : : PUNCT fbem-2049 139 13 firstly firstly ADV fbem-2049 139 14 , , PUNCT fbem-2049 139 15 the the DET fbem-2049 139 16 development development NOUN fbem-2049 139 17 of of ADP fbem-2049 139 18 china china PROPN fbem-2049 139 19 's 's PART fbem-2049 139 20 financial financial ADJ fbem-2049 139 21 market market NOUN fbem-2049 139 22 is be AUX fbem-2049 139 23 still still ADV fbem-2049 139 24 immature immature ADJ fbem-2049 139 25 , , PUNCT fbem-2049 139 26 and and CCONJ fbem-2049 139 27 the the DET fbem-2049 139 28 realization realization NOUN fbem-2049 139 29 of of ADP fbem-2049 139 30 the the DET fbem-2049 139 31 " " PUNCT fbem-2049 139 32 double double ADJ fbem-2049 139 33 carbon carbon NOUN fbem-2049 139 34 " " PUNCT fbem-2049 139 35 target target NOUN fbem-2049 139 36 has have VERB fbem-2049 139 37 a a DET fbem-2049 139 38 certain certain ADJ fbem-2049 139 39 impact impact NOUN fbem-2049 139 40 on on ADP fbem-2049 139 41 the the DET fbem-2049 139 42 relatedness relatedness NOUN fbem-2049 139 43 of of ADP fbem-2049 139 44 the the DET fbem-2049 139 45 node node ADJ fbem-2049 139 46 enterprises enterprise NOUN fbem-2049 139 47 in in ADP fbem-2049 139 48 the the DET fbem-2049 139 49 supply supply NOUN fbem-2049 139 50 chain chain NOUN fbem-2049 139 51 , , PUNCT fbem-2049 139 52 which which PRON fbem-2049 139 53 has have AUX fbem-2049 139 54 led lead VERB fbem-2049 139 55 to to ADP fbem-2049 139 56 the the DET fbem-2049 139 57 reduction reduction NOUN fbem-2049 139 58 of of ADP fbem-2049 139 59 the the DET fbem-2049 139 60 differentiation differentiation NOUN fbem-2049 139 61 of of ADP fbem-2049 139 62 the the DET fbem-2049 139 63 network network NOUN fbem-2049 139 64 structure structure NOUN fbem-2049 139 65 and and CCONJ fbem-2049 139 66 the the DET fbem-2049 139 67 more more ADV fbem-2049 139 68 obvious obvious ADJ fbem-2049 139 69 centralization centralization NOUN fbem-2049 139 70 . . PUNCT fbem-2049 140 1 the the PRON fbem-2049 140 2 higher high ADJ fbem-2049 140 3 the the DET fbem-2049 140 4 level level NOUN fbem-2049 140 5 of of ADP fbem-2049 140 6 creditworthiness creditworthiness NOUN fbem-2049 140 7 of of ADP fbem-2049 140 8 enterprises enterprise NOUN fbem-2049 140 9 , , PUNCT fbem-2049 140 10 the the PRON fbem-2049 140 11 stronger strong ADJ fbem-2049 140 12 the the DET fbem-2049 140 13 ability ability NOUN fbem-2049 140 14 to to PART fbem-2049 140 15 prevent prevent VERB fbem-2049 140 16 and and CCONJ fbem-2049 140 17 control control VERB fbem-2049 140 18 risks risk NOUN fbem-2049 140 19 . . PUNCT fbem-2049 141 1 secondly secondly ADV fbem-2049 141 2 , , PUNCT fbem-2049 141 3 the the DET fbem-2049 141 4 empirical empirical ADJ fbem-2049 141 5 analysis analysis NOUN fbem-2049 141 6 found find VERB fbem-2049 141 7 that that SCONJ fbem-2049 141 8 the the DET fbem-2049 141 9 three three NUM fbem-2049 141 10 stock stock NOUN fbem-2049 141 11 index index NOUN fbem-2049 141 12 log log NOUN fbem-2049 141 13 return return NOUN fbem-2049 141 14 series series NOUN fbem-2049 141 15 have have VERB fbem-2049 141 16 spikes spike NOUN fbem-2049 141 17 and and CCONJ fbem-2049 141 18 thick thick ADJ fbem-2049 141 19 tails tail NOUN fbem-2049 141 20 , , PUNCT fbem-2049 141 21 and and CCONJ fbem-2049 141 22 the the DET fbem-2049 141 23 garch garch NOUN fbem-2049 141 24 model model NOUN fbem-2049 141 25 can can AUX fbem-2049 141 26 better well ADV fbem-2049 141 27 predict predict VERB fbem-2049 141 28 the the DET fbem-2049 141 29 market market NOUN fbem-2049 141 30 return return NOUN fbem-2049 141 31 volatility volatility NOUN fbem-2049 