id sid tid token lemma pos fbem-18191 1 1 frontiers frontier NOUN fbem-18191 1 2 in in ADP fbem-18191 1 3 business business NOUN fbem-18191 1 4 , , PUNCT fbem-18191 1 5 economics economic NOUN fbem-18191 1 6 and and CCONJ fbem-18191 1 7 management management NOUN fbem-18191 1 8 issn issn PROPN fbem-18191 1 9 : : PUNCT fbem-18191 1 10 2766 2766 NUM fbem-18191 1 11 - - PUNCT fbem-18191 1 12 824x 824x NUM fbem-18191 1 13 | | ADJ fbem-18191 1 14 vol vol NOUN fbem-18191 1 15 . . PROPN fbem-18191 1 16 13 13 NUM fbem-18191 1 17 , , PUNCT fbem-18191 1 18 no no INTJ fbem-18191 1 19 . . NOUN fbem-18191 1 20 3 3 NUM fbem-18191 1 21 , , PUNCT fbem-18191 1 22 2024 2024 NUM fbem-18191 1 23 233 233 NUM fbem-18191 1 24 forecasting forecast VERB fbem-18191 1 25 zhejiang zhejiang PROPN fbem-18191 1 26 province province PROPN fbem-18191 1 27 's 's PART fbem-18191 1 28 gdp gdp NOUN fbem-18191 1 29 using use VERB fbem-18191 1 30 a a DET fbem-18191 1 31 cnn‐lstm cnn‐lstm NOUN fbem-18191 1 32 model model NOUN fbem-18191 1 33 yingliang yingliang PROPN fbem-18191 1 34 wan1 wan1 PROPN fbem-18191 1 35 , , PUNCT fbem-18191 1 36 * * SYM fbem-18191 1 37 , , PUNCT fbem-18191 1 38 hong hong PROPN fbem-18191 1 39 tao2 tao2 PROPN fbem-18191 1 40 and and CCONJ fbem-18191 1 41 li li PROPN fbem-18191 1 42 ma3 ma3 PROPN fbem-18191 2 1 1school 1school NUM fbem-18191 2 2 of of ADP fbem-18191 2 3 data datum NOUN fbem-18191 2 4 science science NOUN fbem-18191 2 5 , , PUNCT fbem-18191 2 6 xianda xianda PROPN fbem-18191 2 7 college college PROPN fbem-18191 2 8 of of ADP fbem-18191 2 9 economics economics PROPN fbem-18191 2 10 & & CCONJ fbem-18191 2 11 humanities humanities PROPN fbem-18191 2 12 , , PUNCT fbem-18191 2 13 shanghai shanghai PROPN fbem-18191 2 14 international international PROPN fbem-18191 2 15 studies studies PROPN fbem-18191 2 16 university university PROPN fbem-18191 2 17 , , PUNCT fbem-18191 2 18 shanghai shanghai PROPN fbem-18191 2 19 , , PUNCT fbem-18191 2 20 china china PROPN fbem-18191 2 21 2school 2school NUM fbem-18191 2 22 of of ADP fbem-18191 2 23 business business NOUN fbem-18191 2 24 , , PUNCT fbem-18191 2 25 xianda xianda PROPN fbem-18191 2 26 college college PROPN fbem-18191 2 27 of of ADP fbem-18191 2 28 economics economics PROPN fbem-18191 2 29 & & CCONJ fbem-18191 2 30 humanities humanities PROPN fbem-18191 2 31 , , PUNCT fbem-18191 2 32 shanghai shanghai PROPN fbem-18191 2 33 international international PROPN fbem-18191 2 34 studies studies PROPN fbem-18191 2 35 university university PROPN fbem-18191 2 36 , , PUNCT fbem-18191 2 37 shanghai shanghai PROPN fbem-18191 2 38 , , PUNCT fbem-18191 2 39 china china PROPN fbem-18191 2 40 3school 3school NUM fbem-18191 2 41 of of ADP fbem-18191 2 42 economics economic NOUN fbem-18191 2 43 and and CCONJ fbem-18191 2 44 management management NOUN fbem-18191 2 45 , , PUNCT fbem-18191 2 46 shanxi shanxi PROPN fbem-18191 2 47 jinzhong jinzhong PROPN fbem-18191 2 48 institute institute PROPN fbem-18191 2 49 of of ADP fbem-18191 2 50 technology technology PROPN fbem-18191 2 51 , , PUNCT fbem-18191 2 52 shanxi shanxi PROPN fbem-18191 2 53 , , PUNCT fbem-18191 2 54 china china PROPN fbem-18191 2 55 * * PUNCT fbem-18191 2 56 corresponding correspond VERB fbem-18191 2 57 author author NOUN fbem-18191 2 58 email email NOUN fbem-18191 2 59 : : PUNCT fbem-18191 2 60 2311160@xdsisu.edu.cn 2311160@xdsisu.edu.cn NUM fbem-18191 2 61 abstract abstract NOUN fbem-18191 2 62 : : PUNCT fbem-18191 2 63 zhejiang zhejiang PROPN fbem-18191 2 64 province province PROPN fbem-18191 2 65 has have AUX fbem-18191 2 66 experienced experience VERB fbem-18191 2 67 notable notable ADJ fbem-18191 2 68 economic economic ADJ fbem-18191 2 69 growth growth NOUN fbem-18191 2 70 in in ADP fbem-18191 2 71 recent recent ADJ fbem-18191 2 72 years year NOUN fbem-18191 2 73 . . PUNCT fbem-18191 3 1 despite despite SCONJ fbem-18191 3 2 this this PRON fbem-18191 3 3 , , PUNCT fbem-18191 3 4 achieving achieve VERB fbem-18191 3 5 sustainable sustainable ADJ fbem-18191 3 6 high high ADJ fbem-18191 3 7 - - PUNCT fbem-18191 3 8 quality quality NOUN fbem-18191 3 9 economic economic ADJ fbem-18191 3 10 development development NOUN fbem-18191 3 11 presents present VERB fbem-18191 3 12 complex complex ADJ fbem-18191 3 13 challenges challenge NOUN fbem-18191 3 14 and and CCONJ fbem-18191 3 15 uncertainties uncertainty NOUN fbem-18191 3 16 . . PUNCT fbem-18191 4 1 this this DET fbem-18191 4 2 study study NOUN fbem-18191 4 3 employs employ VERB fbem-18191 4 4 advanced advanced ADJ fbem-18191 4 5 neural neural ADJ fbem-18191 4 6 network network NOUN fbem-18191 4 7 methodologies methodology NOUN fbem-18191 4 8 , , PUNCT fbem-18191 4 9 including include VERB fbem-18191 4 10 convolutional convolutional ADJ fbem-18191 4 11 neural neural ADJ fbem-18191 4 12 networks network NOUN fbem-18191 4 13 ( ( PUNCT fbem-18191 4 14 cnn cnn PROPN fbem-18191 4 15 ) ) PUNCT fbem-18191 4 16 , , PUNCT fbem-18191 4 17 long long ADJ fbem-18191 4 18 short short ADJ fbem-18191 4 19 - - PUNCT fbem-18191 4 20 term term NOUN fbem-18191 4 21 memory memory NOUN fbem-18191 4 22 networks network NOUN fbem-18191 4 23 ( ( PUNCT fbem-18191 4 24 lstm lstm NOUN fbem-18191 4 25 ) ) PUNCT fbem-18191 4 26 , , PUNCT fbem-18191 4 27 and and CCONJ fbem-18191 4 28 an an DET fbem-18191 4 29 integrated integrated ADJ fbem-18191 4 30 cnn cnn PROPN fbem-18191 4 31 - - PUNCT fbem-18191 4 32 lstm lstm PROPN fbem-18191 4 33 model model NOUN fbem-18191 4 34 , , PUNCT fbem-18191 4 35 to to PART fbem-18191 4 36 predict predict VERB fbem-18191 4 37 zhejiang zhejiang PROPN fbem-18191 4 38 's 's PART fbem-18191 4 39 economic economic ADJ fbem-18191 4 40 trajectory trajectory NOUN fbem-18191 4 41 . . PUNCT fbem-18191 5 1 our our PRON fbem-18191 5 2 empirical empirical ADJ fbem-18191 5 3 analysis analysis NOUN fbem-18191 5 4 demonstrates demonstrate VERB fbem-18191 5 5 the the DET fbem-18191 5 6 proficiency proficiency NOUN fbem-18191 5 7 of of ADP fbem-18191 5 8 neural neural ADJ fbem-18191 5 9 networks network NOUN fbem-18191 5 10 in in ADP fbem-18191 5 11 delivering deliver VERB fbem-18191 5 12 reasonably reasonably ADV fbem-18191 5 13 precise