141 32 . . PUNCT fbem-2049 142 1 thirdly thirdly ADV fbem-2049 142 2 , , PUNCT fbem-2049 142 3 the the DET fbem-2049 142 4 results result NOUN fbem-2049 142 5 of of ADP fbem-2049 142 6 the the DET fbem-2049 142 7 garch garch NOUN fbem-2049 142 8 model model NOUN fbem-2049 142 9 show show VERB fbem-2049 142 10 that that SCONJ fbem-2049 142 11 the the DET fbem-2049 142 12 economic economic ADJ fbem-2049 142 13 environment environment NOUN fbem-2049 142 14 will will AUX fbem-2049 142 15 have have VERB fbem-2049 142 16 some some DET fbem-2049 142 17 impact impact NOUN fbem-2049 142 18 on on ADP fbem-2049 142 19 the the DET fbem-2049 142 20 energy energy NOUN fbem-2049 142 21 market market NOUN fbem-2049 142 22 and and CCONJ fbem-2049 142 23 there there PRON fbem-2049 142 24 is be VERB fbem-2049 142 25 a a DET fbem-2049 142 26 risk risk NOUN fbem-2049 142 27 contagion contagion NOUN fbem-2049 142 28 effect effect NOUN fbem-2049 142 29 among among ADP fbem-2049 142 30 supply supply NOUN fbem-2049 142 31 chains chain NOUN fbem-2049 142 32 under under ADP fbem-2049 142 33 unexpected unexpected ADJ fbem-2049 142 34 events event NOUN fbem-2049 142 35 . . PUNCT fbem-2049 143 1 in in ADP fbem-2049 143 2 order order NOUN fbem-2049 143 3 to to PART fbem-2049 143 4 identify identify VERB fbem-2049 143 5 and and CCONJ fbem-2049 143 6 mitigate mitigate VERB fbem-2049 143 7 different different ADJ fbem-2049 143 8 risks risk NOUN fbem-2049 143 9 , , PUNCT fbem-2049 143 10 maintain maintain VERB fbem-2049 143 11 the the DET fbem-2049 143 12 stability stability NOUN fbem-2049 143 13 of of ADP fbem-2049 143 14 the the DET fbem-2049 143 15 supply supply NOUN fbem-2049 143 16 chain chain NOUN fbem-2049 143 17 system system NOUN fbem-2049 143 18 , , PUNCT fbem-2049 143 19 and and CCONJ fbem-2049 143 20 help help VERB fbem-2049 143 21 the the DET fbem-2049 143 22 implementation implementation NOUN fbem-2049 143 23 of of ADP fbem-2049 143 24 the the DET fbem-2049 143 25 " " PUNCT fbem-2049 143 26 double double ADJ fbem-2049 143 27 carbon carbon NOUN fbem-2049 143 28 " " PUNCT fbem-2049 143 29 target target NOUN fbem-2049 143 30 strategy strategy NOUN fbem-2049 143 31 , , PUNCT fbem-2049 143 32 the the DET fbem-2049 143 33 following follow VERB fbem-2049 143 34 recommendations recommendation NOUN fbem-2049 143 35 are be AUX fbem-2049 143 36 proposed propose VERB fbem-2049 143 37 : : PUNCT fbem-2049 143 38 firstly firstly ADV fbem-2049 143 39 , , PUNCT fbem-2049 143 40 enterprises enterprise NOUN fbem-2049 143 41 should should AUX fbem-2049 143 42 improve improve VERB fbem-2049 143 43 their their PRON fbem-2049 143 44 own own ADJ fbem-2049 143 45 operational operational ADJ fbem-2049 143 46 capabilities capability NOUN fbem-2049 143 47 , , PUNCT fbem-2049 143 48 strengthen strengthen VERB fbem-2049 143 49 risk risk NOUN fbem-2049 143 50 prevention prevention NOUN fbem-2049 143 51 and and CCONJ fbem-2049 143 52 control control NOUN fbem-2049 143 53 tools tool NOUN fbem-2049 143 54 , , PUNCT fbem-2049 143 55 and and CCONJ fbem-2049 143 56 improve improve VERB fbem-2049 143 57 their their PRON fbem-2049 143 58 own own ADJ fbem-2049 143 59 creditworthiness creditworthiness NOUN fbem-2049 143 60 . . PUNCT fbem-2049 144 1 secondly secondly ADV fbem-2049 144 2 , , PUNCT fbem-2049 144 3 policy policy NOUN fbem-2049 144 4 makers maker NOUN fbem-2049 144 5 or or CCONJ fbem-2049 144 6 market market NOUN fbem-2049 144 7 monitors monitor NOUN fbem-2049 144 8 should should AUX fbem-2049 144 9 be be AUX fbem-2049 144 10 forward forward ADV fbem-2049 144 11 - - PUNCT fbem-2049 144 12 looking look VERB fbem-2049 144 13 and and CCONJ fbem-2049 144 14 try try VERB fbem-2049 144 15 to to PART fbem-2049 144 16 curb curb VERB fbem-2049 144 17 risks risk NOUN fbem-2049 144 18 at at ADP fbem-2049 144 19 the the DET fbem-2049 144 20 source source NOUN fbem-2049 144 21 , , PUNCT fbem-2049 144 22 345 345 NUM fbem-2049 144 23 so so SCONJ fbem-2049 144 24 as as SCONJ fbem-2049 144 25 to to PART fbem-2049 144 26 maintain maintain VERB fbem-2049 144 27 the the DET fbem-2049 144 28 overall overall ADJ fbem-2049 144 29 stability stability NOUN fbem-2049 144 30 of of ADP fbem-2049 144 31 supply supply NOUN fbem-2049 144 32 chain chain NOUN fbem-2049 144 33 finance finance NOUN fbem-2049 144 34 . . PUNCT fbem-2049 145 1 thirdly thirdly ADV fbem-2049 145 2 , , PUNCT fbem-2049 145 3 the the DET fbem-2049 145 4 system system NOUN fbem-2049 145 5 related relate VERB fbem-2049 145 6 to to PART fbem-2049 145 7 supply supply VERB fbem-2049 145 8 chain chain NOUN fbem-2049 145 9 finance finance NOUN fbem-2049 145 10 in in ADP fbem-2049 145 11 china china PROPN fbem-2049 145 12 is be AUX fbem-2049 145 13 not not PART fbem-2049 145 14 comprehensive comprehensive ADJ fbem-2049 145 15 , , PUNCT fbem-2049 145 16 and and CCONJ fbem-2049 145 17 a a DET fbem-2049 145 18 proper proper ADJ fbem-2049 145 19 mechanism mechanism NOUN fbem-2049 145 20 at at ADP fbem-2049 145 21 this this DET fbem-2049 145 22 time time NOUN fbem-2049 145 23 is be AUX fbem-2049 145 24 conducive conducive ADJ fbem-2049 145 25 to to ADP fbem-2049 145 26 the the DET fbem-2049 145 27 sustainability sustainability NOUN fbem-2049 145 28 of of ADP fbem-2049 145 29 supply supply NOUN fbem-2049 145 30 chain chain NOUN fbem-2049 145 31 finance finance NOUN fbem-2049 145 32 , , PUNCT fbem-2049 145 33 and and CCONJ fbem-2049 145 34 also also ADV fbem-2049 145 35 more more ADV fbem-2049 145 36 conducive conducive ADJ fbem-2049 145 37 to to ADP fbem-2049 145 38 the the DET fbem-2049 145 39 prevention prevention NOUN fbem-2049 145 40 of of ADP fbem-2049 145 41 supply supply NOUN fbem-2049 145 42 chain chain NOUN fbem-2049 145 43 finance finance NOUN fbem-2049 145 44 risks risk NOUN fbem-2049 145 45 . . PUNCT fbem-2049 146 1 acknowledgment acknowledgment NOUN fbem-2049 146 2 this this DET fbem-2049 146 3 work work NOUN fbem-2049 146 4 was be AUX fbem-2049 146 5 supported support VERB fbem-2049 146 6 in in ADP fbem-2049 146 7 part part NOUN fbem-2049 146 8 by by ADP fbem-2049 146 9 the the DET fbem-2049 146 10 postgraduate postgraduate NOUN fbem-2049 146 11 research research NOUN fbem-2049 146 12 innovation innovation NOUN fbem-2049 146 13 fund fund NOUN fbem-2049 146 14 project project NOUN fbem-2049 146 15 of of ADP fbem-2049 146 16 anhui anhui PROPN fbem-2049 146 17 university university PROPN fbem-2049 146 18 of of ADP fbem-2049 146 19 finance finance NOUN fbem-2049 146 20 and and CCONJ fbem-2049 146 21 economics economic NOUN fbem-2049 146 22 ( ( PUNCT fbem-2049 146 23 number number NOUN fbem-2049 146 24 : : PUNCT fbem-2049 146 25 acyc2021242 acyc2021242 PROPN fbem-2049 146 26 ) ) PUNCT fbem-2049 146 27 . . PUNCT fbem-2049 147 1 the the DET fbem-2049 147 2 authors author NOUN fbem-2049 147 3 sincerely sincerely ADV fbem-2049 147 4 thank thank VERB fbem-2049 147 5 anonymous anonymous ADJ fbem-2049 147 6 referees referee NOUN fbem-2049 147 7 for for ADP fbem-2049 147 8 their their PRON fbem-2049 147 9 valuable valuable ADJ fbem-2049 147 10 comments comment NOUN fbem-2049 147 11 and and CCONJ fbem-2049 147 12 recommendations recommendation NOUN fbem-2049 147 13 . . PUNCT