precise ADJ fbem-18191 5 14 economic economic ADJ fbem-18191 5 15 forecasts forecast NOUN fbem-18191 5 16 , , PUNCT fbem-18191 5 17 despite despite SCONJ fbem-18191 5 18 inherent inherent ADJ fbem-18191 5 19 prediction prediction NOUN fbem-18191 5 20 residuals residual NOUN fbem-18191 5 21 . . PUNCT fbem-18191 6 1 a a DET fbem-18191 6 2 comparative comparative ADJ fbem-18191 6 3 assessment assessment NOUN fbem-18191 6 4 indicates indicate VERB fbem-18191 6 5 that that SCONJ fbem-18191 6 6 the the DET fbem-18191 6 7 composite composite ADJ fbem-18191 6 8 cnn cnn PROPN fbem-18191 6 9 - - PUNCT fbem-18191 6 10 lstm lstm PROPN fbem-18191 6 11 model model NOUN fbem-18191 6 12 surpasses surpass VERB fbem-18191 6 13 the the DET fbem-18191 6 14 individual individual ADJ fbem-18191 6 15 cnn cnn PROPN fbem-18191 6 16 and and CCONJ fbem-18191 6 17 lstm lstm NOUN fbem-18191 6 18 models model NOUN fbem-18191 6 19 in in ADP fbem-18191 6 20 accuracy accuracy NOUN fbem-18191 6 21 , , PUNCT fbem-18191 6 22 providing provide VERB fbem-18191 6 23 a a DET fbem-18191 6 24 more more ADV fbem-18191 6 25 reliable reliable ADJ fbem-18191 6 26 forecasting forecasting NOUN fbem-18191 6 27 instrument instrument NOUN fbem-18191 6 28 for for ADP fbem-18191 6 29 zhejiang zhejiang PROPN fbem-18191 6 30 's 's PART fbem-18191 6 31 high high ADJ fbem-18191 6 32 - - PUNCT fbem-18191 6 33 quality quality NOUN fbem-18191 6 34 economic economic ADJ fbem-18191 6 35 progression progression NOUN fbem-18191 6 36 . . PUNCT fbem-18191 7 1 keywords keyword NOUN fbem-18191 7 2 : : PUNCT fbem-18191 8 1 cnn cnn PROPN fbem-18191 8 2 ; ; PUNCT fbem-18191 8 3 lstm lstm PROPN fbem-18191 8 4 ; ; PUNCT fbem-18191 8 5 cnn cnn PROPN fbem-18191 8 6 - - PUNCT fbem-18191 8 7 lstm lstm PROPN fbem-18191 8 8 model model NOUN fbem-18191 8 9 ; ; PUNCT fbem-18191 8 10 zhejiang zhejiang PROPN fbem-18191 8 11 province province PROPN fbem-18191 8 12 ; ; PUNCT fbem-18191 8 13 gdp gdp NOUN fbem-18191 8 14 . . PROPN fbem-18191 8 15 1 1 NUM fbem-18191 8 16 . . X fbem-18191 8 17 introduction introduction NOUN fbem-18191 8 18 in in ADP fbem-18191 8 19 the the DET fbem-18191 8 20 realm realm NOUN fbem-18191 8 21 of of ADP fbem-18191 8 22 contemporary contemporary ADJ fbem-18191 8 23 regional regional ADJ fbem-18191 8 24 economic economic ADJ fbem-18191 8 25 research research NOUN fbem-18191 8 26 , , PUNCT fbem-18191 8 27 the the DET fbem-18191 8 28 intricate intricate ADJ fbem-18191 8 29 nature nature NOUN fbem-18191 8 30 of of ADP fbem-18191 8 31 economic economic ADJ fbem-18191 8 32 datasets dataset NOUN fbem-18191 8 33 presents present VERB fbem-18191 8 34 a a DET fbem-18191 8 35 formidable formidable ADJ fbem-18191 8 36 challenge challenge NOUN fbem-18191 8 37 [ [ X fbem-18191 8 38 1 1 NUM fbem-18191 8 39 ] ] PUNCT fbem-18191 8 40 . . PUNCT fbem-18191 9 1 traditional traditional ADJ fbem-18191 9 2 analytical analytical ADJ fbem-18191 9 3 methodologies methodology NOUN fbem-18191 9 4 — — PUNCT fbem-18191 9 5 such such ADJ fbem-18191 9 6 as as ADP fbem-18191 9 7 multiple multiple ADJ fbem-18191 9 8 linear linear ADJ fbem-18191 9 9 regression regression NOUN fbem-18191 9 10 , , PUNCT fbem-18191 9 11 grey grey ADJ fbem-18191 9 12 correlation correlation NOUN fbem-18191 9 13 models model NOUN fbem-18191 9 14 , , PUNCT fbem-18191 9 15 and and CCONJ fbem-18191 9 16 time time NOUN fbem-18191 9 17 - - PUNCT fbem-18191 9 18 series series NOUN fbem-18191 9 19 analysis analysis NOUN fbem-18191 9 20 — — PUNCT fbem-18191 9 21 are be AUX fbem-18191 9 22 occasionally occasionally ADV fbem-18191 9 23 beneficial beneficial ADJ fbem-18191 9 24 in in ADP fbem-18191 9 25 elucidating elucidate VERB fbem-18191 9 26 economic economic ADJ fbem-18191 9 27 phenomena phenomenon NOUN fbem-18191 9 28 but but CCONJ fbem-18191 9 29 frequently frequently ADV fbem-18191 9 30 fall fall VERB fbem-18191 9 31 short short ADV fbem-18191 9 32 in in ADP fbem-18191 9 33 capturing capture VERB fbem-18191 9 34 the the DET fbem-18191 9 35 subtle subtle ADJ fbem-18191 9 36 complexities complexity NOUN fbem-18191 9 37 inherent inherent ADJ fbem-18191 9 38 in in ADP fbem-18191 9 39 these these DET fbem-18191 9 40 datasets dataset NOUN fbem-18191 9 41 , , PUNCT fbem-18191 9 42 subsequently subsequently ADV fbem-18191 9 43 engendering engender VERB fbem-18191 9 44 issues issue NOUN fbem-18191 9 45 related relate VERB fbem-18191 9 46 to to ADP fbem-18191 9 47 predictive predictive ADJ fbem-18191 9 48 precision precision NOUN fbem-18191 9 49 . . PUNCT fbem-18191 10 1 to to PART fbem-18191 10 2 surmount surmount VERB fbem-18191 10 3 this this DET fbem-18191 10 4 challenge challenge NOUN fbem-18191 10 5 with with ADP fbem-18191 10 6 greater great ADJ fbem-18191 10 7 efficacy efficacy NOUN fbem-18191 10 8 , , PUNCT fbem-18191 10 9 scholars scholar NOUN fbem-18191 10 10 have have AUX fbem-18191 10 11 progressively progressively ADV fbem-18191 10 12 embraced embrace VERB fbem-18191 10 13 nonlinear nonlinear ADJ fbem-18191 10 14 dynamical dynamical ADJ fbem-18191 10 15 approaches approach NOUN fbem-18191 10 16 , , PUNCT fbem-18191 10 17 which which PRON fbem-18191 10 18 have have AUX fbem-18191 10 19 demonstrated demonstrate VERB fbem-18191 10 20 substantial substantial ADJ fbem-18191 10 21 promise promise NOUN fbem-18191 10 22 in in ADP fbem-18191 10 23 revealing reveal VERB fbem-18191 10 24 hidden hidden ADJ fbem-18191 10 25 interrelations interrelation NOUN fbem-18191 10 26 within within ADP fbem-18191 10 27 the the DET fbem-18191 10 28 data datum NOUN fbem-18191 10 29 . . PUNCT fbem-18191 11 1 artificial artificial ADJ fbem-18191 11 2 neural neural ADJ fbem-18191 11 3 networks network NOUN fbem-18191 11 4 , , PUNCT fbem-18191 11 5 as as ADP fbem-18191 11 6 robust robust ADJ fbem-18191 11 7 nonlinear nonlinear ADJ fbem-18191 11 8 forecasting forecasting NOUN fbem-18191 11 9 instruments instrument NOUN fbem-18191 11 10 , , PUNCT fbem-18191 11 11 proffer proffer VERB fbem-18191 11 12 distinctive distinctive ADJ fbem-18191 11 13 advantages advantage NOUN fbem-18191 11 14 in in ADP fbem-18191 11 15 deciphering decipher VERB fbem-18191 11 16 the the DET fbem-18191 11 17 complexities complexity