fbem-2049 148 1 references reference NOUN fbem-2049 148 2 [ [ X fbem-2049 148 3 1 1 NUM fbem-2049 148 4 ] ] X fbem-2049 148 5 kun kun NOUN fbem-2049 148 6 , , PUNCT fbem-2049 148 7 w.et w.et VERB fbem-2049 148 8 al al PROPN fbem-2049 148 9 . . PUNCT fbem-2049 149 1 a a DET fbem-2049 149 2 transition transition NOUN fbem-2049 149 3 mechanism mechanism NOUN fbem-2049 149 4 for for ADP fbem-2049 149 5 the the DET fbem-2049 149 6 participation participation NOUN fbem-2049 149 7 of of ADP fbem-2049 149 8 renewable renewable ADJ fbem-2049 149 9 energy energy NOUN fbem-2049 149 10 generation generation NOUN fbem-2049 149 11 companies company NOUN fbem-2049 149 12 in in ADP fbem-2049 149 13 competitive competitive ADJ fbem-2049 149 14 electricity electricity NOUN fbem-2049 149 15 spot spot NOUN fbem-2049 149 16 markets market NOUN fbem-2049 149 17 . . PUNCT fbem-2049 150 1 frontiers frontier NOUN fbem-2049 150 2 in in ADP fbem-2049 150 3 energy energy NOUN fbem-2049 150 4 research research NOUN fbem-2049 150 5 . . PUNCT fbem-2049 151 1 ,2022,871 ,2022,871 PUNCT fbem-2049 151 2 . . PUNCT fbem-2049 152 1 [ [ X fbem-2049 152 2 2 2 NUM fbem-2049 152 3 ] ] X fbem-2049 152 4 jia jia PROPN fbem-2049 152 5 , , PUNCT fbem-2049 152 6 l. l. PROPN fbem-2049 152 7 , , PUNCT fbem-2049 152 8 simin simin PROPN fbem-2049 152 9 , , PUNCT fbem-2049 152 10 l. l. PROPN fbem-2049 152 11 , , PUNCT fbem-2049 152 12 jian jian PROPN fbem-2049 152 13 , , PUNCT fbem-2049 152 14 l. l. PROPN fbem-2049 152 15 , , PUNCT fbem-2049 152 16 & & CCONJ fbem-2049 152 17 jianzhao jianzhao PROPN fbem-2049 152 18 , , PUNCT fbem-2049 152 19 l. l. PROPN fbem-2049 152 20 financial financial ADJ fbem-2049 152 21 credit credit NOUN fbem-2049 152 22 risk risk NOUN fbem-2049 152 23 assessment assessment NOUN fbem-2049 152 24 of of ADP fbem-2049 152 25 online online ADJ fbem-2049 152 26 supply supply NOUN fbem-2049 152 27 chain chain NOUN fbem-2049 152 28 in in ADP fbem-2049 152 29 construction construction NOUN fbem-2049 152 30 industry industry NOUN fbem-2049 152 31 with with ADP fbem-2049 152 32 a a DET fbem-2049 152 33 hybrid hybrid ADJ fbem-2049 152 34 model model NOUN fbem-2049 152 35 chain chain NOUN fbem-2049 152 36 . . PUNCT fbem-2049 153 1 international international ADJ fbem-2049 153 2 journal journal NOUN fbem-2049 153 3 of of ADP fbem-2049 153 4 intelligent intelligent ADJ fbem-2049 153 5 systems system NOUN fbem-2049 153 6 , , PUNCT fbem-2049 153 7 2022,37(11 2022,37(11 NUM fbem-2049 153 8 ) ) PUNCT fbem-2049 153 9 . . PUNCT fbem-2049 154 1 [ [ X fbem-2049 154 2 3 3 X fbem-2049 154 3 ] ] X fbem-2049 154 4 rui rui PROPN fbem-2049 154 5 , , PUNCT fbem-2049 154 6 s. s. PROPN fbem-2049 154 7 , , PUNCT fbem-2049 154 8 dayi dayi PROPN fbem-2049 154 9 , , PUNCT fbem-2049 154 10 h. h. PROPN fbem-2049 154 11 , , PUNCT fbem-2049 154 12 & & CCONJ fbem-2049 154 13 huilin huilin PROPN fbem-2049 154 14 , , PUNCT fbem-2049 154 15 s. s. PROPN fbem-2049 154 16 evolutionary evolutionary ADJ fbem-2049 154 17 game game NOUN fbem-2049 154 18 analysis analysis NOUN fbem-2049 154 19 of of ADP fbem-2049 154 20 blockchain blockchain PROPN fbem-2049 154 21 technology technology PROPN fbem-2049 154 22 preventing prevent VERB fbem-2049 154 23 supply supply NOUN fbem-2049 154 24 chain chain NOUN fbem-2049 154 25 financial financial ADJ fbem-2049 154 26 risks risk NOUN fbem-2049 154 27 . . PUNCT fbem-2049 155 1 journal journal NOUN fbem-2049 155 2 of of ADP fbem-2049 155 3 theoretical theoretical ADJ fbem-2049 155 4 and and CCONJ fbem-2049 155 5 applied apply VERB fbem-2049 155 6 electronic electronic ADJ fbem-2049 155 7 commerce commerce NOUN fbem-2049 155 8 research research NOUN fbem-2049 155 9 , , PUNCT fbem-2049 155 10 2022,16(7 2022,16(7 NOUN fbem-2049 155 11 ) ) PUNCT fbem-2049 155 12 . . PUNCT fbem-2049 156 1 [ [ X fbem-2049 156 2 4 4 NUM fbem-2049 156 3 ] ] X fbem-2049 156 4 zhao zhao X fbem-2049 156 5 , , PUNCT fbem-2049 156 6 jingfeng jingfeng PROPN fbem-2049 156 7 , , PUNCT fbem-2049 156 8 li li PROPN fbem-2049 156 9 , , PUNCT fbem-2049 156 10 & & CCONJ fbem-2049 156 11 bo bo PROPN fbem-2049 156 12 . . PUNCT fbem-2049 156 13 ( ( PUNCT fbem-2049 156 14 2022 2022 NUM fbem-2049 156 15 ) ) PUNCT fbem-2049 156 16 . . PUNCT fbem-2049 157 1 credit credit NOUN fbem-2049 157 2 risk risk NOUN fbem-2049 157 3 assessment assessment NOUN fbem-2049 157 4 of of ADP fbem-2049 157 5 small small ADJ fbem-2049 157 6 and and CCONJ fbem-2049 157 7 medium medium ADJ fbem-2049 157 8 - - PUNCT fbem-2049 157 9 sized sized ADJ fbem-2049 157 10 enterprises enterprise NOUN fbem-2049 157 11 in in ADP fbem-2049 157 12 supply supply NOUN fbem-2049 157 13 chain chain NOUN fbem-2049 157 14 finance finance NOUN fbem-2049 157 15 based base VERB fbem-2049 157 16 on on ADP fbem-2049 157 17 svm svm PROPN fbem-2049 157 18 and and CCONJ fbem-2049 157 19 bp bp PROPN fbem-2049 157 20 neural neural ADJ fbem-2049 157 21 network network NOUN fbem-2049 157 22 . . PUNCT fbem-2049 158 1 neural neural ADJ fbem-2049 158 2 computing computing NOUN fbem-2049 158 3 and and CCONJ fbem-2049 158 4 applications application NOUN fbem-2049 158 5 , , PUNCT fbem-2049 158 6 to to PART fbem-2049 158 7 be be AUX fbem-2049 158 8 published publish VERB fbem-2049 158 9 . . PUNCT fbem-2049 159 1 [ [ X fbem-2049 159 2 5 5 NUM fbem-2049 159 3 ] ] X fbem-2049 159 4 wang wang PROPN fbem-2049 159 5 , , PUNCT fbem-2049 159 6 et et PROPN fbem-2049 159 7 al al PROPN fbem-2049 159 8 . . PUNCT fbem-2049 159 9 forecasting forecasting NOUN fbem-2049 159 10 smes sme NOUN fbem-2049 159 11 ’ ' PUNCT fbem-2049 159 12 credit credit NOUN fbem-2049 159 13 risk risk NOUN fbem-2049 159 14 in in ADP fbem-2049 159 15 supply supply NOUN fbem-2049 159 16 chain chain NOUN fbem-2049 159 17 finance finance NOUN fbem-2049 159 18 with with ADP fbem-2049 159 19 a a DET fbem-2049 159 20 sampling sample VERB fbem-2049 159 21 strategy strategy NOUN fbem-2049 159 22 based base VERB fbem-2049 159 23 on on ADP fbem-2049 159 24 machine machine NOUN fbem-2049 159 25 learning learn VERB fbem-2049 159 26 techniques technique NOUN fbem-2049 159 27 . . PUNCT fbem-2049 159 28 annals annal NOUN fbem-2049 159 29 of of ADP fbem-2049 159 30 operations operation NOUN fbem-2049 159 31 research research NOUN fbem-2049 159 32 , , PUNCT fbem-2049 159 33 to to PART fbem-2049 159 34 be be AUX fbem-2049 159 35 published publish VERB fbem-2049 159 36 . . PUNCT fbem-2049 160 1 [ [ X fbem-2049 160 2 6 6 NUM fbem-2049 160 3 ] ] PUNCT fbem-2049 160 4 thanigai thanigai NOUN fbem-2049 160 5 a a DET fbem-2049 160 6 m m PROPN fbem-2049 160 7 , , PUNCT fbem-2049 160 8 et et PROPN fbem-2049 160 9 al al PROPN fbem-2049 160 10 . . PUNCT fbem-2049 161 1 analyzing analyze VERB fbem-2049 161 2 the the DET fbem-2049 161 3 risks risk NOUN fbem-2049 161 4 of of ADP fbem-2049 161 5 adopting adopt VERB fbem-2049 161 6 circular circular ADJ fbem-2049 161 7 economy economy NOUN fbem-2049 161 8 initiatives initiative NOUN fbem-2049 161 9 in in ADP fbem-2049 161 10 manufacturing manufacture VERB fbem-2049 161 11 supply supply NOUN fbem-2049 161 12 chains chain NOUN fbem-2049 161 13 . . PUNCT fbem-2049 162 1 business business NOUN fbem-2049 162 2 strategy strategy NOUN fbem-2049 162 3 and and CCONJ fbem-2049 162 4 the the DET fbem-2049 162 5 environment environment NOUN fbem-2049 162 6 , , PUNCT fbem-2049 162 7 2020(1 2020(1 NUM fbem-2049 162 8 ) ) PUNCT fbem-2049 162 9 . . PUNCT fbem-2049 163 1 [ [ X fbem-2049 163 2 7 7 X fbem-2049 163 3 ] ] X fbem-2049 163 4 mohsen mohsen PROPN fbem-2049 163 5 , , PUNCT fbem-2049 163 6 reza reza PROPN fbem-2049 163 7 , , PUNCT fbem-2049 163 8 & & CCONJ fbem-2049 163 9 kaveh kaveh PROPN fbem-2049 163 10 . . PUNCT fbem-2049 164 1 a a DET fbem-2049 164 2 study study NOUN fbem-2049 164 3 into into ADP fbem-2049 164 4 the the DET fbem-2049 164 5 sustainability sustainability NOUN fbem-2049 164 6 efficiency efficiency NOUN fbem-2049 164 7 of of ADP fbem-2049 164 8 supply supply NOUN fbem-2049 164 9 chain chain NOUN fbem-2049 164 10 network network NOUN fbem-2049 164 11 based base VERB fbem-2049 164 12 on on ADP fbem-2049 164 13 economic economic ADJ fbem-2049 164 14 , , PUNCT fbem-2049 164 15 social social ADJ fbem-2049 164 16 , , PUNCT fbem-2049 164 17 and and CCONJ fbem-2049 164 18 environmental environmental ADJ fbem-2049 164 19 trade trade NOUN fbem-2049 164 20 - - PUNCT fbem-2049 164 21 offs off NOUN fbem-2049 164 22 . . PUNCT fbem-2049 165 1 sādhanā sādhanā PROPN fbem-2049 165 2 , , PUNCT fbem-2049 165 3 2022,47(3 2022,47(3 PROPN fbem-2049 165 4 ) ) PUNCT fbem-2049 165 5 . . PUNCT fbem-2049 166 1 [ [ X fbem-2049 166 2 8 8 NUM fbem-2049 166 3 ] ] X fbem-2049 166 4 jingfeng jingfeng PROPN fbem-2049 166 5 yuan yuan PROPN fbem-2049 166 6 et et PROPN fbem-2049 166 7 al al PROPN fbem-2049 166 8 . . PROPN fbem-2049 166 9 social social ADJ fbem-2049 166 10 network network NOUN fbem-2049 166 11 analysis analysis NOUN fbem-2049 166 12 for for ADP fbem-2049 166 13 social social ADJ fbem-2049 166 14 risks risk NOUN fbem-2049 166 15 of of ADP fbem-2049 166 16 construction construction NOUN fbem-2049 166 17 projects project NOUN fbem-2049 166 18 in in ADP fbem-2049 166 19 high high ADJ fbem-2049 166 20 - - PUNCT fbem-2049 166 21 density density NOUN fbem-2049 166 22 urban urban ADJ fbem-2049 166 23 areas area NOUN fbem-2049 166 24 in in ADP fbem-2049 166 25 china china PROPN fbem-2049 166 26 . . PUNCT fbem-2049 167 1 journal journal PROPN fbem-2049 167 2 of of ADP fbem-2049 167 3 cleaner clean ADJ fbem-2049 167 4 production production NOUN fbem-2049 167 5 , , PUNCT fbem-2049 167 6 2018 2018 NUM fbem-2049 167 7 , , PUNCT fbem-2049 167 8 198 198 NUM fbem-2049 167 9 : : SYM fbem-2049 167 10 940 940 NUM fbem-2049 167 11 - - SYM fbem-2049 167 12 961 961 NUM fbem-2049 167 13 . . PUNCT fbem-2049 168 1 [ [ X fbem-2049 168 2 9 9 NUM fbem-2049 168 3 ] ] X fbem-2049 168 4 jia jia PROPN fbem-2049 168 5 , , PUNCT fbem-2049 168 6 l. l. PROPN fbem-2049 168 7 , , PUNCT fbem-2049 168 8 simin simin PROPN fbem-2049 168 9 , , PUNCT fbem-2049 168 10 l. l. PROPN fbem-2049 168 11 , , PUNCT fbem-2049 168 12 jian jian PROPN fbem-2049 168 13 , , PUNCT fbem-2049 168 14 l. l. PROPN fbem-2049 168 15 , , PUNCT fbem-2049 168 16 & & CCONJ fbem-2049 168 17 jianzhao jianzhao PROPN fbem-2049 168 18 , , PUNCT fbem-2049 168 19 l. l. PROPN fbem-2049 168 20 financial financial ADJ fbem-2049 168 21 credit credit NOUN fbem-2049 168 22 risk risk NOUN fbem-2049 168 23 assessment assessment NOUN fbem-2049 168 24 of of ADP fbem-2049 168 25 online online ADJ fbem-2049 168 26 supply supply NOUN fbem-2049 168 27 chain chain NOUN fbem-2049 168 28 in in ADP fbem-2049 168 29 construction construction NOUN fbem-2049 168 30 industry industry NOUN fbem-2049 168 31 with with ADP fbem-2049 168 32 a a DET fbem-2049 