NOUN fbem-18191 11 18 of of ADP fbem-18191 11 19 regional regional ADJ fbem-18191 11 20 economic economic ADJ fbem-18191 11 21 data datum NOUN fbem-18191 11 22 . . PUNCT fbem-18191 12 1 exploiting exploit VERB fbem-18191 12 2 the the DET fbem-18191 12 3 structural structural ADJ fbem-18191 12 4 and and CCONJ fbem-18191 12 5 algorithmic algorithmic ADJ fbem-18191 12 6 prowess prowess NOUN fbem-18191 12 7 of of ADP fbem-18191 12 8 neural neural ADJ fbem-18191 12 9 networks network NOUN fbem-18191 12 10 , , PUNCT fbem-18191 12 11 researchers researcher NOUN fbem-18191 12 12 are be AUX fbem-18191 12 13 enabled enable VERB fbem-18191 12 14 to to PART fbem-18191 12 15 depict depict VERB fbem-18191 12 16 a a DET fbem-18191 12 17 more more ADV fbem-18191 12 18 accurate accurate ADJ fbem-18191 12 19 reflection reflection NOUN fbem-18191 12 20 of of ADP fbem-18191 12 21 economic economic ADJ fbem-18191 12 22 trends[2 trends[2 PROPN fbem-18191 12 23 , , PUNCT fbem-18191 12 24 3].the 3].the DET fbem-18191 12 25 integration integration NOUN fbem-18191 12 26 of of ADP fbem-18191 12 27 this this DET fbem-18191 12 28 innovative innovative ADJ fbem-18191 12 29 methodology methodology NOUN fbem-18191 12 30 offers offer VERB fbem-18191 12 31 a a DET fbem-18191 12 32 novel novel ADJ fbem-18191 12 33 outlook outlook NOUN fbem-18191 12 34 in in ADP fbem-18191 12 35 the the DET fbem-18191 12 36 field field NOUN fbem-18191 12 37 of of ADP fbem-18191 12 38 regional regional ADJ fbem-18191 12 39 economic economic ADJ fbem-18191 12 40 analysis analysis NOUN fbem-18191 12 41 and and CCONJ fbem-18191 12 42 furnishes furnish VERB fbem-18191 12 43 policymakers policymaker NOUN fbem-18191 12 44 with with ADP fbem-18191 12 45 more more ADV fbem-18191 12 46 reliable reliable ADJ fbem-18191 12 47 data data NOUN fbem-18191 12 48 support support NOUN fbem-18191 12 49 , , PUNCT fbem-18191 12 50 thus thus ADV fbem-18191 12 51 positioning position VERB fbem-18191 12 52 itself itself PRON fbem-18191 12 53 to to PART fbem-18191 12 54 play play VERB fbem-18191 12 55 an an DET fbem-18191 12 56 instrumental instrumental ADJ fbem-18191 12 57 role role NOUN fbem-18191 12 58 in in ADP fbem-18191 12 59 the the DET fbem-18191 12 60 strategic strategic ADJ fbem-18191 12 61 formulation formulation NOUN fbem-18191 12 62 of of ADP fbem-18191 12 63 future future ADJ fbem-18191 12 64 economic economic ADJ fbem-18191 12 65 planning planning NOUN fbem-18191 12 66 and and CCONJ fbem-18191 12 67 policy policy NOUN fbem-18191 12 68 . . PUNCT fbem-18191 13 1 2 2 X fbem-18191 13 2 . . X fbem-18191 13 3 cnn cnn PROPN fbem-18191 13 4 neural neural PROPN fbem-18191 13 5 network network PROPN fbem-18191 13 6 cnns cnn NOUN fbem-18191 13 7 are be AUX fbem-18191 13 8 often often ADV fbem-18191 13 9 structured structure VERB fbem-18191 13 10 with with ADP fbem-18191 13 11 an an DET fbem-18191 13 12 initial initial ADJ fbem-18191 13 13 convolutional convolutional ADJ fbem-18191 13 14 hidden hide VERB fbem-18191 13 15 layer layer NOUN fbem-18191 13 16 that that PRON fbem-18191 13 17 is be AUX fbem-18191 13 18 tasked task VERB fbem-18191 13 19 with with ADP fbem-18191 13 20 the the DET fbem-18191 13 21 processing processing NOUN fbem-18191 13 22 of of ADP fbem-18191 13 23 onedimensional onedimensional ADJ fbem-18191 13 24 sequences sequence NOUN fbem-18191 13 25 . . PUNCT fbem-18191 14 1 in in ADP fbem-18191 14 2 scenarios scenario NOUN fbem-18191 14 3 where where SCONJ fbem-18191 14 4 the the DET fbem-18191 14 5 input input NOUN fbem-18191 14 6 sequences sequence NOUN fbem-18191 14 7 are be AUX fbem-18191 14 8 particularly particularly ADV fbem-18191 14 9 extensive extensive ADJ fbem-18191 14 10 , , PUNCT fbem-18191 14 11 it it PRON fbem-18191 14 12 may may AUX fbem-18191 14 13 be be AUX fbem-18191 14 14 advocated advocate VERB fbem-18191 14 15 to to PART fbem-18191 14 16 incorporate incorporate VERB fbem-18191 14 17 an an DET fbem-18191 14 18 additional additional ADJ fbem-18191 14 19 convolutional convolutional ADJ fbem-18191 14 20 layer layer NOUN fbem-18191 14 21 to to PART fbem-18191 14 22 augment augment VERB fbem-18191 14 23 the the DET fbem-18191 14 24 network network NOUN fbem-18191 14 25 's 's PART fbem-18191 14 26 depth depth NOUN fbem-18191 14 27 and and CCONJ fbem-18191 14 28 capacity capacity NOUN fbem-18191 14 29 for for ADP fbem-18191 14 30 feature feature NOUN fbem-18191 14 31 extraction extraction NOUN fbem-18191 14 32 . . PUNCT fbem-18191 15 1 subsequent subsequent ADJ fbem-18191 15 2 to to ADP fbem-18191 15 3 the the DET fbem-18191 15 4 convolutional convolutional ADJ fbem-18191 15 5 operations operation NOUN fbem-18191 15 6 , , PUNCT fbem-18191 15 7 a a DET fbem-18191 15 8 pooling pool VERB fbem-18191 15 9 layer layer NOUN fbem-18191 15 10 is be AUX fbem-18191 15 11 conventionally conventionally ADV fbem-18191 15 12 employed employ VERB fbem-18191 15 13 to to PART fbem-18191 15 14 distill distill VERB fbem-18191 15 15 the the DET fbem-18191 15 16 most most ADV fbem-18191 15 17 salient salient ADJ fbem-18191 15 18 features feature NOUN fbem-18191 15 19 from from ADP fbem-18191 15 20 the the DET fbem-18191 15 21 outputs output NOUN fbem-18191 15 22 of of ADP fbem-18191 15 23 the the DET fbem-18191 15 24 convolutional convolutional ADJ fbem-18191 15 25 layers layer NOUN fbem-18191 15 26 . . PUNCT fbem-18191 16 1 the the DET fbem-18191 16 2 architecture architecture NOUN fbem-18191 16 3 proceeds proceed VERB fbem-18191 16 4 with with ADP fbem-18191 16 5 fully fully ADV fbem-18191 16 6 connected connected ADJ fbem-18191 16 7 layers layer NOUN fbem-18191 16 8 , , PUNCT fbem-18191 16 9 which which PRON fbem-18191 16 10 serve serve VERB fbem-18191 16 11 to to PART fbem-18191 16 12 synthesize synthesize VERB fbem-18191 16 13 the the DET fbem-18191 16 14 attributes attribute NOUN fbem-18191 16 15 delineated delineate VERB fbem-18191 16 16 by by ADP fbem-18191 16 17 the the DET fbem-18191 16 18 convolutional convolutional ADJ fbem-18191 16 19 components component NOUN fbem-18191 16 20 into into ADP fbem-18191 16 21 a a DET fbem-18191 16 22 higher high ADJ fbem-18191 16 23 - - PUNCT fbem-18191 16 24 order order NOUN