168 33 hybrid hybrid ADJ fbem-2049 168 34 model model NOUN fbem-2049 168 35 chain chain NOUN fbem-2049 168 36 . . PUNCT fbem-2049 169 1 international international ADJ fbem-2049 169 2 journal journal PROPN fbem-2049 169 3 of of ADP fbem-2049 169 4 intelligent intelligent ADJ fbem-2049 169 5 systems,2022 systems,2022 NOUN fbem-2049 169 6 , , PUNCT fbem-2049 169 7 37(11 37(11 NUM fbem-2049 169 8 ) ) PUNCT fbem-2049 169 9 . . PUNCT fbem-2049 170 1 [ [ X fbem-2049 170 2 10 10 NUM fbem-2049 170 3 ] ] X fbem-2049 170 4 pan pan PROPN fbem-2049 170 5 , , PUNCT fbem-2049 170 6 w. w. PROPN fbem-2049 170 7 , , PUNCT fbem-2049 170 8 zhao zhao PROPN fbem-2049 170 9 , , PUNCT fbem-2049 170 10 h. h. PROPN fbem-2049 170 11 , , PUNCT fbem-2049 170 12 & & CCONJ fbem-2049 170 13 miu miu PROPN fbem-2049 170 14 , , PUNCT fbem-2049 170 15 l. l. PROPN fbem-2049 170 16 an an DET fbem-2049 170 17 empirical empirical ADJ fbem-2049 170 18 study study NOUN fbem-2049 170 19 on on ADP fbem-2049 170 20 supply supply NOUN fbem-2049 170 21 chain chain NOUN fbem-2049 170 22 risk risk NOUN fbem-2049 170 23 contagion contagion NOUN fbem-2049 170 24 effect effect NOUN fbem-2049 170 25 based base VERB fbem-2049 170 26 on on ADP fbem-2049 170 27 var var NOUN fbem-2049 170 28 - - PUNCT fbem-2049 170 29 garch garch NOUN fbem-2049 170 30 ( ( PUNCT fbem-2049 170 31 1,1 1,1 NUM fbem-2049 170 32 ) ) PUNCT fbem-2049 170 33 – – PUNCT fbem-2049 170 34 bekk bekk NOUN fbem-2049 170 35 model model NOUN fbem-2049 170 36 . . PUNCT fbem-2049 171 1 wireless wireless ADJ fbem-2049 171 2 personal personal ADJ fbem-2049 171 3 communications communication NOUN fbem-2049 171 4 , , PUNCT fbem-2049 171 5 2019,109(2 2019,109(2 NUM fbem-2049 171 6 ) ) PUNCT fbem-2049 171 7 . . PUNCT fbem-2049 172 1 [ [ X fbem-2049 172 2 11 11 NUM fbem-2049 172 3 ] ] X fbem-2049 172 4 fahad fahad PROPN fbem-2049 172 5 , , PUNCT fbem-2049 172 6 a. a. PROPN fbem-2049 172 7 , , PUNCT fbem-2049 172 8 yuexiang yuexiang PROPN fbem-2049 172 9 , , PUNCT fbem-2049 172 10 j. j. PROPN fbem-2049 172 11 , , PUNCT fbem-2049 172 12 & & CCONJ fbem-2049 172 13 ahmet ahmet PROPN fbem-2049 172 14 , , PUNCT fbem-2049 172 15 s. s. PROPN fbem-2049 172 16 downside downside ADJ fbem-2049 172 17 risk risk NOUN fbem-2049 172 18 in in ADP fbem-2049 172 19 dow dow PROPN fbem-2049 172 20 jones jones PROPN fbem-2049 172 21 islamic islamic PROPN fbem-2049 172 22 equity equity PROPN fbem-2049 172 23 indices index NOUN fbem-2049 172 24 : : PUNCT fbem-2049 172 25 precious precious ADJ fbem-2049 172 26 metals metal NOUN fbem-2049 172 27 and and CCONJ fbem-2049 172 28 portfolio portfolio NOUN fbem-2049 172 29 diversification diversification NOUN fbem-2049 172 30 before before ADP fbem-2049 172 31 and and CCONJ fbem-2049 172 32 after after ADP fbem-2049 172 33 the the DET fbem-2049 172 34 covid-19 covid-19 PROPN fbem-2049 172 35 bear bear NOUN fbem-2049 172 36 market market NOUN fbem-2049 172 37 . . PUNCT fbem-2049 173 1 research research NOUN fbem-2049 173 2 in in ADP fbem-2049 173 3 international international ADJ fbem-2049 173 4 business business NOUN fbem-2049 173 5 and and CCONJ fbem-2049 173 6 finance,2021 finance,2021 NOUN fbem-2049 173 7 , , PUNCT fbem-2049 173 8 58 58 NUM fbem-2049 173 9 . . PUNCT fbem-2049 174 1 [ [ X fbem-2049 174 2 12 12 NUM fbem-2049 174 3 ] ] X fbem-2049 174 4 liang liang PROPN fbem-2049 174 5 , , PUNCT fbem-2049 174 6 y.-h y.