fbem-18191 16 25 representation representation NOUN fbem-18191 16 26 of of ADP fbem-18191 16 27 the the DET fbem-18191 16 28 input input NOUN fbem-18191 16 29 data datum NOUN fbem-18191 16 30 . . PUNCT fbem-18191 17 1 to to PART fbem-18191 17 2 facilitate facilitate VERB fbem-18191 17 3 the the DET fbem-18191 17 4 transition transition NOUN fbem-18191 17 5 between between ADP fbem-18191 17 6 the the DET fbem-18191 17 7 convolutional convolutional ADJ fbem-18191 17 8 layers layer NOUN fbem-18191 17 9 and and CCONJ fbem-18191 17 10 the the DET fbem-18191 17 11 fully fully ADV fbem-18191 17 12 connected connected ADJ fbem-18191 17 13 layers layer NOUN fbem-18191 17 14 , , PUNCT fbem-18191 17 15 a a DET fbem-18191 17 16 flattening flattening NOUN fbem-18191 17 17 layer layer NOUN fbem-18191 17 18 is be AUX fbem-18191 17 19 strategically strategically ADV fbem-18191 17 20 inserted insert VERB fbem-18191 17 21 to to PART fbem-18191 17 22 transmute transmute VERB fbem-18191 17 23 the the DET fbem-18191 17 24 multi multi ADJ fbem-18191 17 25 - - ADJ fbem-18191 17 26 dimensional dimensional ADJ fbem-18191 17 27 feature feature NOUN fbem-18191 17 28 maps map NOUN fbem-18191 17 29 into into ADP fbem-18191 17 30 a a DET fbem-18191 17 31 one one NUM fbem-18191 17 32 - - PUNCT fbem-18191 17 33 dimensional dimensional ADJ fbem-18191 17 34 array array NOUN fbem-18191 17 35 , , PUNCT fbem-18191 17 36 thus thus ADV fbem-18191 17 37 preparing prepare VERB fbem-18191 17 38 the the DET fbem-18191 17 39 data datum NOUN fbem-18191 17 40 for for ADP fbem-18191 17 41 the the DET fbem-18191 17 42 final final ADJ fbem-18191 17 43 classification classification NOUN fbem-18191 17 44 or or CCONJ fbem-18191 17 45 regression regression NOUN fbem-18191 17 46 tasks task NOUN fbem-18191 17 47 . . PUNCT fbem-18191 18 1 2.1 2.1 NUM fbem-18191 18 2 . . PUNCT fbem-18191 19 1 data datum NOUN fbem-18191 19 2 preparation preparation NOUN fbem-18191 19 3 the the DET fbem-18191 19 4 data datum NOUN fbem-18191 19 5 employed employ VERB fbem-18191 19 6 in in ADP fbem-18191 19 7 the the DET fbem-18191 19 8 present present ADJ fbem-18191 19 9 study study NOUN fbem-18191 19 10 encompasses encompass VERB fbem-18191 19 11 the the DET fbem-18191 19 12 gdp gdp NOUN fbem-18191 19 13 of of ADP fbem-18191 19 14 zhejiang zhejiang PROPN fbem-18191 19 15 province province PROPN fbem-18191 19 16 , , PUNCT fbem-18191 19 17 china china PROPN fbem-18191 19 18 , , PUNCT fbem-18191 19 19 for for ADP fbem-18191 19 20 the the DET fbem-18191 19 21 period period NOUN fbem-18191 19 22 extending extend VERB fbem-18191 19 23 from from ADP fbem-18191 19 24 1979 1979 NUM fbem-18191 19 25 to to ADP fbem-18191 19 26 the the DET fbem-18191 19 27 current current ADJ fbem-18191 19 28 year year NOUN fbem-18191 19 29 , , PUNCT fbem-18191 19 30 as as SCONJ fbem-18191 19 31 obtained obtain VERB fbem-18191 19 32 from from ADP fbem-18191 19 33 the the DET fbem-18191 19 34 zhejiang zhejiang PROPN fbem-18191 19 35 provincial provincial PROPN fbem-18191 19 36 bureau bureau PROPN fbem-18191 19 37 of of ADP fbem-18191 19 38 statistics statistic NOUN fbem-18191 19 39 . . PUNCT fbem-18191 20 1 this this DET fbem-18191 20 2 research research NOUN fbem-18191 20 3 undertakes undertake VERB fbem-18191 20 4 a a DET fbem-18191 20 5 longitudinal longitudinal ADJ fbem-18191 20 6 analysis analysis NOUN fbem-18191 20 7 of of ADP fbem-18191 20 8 zhejiang zhejiang PROPN fbem-18191 20 9 's 's PART fbem-18191 20 10 gdp gdp NOUN fbem-18191 20 11 data datum NOUN fbem-18191 20 12 spanning span VERB fbem-18191 20 13 44 44 NUM fbem-18191 20 14 years year NOUN fbem-18191 20 15 , , PUNCT fbem-18191 20 16 from from ADP fbem-18191 20 17 1979 1979 NUM fbem-18191 20 18 to to ADP fbem-18191 20 19 2022 2022 NUM fbem-18191 20 20 . . PUNCT fbem-18191 21 1 for for ADP fbem-18191 21 2 the the DET fbem-18191 21 3 purposes purpose NOUN fbem-18191 21 4 of of ADP fbem-18191 21 5 model model NOUN fbem-18191 21 6 construction construction NOUN fbem-18191 21 7 , , PUNCT fbem-18191 21 8 data datum NOUN fbem-18191 21 9 from from ADP fbem-18191 21 10 the the DET fbem-18191 21 11 initial initial ADJ fbem-18191 21 12 42 42 NUM fbem-18191 21 13 years year NOUN fbem-18191 21 14 were be AUX fbem-18191 21 15 utilized utilize VERB fbem-18191 21 16 , , PUNCT fbem-18191 21 17 whereas whereas SCONJ fbem-18191 21 18 data datum NOUN fbem-18191 21 19 from from ADP fbem-18191 21 20 the the DET fbem-18191 21 21 subsequent subsequent ADJ fbem-18191 21 22 two two NUM fbem-18191 21 23 years year NOUN fbem-18191 21 24 were be AUX fbem-18191 21 25 earmarked earmark VERB fbem-18191 21 26 for for ADP fbem-18191 21 27 model model NOUN fbem-18191 21 28 validation validation NOUN fbem-18191 21 29 and and CCONJ fbem-18191 21 30 the the DET fbem-18191 21 31 projection projection NOUN fbem-18191 21 32 of of ADP fbem-18191 21 33 gdp gdp NOUN fbem-18191 21 34 for for ADP fbem-18191 21 35 the the DET fbem-18191 21 36 forthcoming forthcoming ADJ fbem-18191 21 37 years year NOUN fbem-18191 21 38 2023 2023 NUM fbem-18191 21 39 and and CCONJ fbem-18191 21 40 2024 2024 NUM fbem-18191 21 41 . . PUNCT fbem-18191 22 1 the the DET fbem-18191 22 2 dataset dataset NOUN fbem-18191 22 3 was be AUX fbem-18191 22 4 divided divide VERB fbem-18191 22 5 into into ADP fbem-18191 22 6 a a DET fbem-18191 22 7 series series NOUN fbem-18191 22 8 of of ADP fbem-18191 22 9 input input NOUN fbem-18191 22 10 / / SYM fbem-18191 22 11 output output NOUN fbem-18191 22 12 configurations configuration NOUN fbem-18191 22 13 , , PUNCT fbem-18191 22 14 termed term VERB fbem-18191 22 15 " " PUNCT fbem-18191 22 16 samples sample NOUN fbem-18191 22 17 , , PUNCT fbem-18191 22 18 " " PUNCT fbem-18191 22 19 in in ADP fbem-18191 22 20 which which PRON fbem-18191 22 21 triads triad NOUN fbem-18191 22 22 of of ADP fbem-18191 22 23 temporal temporal ADJ fbem-18191 22 24 data datum NOUN fbem-18191 22 25 points point NOUN fbem-18191 22 26 were be AUX fbem-18191 22 27 used use VERB fbem-18191 22 28 as as ADP fbem-18191 22 29 inputs input NOUN fbem-18191 22 30 , , PUNCT fbem-18191 22 31 and and CCONJ fbem-18191 22 32 a a DET fbem-18191 22 33 singular singular ADJ fbem-18191 22 34 temporal temporal ADJ fbem-18191 22 35 data datum NOUN fbem-18191 22 36 point point NOUN fbem-18191 22 37 was be AUX fbem-18191 22 38 used use VERB fbem-18191 22 39 as as ADP fbem-18191 22 40 the the DET fbem-18191 22 41 output output NOUN fbem-18191 22 42 . . PUNCT fbem-18191 23 1 the the DET fbem-18191 23 2 objective objective NOUN fbem-18191 23 3 was be AUX fbem-18191 23 4 to to PART fbem-18191 23 5 forecast forecast VERB fbem-18191 23 6 the the DET fbem-18191 23 7 output output NOUN fbem-18191 23 8 for for ADP fbem-18191 23 9 the the DET fbem-18191 23 10 next next ADJ fbem-18191 23 11 temporal temporal ADJ fbem-18191 23 12 data data NOUN fbem-18191 23 13 point point NOUN fbem-18191 23 14 . . PUNCT fbem-18191 24 1 this this DET fbem-18191 24 2 division division NOUN fbem-18191 24 3 was be AUX fbem-18191 24 4 operationalized operationalize VERB fbem-18191 24 5 through through ADP fbem-18191 24 6 the the DET fbem-18191 24 7 implementation implementation NOUN fbem-18191 24 8 of of ADP fbem-18191 24 9 a a DET fbem-18191 24 10 function function NOUN fbem-18191 24 11 , , PUNCT fbem-18191 24 12 split_sequence split_sequence PROPN fbem-18191 24 13 ( ( PUNCT fbem-18191 24 14 ) ) PUNCT fbem-18191 24 15 , , PUNCT fbem-18191 24 16 specifically specifically ADV fbem-18191 24 17 devised devise VERB fbem-18191 24 18 to to PART fbem-18191 24 19 partition partition VERB fbem-18191 24 20 the the DET fbem-18191 24 21 univariate univariate ADJ fbem-18191 24 22 data datum NOUN fbem-18191 24 23 sequence sequence NOUN fbem-18191 24 24 into into ADP fbem-18191 24 25 a a DET fbem-18191 24 26 multitude multitude NOUN fbem-18191 24 27 of of ADP fbem-18191 24 28 samples sample NOUN fbem-18191 24 29 , , PUNCT fbem-18191 24 30 each each PRON fbem-18191 24 31 encompassing encompass VERB fbem-18191 24 32 a a DET fbem-18191 24 33 designated designate VERB fbem-18191 24 34 number number NOUN fbem-18191 24 35 of of ADP fbem-18191 24 36 temporal temporal ADJ fbem-18191 24 37 data datum NOUN fbem-18191 24 38 points point NOUN fbem-18191 24 39 for for ADP fbem-18191 24 40 input input NOUN fbem-18191 24 41 and and CCONJ fbem-18191 24 42 one one NUM fbem-18191 24 43 for for ADP fbem-18191 24 44 output output NOUN fbem-18191 24 45 . . PUNCT fbem-18191 25 1 2.2 2.2 NUM fbem-18191 25 2 . . PUNCT fbem-18191 25 3 model model NOUN fbem-18191 25 4 establishment establishment NOUN fbem-18191 25 5 the the DET fbem-18191 25 6 central central ADJ fbem-18191 25 7 tenet tenet NOUN fbem-18191 25 8 of of ADP fbem-18191 25 9 the the DET fbem-18191 25 10 proposed propose VERB fbem-18191 25 11 model model NOUN fbem-18191 25 12 is be AUX fbem-18191 25 13 the the DET fbem-18191 25 14 delineation delineation NOUN fbem-18191 25 15 of of ADP fbem-18191 25 16 the the DET fbem-18191 25 17 input input NOUN fbem-18191 25 18 shape shape NOUN fbem-18191 25 19 parameters parameter NOUN fbem-18191 25 20 , , PUNCT fbem-18191 25 21 which which PRON fbem-18191 25 22 encapsulate encapsulate VERB fbem-18191 25 23 the the DET fbem-18191 25 24 model model NOUN fbem-18191 25 25 's 's PART fbem-18191 25 26 anticipatory anticipatory ADJ fbem-18191 25 27 framework framework NOUN fbem-18191 25 28 for for ADP fbem-18191 25 29 each each DET fbem-18191 25 30 data datum NOUN fbem-18191 25 31 sample sample NOUN fbem-18191 25 32 in in ADP fbem-18191 25 33 relation relation NOUN fbem-18191 25 34 to to ADP fbem-18191 25 35 the the DET fbem-18191 25 36 temporal temporal ADJ fbem-18191 25 37 steps step NOUN fbem-18191 25 38 and and CCONJ fbem-18191 25 39 feature feature NOUN fbem-18191 25 40 dimensions dimension NOUN fbem-18191 25 41 . . PUNCT fbem-18191 26 1 in in ADP fbem-18191 26 2 the the DET fbem-18191 26 3 context context NOUN fbem-18191 26 4 of of ADP fbem-18191 26 5 a a DET fbem-18191 26 6 univariate univariate ADJ fbem-18191 26 7 data data NOUN fbem-18191 26 8 sequence sequence NOUN fbem-18191 26 9 , , PUNCT fbem-18191 26 10 the the DET fbem-18191 26 11 feature feature NOUN fbem-18191 26 12 dimension dimension NOUN fbem-18191 26 13 is be AUX fbem-18191 26 14 inherently inherently ADV fbem-18191 26 15 singular singular ADJ fbem-18191 26 16 , , PUNCT fbem-18191 26 17 thus thus ADV fbem-18191 26 18 set set VERB fbem-18191 26 19 to to ADP fbem-18191 26 20 unity unity NOUN fbem-18191 26 21 . . PUNCT fbem-18191 27 1 the the DET fbem-18191 27 2 temporal temporal ADJ fbem-18191 27 3 dimensionality dimensionality NOUN fbem-18191 27 4 is be AUX fbem-18191 27 5 ascertained ascertain VERB fbem-18191 27 6 through through ADP fbem-18191 27 7 the the DET fbem-18191 27 8 234 234 NUM fbem-18191 27 9 parameterization parameterization NOUN fbem-18191 27 10 within within ADP fbem-18191 27 11 the the DET fbem-18191 27 12 split_sequence split_sequence ADJ fbem-18191 27 13 ( ( PUNCT fbem-18191 27 14 ) ) PUNCT fbem-18191 27 15 function function NOUN fbem-18191 27 16 during during ADP fbem-18191 27 17 the the DET fbem-18191 27 18 partitioning partitioning ADJ fbem-18191 27 19 phase phase NOUN fbem-18191 27 20 of of ADP fbem-18191 27 21 the the DET fbem-18191 27 22 dataset dataset NOUN fbem-18191 27 23 preparation preparation NOUN fbem-18191 27 24 . . PUNCT fbem-18191 28 1 the the DET fbem-18191 28 2 expected expect VERB fbem-18191 28 3 input input NOUN fbem-18191 28 4 shape shape NOUN fbem-18191 28 5 for for ADP fbem-18191 28 6 individual individual ADJ fbem-18191 28 7 data datum NOUN fbem-18191 28 8 samples sample NOUN fbem-18191 28 9 is be AUX fbem-18191 28 10 articulated articulate VERB fbem-18191 28 11 within within ADP fbem-18191 28 12 the the DET fbem-18191 28 13 input input NOUN fbem-18191 28 14 shape shape NOUN fbem-18191 28 15 parameter parameter NOUN fbem-18191 28 16 of of ADP fbem-18191 28 17 the the DET fbem-18191 28 18 model model NOUN fbem-18191 28 19 's 's PART fbem-18191 28 20 inaugural inaugural ADJ fbem-18191 28 21 hidden hide VERB fbem-18191 28 22 layer layer NOUN fbem-18191 28 23 . . PUNCT fbem-18191 29 1 confronted confront VERB fbem-18191 29 2 with with ADP fbem-18191 29 3 an an DET fbem-18191 29 4 array array NOUN fbem-18191 29 5 of of ADP fbem-18191 29 6 samples sample NOUN fbem-18191 29 7 , , PUNCT fbem-18191 29 8 the the DET fbem-18191 29 9 anticipated anticipated ADJ fbem-18191 29 10 dimensionality dimensionality NOUN fbem-18191 29 11 of of ADP fbem-18191 29 12 the the DET fbem-18191 29 13 input input NOUN fbem-18191 29 14 data datum NOUN fbem-18191 29 15 is be AUX fbem-18191 29 16 structured structure VERB fbem-18191 29 17 as as ADP fbem-18191 29 18 a a DET fbem-18191 29 19 threedimensional threedimensional ADJ fbem-18191 29 20 array array NOUN fbem-18191 29 21 , , PUNCT fbem-18191 29 22 encapsulating encapsulate VERB fbem-18191 29 23 [ [ X fbem-18191 29 24 samples sample NOUN fbem-18191 29 25 , , PUNCT fbem-18191 29 26 temporal temporal ADJ fbem-18191 29 27 steps step NOUN fbem-18191 29 28 , , PUNCT fbem-18191 29 29 feature feature NOUN fbem-18191 29 30 dimensions dimension NOUN fbem-18191 29 31 ] ] PUNCT fbem-18191 29 32 . . PUNCT fbem-18191 30 1 nonetheless nonetheless ADV fbem-18191 30 2 , , PUNCT fbem-18191 30 3 the the DET fbem-18191 30 4 resultant resultant NOUN fbem-18191 30 5 training training NOUN fbem-18191 30 6 dataset dataset NOUN fbem-18191 30 7 , , PUNCT fbem-18191 30 8 x x X fbem-18191 30 9 , , PUNCT fbem-18191 30 10 as as SCONJ fbem-18191 30 11 procured procure VERB fbem-18191 30 12 from from ADP fbem-18191 30 13 the the DET fbem-18191 30 14 split_sequence split_sequence ADJ fbem-18191 30 15 ( ( PUNCT fbem-18191 30 16 ) ) PUNCT fbem-18191 30 17 function function NOUN fbem-18191 30 18 , , PUNCT fbem-18191 30 19 manifests manifest NOUN fbem-18191 30 20 as as ADP fbem-18191 30 21 a a DET fbem-18191 30 22 two two NUM fbem-18191 30 23 - - PUNCT fbem-18191 30 24 dimensional dimensional ADJ fbem-18191 30 25 array array NOUN fbem-18191 30 26 , , PUNCT fbem-18191 30 27 [ [ X fbem-18191 30 28 samples sample NOUN fbem-18191 30 29 , , PUNCT fbem-18191 30 30 temporal temporal ADJ fbem-18191 30 31 steps step NOUN fbem-18191 30 32 ] ] PUNCT fbem-18191 30 33 , , PUNCT fbem-18191 30 34 compelling compel VERB fbem-18191 30 35 a a DET fbem-18191 30 36 necessary necessary ADJ fbem-18191 30 37 transformation transformation NOUN fbem-18191 30 38 to to PART fbem-18191 30 39 introduce introduce VERB fbem-18191 30 40 an an DET fbem-18191 30 41 additional additional ADJ fbem-18191 30 42 feature feature NOUN fbem-18191 30 43 dimension dimension NOUN fbem-18191 30 44 , , PUNCT fbem-18191 30 45 thereby thereby ADV fbem-18191 30 46 aligning align VERB fbem-18191 30 47 with with ADP fbem-18191 30 48 the the DET fbem-18191 30 49 cnn cnn PROPN fbem-18191 30 50 model model NOUN fbem-18191 30 51 's 's PART fbem-18191 30 52 input input NOUN fbem-18191 30 53 specifications specification NOUN fbem-18191 30 54 . . PUNCT fbem-18191 31 1 subsequent subsequent ADJ fbem-18191 31 2 to to ADP fbem-18191 31 3 the the DET fbem-18191 31 4 data datum NOUN fbem-18191 31 5 preprocessing preprocessing NOUN fbem-18191 31 6 , , PUNCT fbem-18191 31 7 a a DET fbem-18191 31 8 convolutional convolutional ADJ fbem-18191 31 9 layer layer NOUN fbem-18191 31 10 is be AUX fbem-18191 31 11 instantiated instantiate VERB fbem-18191 31 12 , , PUNCT fbem-18191 31 13 succeeded succeed VERB fbem-18191 31 14 by by ADP fbem-18191 31 15 a a DET fbem-18191 31 16 max max PROPN fbem-18191 31 17 - - PUNCT fbem-18191 31 18 pooling pool VERB fbem-18191 31 19 layer layer NOUN fbem-18191 31 20 and and CCONJ fbem-18191 31 21 a a DET fbem-18191 31 22 densely densely ADV fbem-18191 31 23 connected connect VERB fbem-18191 31 24 layer layer NOUN fbem-18191 31 25 , , PUNCT fbem-18191 31 26 with with ADP fbem-18191 31 27 the the DET fbem-18191 31 28 intent intent NOUN fbem-18191 31 29 to to PART fbem-18191 31 30 interpret interpret VERB fbem-18191 31 31 and and CCONJ fbem-18191 31 32 process process VERB fbem-18191 31 33 the the DET fbem-18191 31 34 input input NOUN fbem-18191 31 35 features feature VERB fbem-18191 31 36 . . PUNCT fbem-18191 32 1 the the DET fbem-18191 32 2 culmination culmination NOUN fbem-18191 32 3 of of ADP fbem-18191 32 4 this this DET fbem-18191 32 5 architecture architecture NOUN fbem-18191 32 6 is be AUX fbem-18191 32 7 an an DET fbem-18191 32 8 output output NOUN fbem-18191 32 9 layer layer NOUN fbem-18191 32 10 engineered engineer VERB fbem-18191 32 11 to to PART fbem-18191 32 12 prognosticate prognosticate VERB fbem-18191 32 13 a a DET fbem-18191 32 14 singular singular ADJ fbem-18191 32 15 numerical numerical ADJ fbem-18191 32 16 value value NOUN fbem-18191 32 17 . . PUNCT fbem-18191 33 1 the the DET fbem-18191 33 2 model model NOUN fbem-18191 33 3 's 's PART fbem-18191 33 4 fitting fitting ADJ fbem-18191 33 5 procedure procedure NOUN fbem-18191 33 6 is be AUX fbem-18191 33 7 executed execute VERB fbem-18191 33 8 employing employ VERB fbem-18191 33 9 the the DET fbem-18191 33 10 stochastic stochastic ADJ fbem-18191 33 11 gradient gradient ADJ fbem-18191 33 12 descent descent NOUN fbem-18191 33 13 optimization optimization NOUN fbem-18191 33 14 algorithm algorithm NOUN fbem-18191 33 15 , , PUNCT fbem-18191 33 16 with with ADP fbem-18191 33 17 the the DET fbem-18191 33 18 objective objective ADJ fbem-18191 33 19 function function NOUN fbem-18191 33 20 being be AUX fbem-18191 33 21 the the DET fbem-18191 33 22 minimization minimization NOUN fbem-18191 33 23 of of ADP fbem-18191 33 24 mean mean ADJ fbem-18191 33 25 squared square VERB fbem-18191 33 26 error error NOUN fbem-18191 33 27 . . PUNCT fbem-18191 34 1 upon upon SCONJ fbem-18191 34 2 the the DET fbem-18191 34 3 completion completion NOUN fbem-18191 34 4 of of ADP fbem-18191 34 5 the the DET fbem-18191 34 6 model model NOUN fbem-18191 34 7 training training NOUN fbem-18191 34 8 , , PUNCT fbem-18191 34 9 the the DET fbem-18191 34 10 fitted fit VERB fbem-18191 34 11 model model NOUN fbem-18191 34 12 stands stand VERB fbem-18191 34 13 ready ready ADJ fbem-18191 34 14 for for ADP fbem-18191 34 15 the the DET fbem-18191 34 16 undertaking undertaking NOUN fbem-18191 34 17 of of ADP fbem-18191 34 18 predictive predictive ADJ fbem-18191 34 19 tasks task NOUN fbem-18191 34 20 . . PUNCT fbem-18191 35 1 for for ADP fbem-18191 35 2 instance instance NOUN fbem-18191 35 3 , , PUNCT fbem-18191 35 4 deploying deploy VERB fbem-18191 35 5 input input NOUN fbem-18191 35 6 gdp gdp