-h PROPN fbem-2049 174 7 . . PUNCT fbem-2049 175 1 improving improve VERB fbem-2049 175 2 production production NOUN fbem-2049 175 3 forecasting forecasting NOUN fbem-2049 175 4 in in ADP fbem-2049 175 5 the the DET fbem-2049 175 6 supply supply NOUN fbem-2049 175 7 chain chain NOUN fbem-2049 175 8 for for ADP fbem-2049 175 9 the the DET fbem-2049 175 10 tft tft ADJ fbem-2049 175 11 - - PUNCT fbem-2049 175 12 lcd lcd NOUN fbem-2049 175 13 industry industry NOUN fbem-2049 175 14 in in ADP fbem-2049 175 15 taiwan taiwan PROPN fbem-2049 175 16 . . PUNCT fbem-2049 176 1 international international ADJ fbem-2049 176 2 journal journal PROPN fbem-2049 176 3 of of ADP fbem-2049 176 4 machine machine NOUN fbem-2049 176 5 learning learning NOUN fbem-2049 176 6 and and CCONJ fbem-2049 176 7 computing computing NOUN fbem-2049 176 8 , , PUNCT fbem-2049 176 9 2022,10(4 2022,10(4 PROPN fbem-2049 176 10 ) ) PUNCT fbem-2049 176 11 . . PUNCT fbem-2049 177 1 [ [ X fbem-2049 177 2 13 13 NUM fbem-2049 177 3 ] ] X fbem-2049 177 4 qun qun PROPN fbem-2049 177 5 , , PUNCT fbem-2049 177 6 b. b. PROPN fbem-2049 177 7 , , PUNCT fbem-2049 177 8 ying ying PROPN fbem-2049 177 9 , , PUNCT fbem-2049 177 10 w. w. PROPN fbem-2049 177 11 j. j. PROPN fbem-2049 177 12 , , PUNCT fbem-2049 177 13 rui rui PROPN fbem-2049 177 14 , , PUNCT fbem-2049 177 15 x. x. PROPN fbem-2049 177 16 , , PUNCT fbem-2049 177 17 & & CCONJ fbem-2049 177 18 qun qun PROPN fbem-2049 177 19 , , PUNCT fbem-2049 177 20 c. c. PROPN fbem-2049 177 21 z. z. PROPN fbem-2049 177 22 empirical empirical ADJ fbem-2049 177 23 analysis analysis NOUN fbem-2049 177 24 of of ADP fbem-2049 177 25 customer customer NOUN fbem-2049 177 26 risk risk NOUN fbem-2049 177 27 and and CCONJ fbem-2049 177 28 corporate corporate ADJ fbem-2049 177 29 financing financing NOUN fbem-2049 177 30 constraints constraint NOUN fbem-2049 177 31 based base VERB fbem-2049 177 32 on on ADP fbem-2049 177 33 supply supply NOUN fbem-2049 177 34 chain chain NOUN fbem-2049 177 35 networks network NOUN fbem-2049 177 36 . . PUNCT fbem-2049 178 1 computational computational ADJ fbem-2049 178 2 intelligence intelligence NOUN fbem-2049 178 3 and and CCONJ fbem-2049 178 4 neuroscience neuroscience NOUN fbem-2049 178 5 , , PUNCT fbem-2049 178 6 2022 2022 NUM fbem-2049 178 7 . . PUNCT fbem-2049 179 1 [ [ X fbem-2049 179 2 14 14 NUM fbem-2049 179 3 ] ] X fbem-2049 179 4 syllignakis syllignakis PROPN fbem-2049 179 5 m m NOUN fbem-2049 179 6 n n NOUN fbem-2049 179 7 , , PUNCT fbem-2049 179 8 kouretas kouretas PROPN fbem-2049 179 9 g g PROPN fbem-2049 179 10 p. p. PROPN fbem-2049 179 11 markov markov NOUN fbem-2049 179 12 - - PUNCT fbem-2049 179 13 switching switch VERB fbem-2049 179 14 regimes regime NOUN fbem-2049 179 15 and and CCONJ fbem-2049 179 16 the the DET fbem-2049 179 17 monetary monetary ADJ fbem-2049 179 18 model model NOUN fbem-2049 179 19 of of ADP fbem-2049 179 20 exchange exchange NOUN fbem-2049 179 21 rate rate NOUN fbem-2049 179 22 determination determination NOUN fbem-2049 179 23 : : PUNCT fbem-2049 179 24 evuddence evuddence NOUN fbem-2049 179 25 from from ADP fbem-2049 179 26 the the DET fbem-2049 179 27 central central ADJ fbem-2049 179 28 and and CCONJ fbem-2049 179 29 eastern eastern ADJ fbem-2049 179 30 european european ADJ fbem-2049 179 31 markets market NOUN fbem-2049 179 32 . . PUNCT fbem-2049 180 1 journal journal PROPN fbem-2049 180 2 of of ADP fbem-2049 180 3 international international ADJ fbem-2049 180 4 financial financial ADJ fbem-2049 180 5 markets market NOUN fbem-2049 180 6 , , PUNCT fbem-2049 180 7 insitutions insitution NOUN fbem-2049 180 8 and and CCONJ fbem-2049 180 9 money,2011,21(5):707 money,2011,21(5):707 NOUN fbem-2049 180 10 - - SYM fbem-2049 180 11 723 723 NUM fbem-2049 180 12 . . PUNCT