NOUN fbem-18191 35 7 data datum NOUN fbem-18191 35 8 ranging range VERB fbem-18191 35 9 from from ADP fbem-18191 35 10 the the DET fbem-18191 35 11 years year NOUN fbem-18191 35 12 2018 2018 NUM fbem-18191 35 13 to to ADP fbem-18191 35 14 2020 2020 NUM fbem-18191 35 15 to to PART fbem-18191 35 16 extrapolate extrapolate VERB fbem-18191 35 17 the the DET fbem-18191 35 18 subsequent subsequent ADJ fbem-18191 35 19 value value NOUN fbem-18191 35 20 in in ADP fbem-18191 35 21 the the DET fbem-18191 35 22 series series NOUN fbem-18191 35 23 mandates mandate NOUN fbem-18191 35 24 that that PRON fbem-18191 35 25 the the DET fbem-18191 35 26 cnn cnn PROPN fbem-18191 35 27 model model NOUN fbem-18191 35 28 be be AUX fbem-18191 35 29 presented present VERB fbem-18191 35 30 with with ADP fbem-18191 35 31 a a DET fbem-18191 35 32 threedimensional threedimensional ADJ fbem-18191 35 33 input input NOUN fbem-18191 35 34 array array NOUN fbem-18191 35 35 , , PUNCT fbem-18191 35 36 formatted format VERB fbem-18191 35 37 as as ADP fbem-18191 35 38 [ [ NOUN fbem-18191 35 39 samples sample NOUN fbem-18191 35 40 , , PUNCT fbem-18191 35 41 temporal temporal ADJ fbem-18191 35 42 steps step NOUN fbem-18191 35 43 , , PUNCT fbem-18191 35 44 feature feature NOUN fbem-18191 35 45 dimensions dimension NOUN fbem-18191 35 46 ] ] PUNCT fbem-18191 35 47 . . PUNCT fbem-18191 36 1 as as ADP fbem-18191 36 2 a a DET fbem-18191 36 3 prerequisite prerequisite NOUN fbem-18191 36 4 for for ADP fbem-18191 36 5 prediction prediction NOUN fbem-18191 36 6 execution execution NOUN fbem-18191 36 7 , , PUNCT fbem-18191 36 8 individual individual ADJ fbem-18191 36 9 input input NOUN fbem-18191 36 10 data data NOUN fbem-18191 36 11 samples sample NOUN fbem-18191 36 12 necessitate necessitate ADJ fbem-18191 36 13 reshaping reshape VERB fbem-18191 36 14 to to PART fbem-18191 36 15 conform conform VERB fbem-18191 36 16 to to ADP fbem-18191 36 17 this this DET fbem-18191 36 18 three three NUM fbem-18191 36 19 - - PUNCT fbem-18191 36 20 dimensional dimensional ADJ fbem-18191 36 21 schema schema NOUN fbem-18191 36 22 . . PUNCT fbem-18191 37 1 the the DET fbem-18191 37 2 efficacy efficacy NOUN fbem-18191 37 3 of of ADP fbem-18191 37 4 the the DET fbem-18191 37 5 model model NOUN fbem-18191 37 6 's 's PART fbem-18191 37 7 temporal temporal ADJ fbem-18191 37 8 forecasting forecasting NOUN fbem-18191 37 9 capabilities capability NOUN fbem-18191 37 10 , , PUNCT fbem-18191 37 11 predicated predicate VERB fbem-18191 37 12 on on ADP fbem-18191 37 13 the the DET fbem-18191 37 14 cnn cnn PROPN fbem-18191 37 15 architecture architecture NOUN fbem-18191 37 16 , , PUNCT fbem-18191 37 17 is be AUX fbem-18191 37 18 quantitatively quantitatively ADV fbem-18191 37 19 appraised appraise VERB fbem-18191 37 20 through through ADP fbem-18191 37 21 the the DET fbem-18191 37 22 metric metric NOUN fbem-18191 37 23 of of ADP fbem-18191 37 24 relative relative ADJ fbem-18191 37 25 error error NOUN fbem-18191 37 26 . . PUNCT fbem-18191 38 1 the the DET fbem-18191 38 2 computation computation NOUN fbem-18191 38 3 of of ADP fbem-18191 38 4 this this DET fbem-18191 38 5 metric metric NOUN fbem-18191 38 6 is be AUX fbem-18191 38 7 governed govern VERB fbem-18191 38 8 by by ADP fbem-18191 38 9 the the DET fbem-18191 38 10 formula formula NOUN fbem-18191 38 11 : : PUNCT fbem-18191 38 12 relative relative ADJ fbem-18191 38 13 error error NOUN fbem-18191 38 14 = = SYM fbem-18191 38 15 ( ( PUNCT fbem-18191 38 16 prediction prediction NOUN fbem-18191 38 17 true true ADJ fbem-18191 38 18 value value NOUN fbem-18191 38 19 ) ) PUNCT fbem-18191 38 20 / / SYM fbem-18191 38 21 true true ADJ fbem-18191 38 22 value value NOUN fbem-18191 38 23 × × NOUN fbem-18191 38 24 100 100 NUM fbem-18191 38 25 % % NOUN fbem-18191 38 26 the the DET fbem-18191 38 27 quantitative quantitative ADJ fbem-18191 38 28 forecasts forecast NOUN fbem-18191 38 29 engendered engender VERB fbem-18191 38 30 by by ADP fbem-18191 38 31 the the DET fbem-18191 38 32 cnn cnn PROPN fbem-18191 38 33 model model NOUN fbem-18191 38 34 with with ADP fbem-18191 38 35 respect respect NOUN fbem-18191 38 36 to to ADP fbem-18191 38 37 the the DET fbem-18191 38 38 temporal temporal ADJ fbem-18191 38 39 series series NOUN fbem-18191 38 40 , , PUNCT fbem-18191 38 41 alongside alongside ADP fbem-18191 38 42 the the DET fbem-18191 38 43 computed computed ADJ fbem-18191 38 44 relative relative ADJ fbem-18191 38 45 errors error NOUN fbem-18191 38 46 as as SCONJ fbem-18191 38 47 dictated dictate VERB fbem-18191 38 48 by by ADP fbem-18191 38 49 the the DET fbem-18191 38 50 aforementioned aforementioned ADJ fbem-18191 38 51 formula formula NOUN fbem-18191 38 52 , , PUNCT fbem-18191 38 53 are be AUX fbem-18191 38 54 exhibited exhibit VERB fbem-18191 38 55 in in ADP fbem-18191 38 56 table table NOUN fbem-18191 38 57 1 1 NUM fbem-18191 38 58 . . PUNCT fbem-18191 38 59 table table NOUN fbem-18191 38 60 1 1 NUM fbem-18191 38 61 . . NOUN fbem-18191 38 62 time time PROPN fbem-18191 38 63 series series PROPN fbem-18191 38 64 prediction prediction NOUN fbem-18191 38 65 table table NOUN fbem-18191 38 66 based base VERB fbem-18191 38 67 on on ADP fbem-18191 38 68 cnn cnn PROPN fbem-18191 38 69 model model PROPN fbem-18191 38 70 temporal temporal ADJ fbem-18191 38 71 step step NOUN fbem-18191 38 72 year year NOUN fbem-18191 38 73 prediction prediction NOUN fbem-18191 38 74 true true ADJ fbem-18191 38 75 value value NOUN fbem-18191 38 76 relative relative ADJ fbem-18191 38 77 error error NOUN fbem-18191 38 78 1 1 NUM fbem-18191 38 79 2021 2021 NUM fbem-18191 38 80 69292.47 69292.47 NUM fbem-18191 38 81 74040.8 74040.8 NUM fbem-18191 38 82 -6.41 -6.41 NUM fbem-18191 38 83 % % NOUN fbem-18191 38 84 2 2 NUM fbem-18191 38 85 2022 2022 NUM fbem-18191 38 86 80151.22 80151.22 NUM fbem-18191 38 87 77715.4 77715.4 NUM fbem-18191 38 88 3.13 3.13 NUM fbem-18191 38 89 % % NOUN fbem-18191 38 90 3 3 NUM fbem-18191 38 91 2023 2023 NUM fbem-18191 38 92 83742.99 83742.99 NUM fbem-18191 38 93 4 4 NUM fbem-18191 38 94 2024 2024 NUM fbem-18191 38 95 91261.14 91261.14 NUM fbem-18191 38 96 3 3 NUM fbem-18191 38 97 . . PUNCT fbem-18191 39 1 lstm lstm PROPN fbem-18191 39 2 neural neural ADJ fbem-18191 39 3 network network NOUN fbem-18191 39 4 the the DET fbem-18191 39 5 lstm lstm PROPN fbem-18191 39 6 neural neural ADJ fbem-18191 39 7 network network NOUN fbem-18191 39 8 represents represent VERB fbem-18191 39 9 an an DET fbem-18191 39 10 advanced advanced ADJ fbem-18191 39 11 variant variant NOUN fbem-18191 39 12 of of ADP fbem-18191 39 13 recurrent recurrent ADJ fbem-18191 39 14 neural neural ADJ fbem-18191 39 15 networks network NOUN fbem-18191 39 16 ( ( PUNCT fbem-18191 39 17 rnns rnns PROPN fbem-18191 39 18 ) ) PUNCT fbem-18191 39 19 , , PUNCT fbem-18191 39 20 characterized characterize VERB fbem-18191 39 21 by by ADP fbem-18191 39 22 its its PRON fbem-18191 39 23 utilization utilization NOUN fbem-18191 39 24 of of ADP fbem-18191 39 25 gated gate VERB fbem-18191 39 26 units unit NOUN fbem-18191 39 27 to to PART fbem-18191 39 28 regulate regulate VERB fbem-18191 39 29 the the DET fbem-18191 39 30 information information NOUN fbem-18191 39 31 flow flow VERB fbem-18191 39 32 through through ADP fbem-18191 39 33 input input NOUN fbem-18191 39 34 , , PUNCT fbem-18191 39 35 forget forget VERB fbem-18191 39 36 , , PUNCT fbem-18191 39 37 and and CCONJ fbem-18191 39 38 output output NOUN fbem-18191 39 39 gates gate NOUN fbem-18191 39 40 . . PUNCT fbem-18191 40 1 this this DET fbem-18191 40 2 intricate intricate ADJ fbem-18191 40 3 mechanism mechanism NOUN fbem-18191 40 4 enables enable VERB fbem-18191 40 5 the the DET fbem-18191 40 6 lstm lstm NOUN fbem-18191 40 7 to to PART fbem-18191 40 8 selectively selectively ADV fbem-18191 40 9 preserve preserve VERB fbem-18191 40 10 or or CCONJ fbem-18191 40 11 exclude exclude VERB fbem-18191 40 12 historical historical ADJ fbem-18191 40 13 information information NOUN fbem-18191 40 14 , , PUNCT fbem-18191 40 15 thus thus ADV fbem-18191 40 16 facilitating facilitate VERB fbem-18191 40 17 the the DET fbem-18191 40 18 dynamic dynamic ADJ fbem-18191 40 19 update update NOUN fbem-18191 40 20 of of ADP fbem-18191 40 21 cell cell NOUN fbem-18191 40 22 states state NOUN fbem-18191 40 23 in in ADP fbem-18191 40 24 light light NOUN fbem-18191 40 25 of of ADP fbem-18191 40 26 newly newly ADV fbem-18191 40 27 acquired acquire VERB fbem-18191 40 28 data datum NOUN fbem-18191 40 29 . . PUNCT fbem-18191 41 1 figure figure NOUN fbem-18191 41 2 1 1 NUM fbem-18191 41 3 delineates delineate VERB fbem-18191 41 4 the the DET fbem-18191 41 5 foundational foundational ADJ fbem-18191 41 6 architecture architecture NOUN fbem-18191 41 7 of of ADP fbem-18191 41 8 the the DET fbem-18191 41 9 lstm lstm NOUN fbem-18191 41 10 model[4 model[4 PROPN fbem-18191 41 11 ] ] PUNCT fbem-18191 41 12 . . PUNCT fbem-18191 42 1 figure figure NOUN fbem-18191 42 2 1 1 NUM fbem-18191 42 3 . . PUNCT fbem-18191 43 1 the the DET fbem-18191 43 2 structure structure NOUN fbem-18191 43 3 of of ADP fbem-18191 43 4 lstm lstm PROPN fbem-18191 43 5 3.1 3.1 NUM fbem-18191 43 6 . . PUNCT fbem-18191 44 1 data datum NOUN fbem-18191 44 2 preparation preparation NOUN fbem-18191 44 3 the the DET fbem-18191 44 4 lstm lstm PROPN fbem-18191 44 5 model model NOUN fbem-18191 44 6 is be AUX fbem-18191 44 7 designed design VERB fbem-18191 44 8 to to PART fbem-18191 44 9 learn learn VERB fbem-18191 44 10 a a DET fbem-18191 44 11 mapping mapping NOUN fbem-18191 44 12 function function NOUN fbem-18191 44 13 that that PRON fbem-18191 44 14 transforms transform VERB fbem-18191 44 15 a a DET fbem-18191 44 16 sequence sequence NOUN fbem-18191 44 17 of of ADP fbem-18191 44 18 past past ADJ fbem-18191 44 19 observations observation NOUN fbem-18191 44 20 into into ADP fbem-18191 44 21 future future ADJ fbem-18191 44 22 predictions prediction NOUN fbem-18191 44 23 . . PUNCT fbem-18191 45 1 to to ADP fbem-18191 45 2 this this DET fbem-18191 45 3 end end NOUN fbem-18191 45 4 , , PUNCT fbem-18191 45 5 it it PRON fbem-18191 45 6 is be AUX fbem-18191 45 7 imperative imperative ADJ fbem-18191 45 8 to to PART fbem-18191 45 9 restructure restructure VERB fbem-18191 45 10 the the DET fbem-18191 45 11 observed observe VERB fbem-18191 45 12 data datum NOUN fbem-18191 45 13 sequence sequence NOUN fbem-18191 45 14 into into ADP fbem-18191 45 15 a a DET fbem-18191 45 16 format format NOUN fbem-18191 45 17 conducive conducive ADJ fbem-18191 45 18 to to ADP fbem-18191 45 19 the the DET fbem-18191 45 20 lstm lstm PROPN fbem-18191 45 21 's 's PART fbem-18191 45 22 learning learning NOUN fbem-18191 45 23 process process NOUN fbem-18191 45 24 . . PUNCT fbem-18191 46 1 in in ADP fbem-18191 46 2 the the DET fbem-18191 46 3 context context NOUN fbem-18191 46 4 of of ADP fbem-18191 46 5 a a DET fbem-18191 46 6 univariate univariate ADJ fbem-18191 46 7 sequence sequence NOUN fbem-18191 46 8 — — PUNCT fbem-18191 46 9 such such ADJ fbem-18191 46 10 as as ADP fbem-18191 46 11 the the DET fbem-18191 46 12 gdp gdp NOUN fbem-18191 46 13 measurements measurement NOUN fbem-18191 46 14 from from ADP fbem-18191 46 15 zhejiang zhejiang PROPN fbem-18191 46 16 province province PROPN fbem-18191 46 17 — — PUNCT fbem-18191 46 18 the the DET fbem-18191 46 19 data datum NOUN fbem-18191 46 20 are be AUX fbem-18191 46 21 partitioned partition VERB fbem-18191 46 22 into into ADP fbem-18191 46 23 numerous numerous ADJ fbem-18191 46 24 input input NOUN fbem-18191 46 25 / / SYM fbem-18191 46 26 output output NOUN fbem-18191 46 27 configurations configuration NOUN fbem-18191 46 28 , , PUNCT fbem-18191 46 29 herein herein NOUN fbem-18191 46 30 termed term VERB fbem-18191 46 31 " " PUNCT fbem-18191 46 32 samples sample NOUN fbem-18191 46 33 . . PUNCT fbem-18191 46 34 " " PUNCT fbem-18191 47 1 this this DET fbem-18191 47 2 partitioning partitioning NOUN fbem-18191 47 3 involves involve VERB fbem-18191 47 4 using use VERB fbem-18191 47 5 three three NUM fbem-18191 47 6 sequential sequential ADJ fbem-18191 47 7 time time NOUN fbem-18191 47 8 steps step NOUN fbem-18191 47 9 as as ADP fbem-18191 47 10 inputs input NOUN fbem-18191 47 11 to to PART fbem-18191 47 12 forecast forecast VERB fbem-18191 47 13 the the DET fbem-18191 47 14 subsequent subsequent ADJ fbem-18191 47 15 time time NOUN fbem-18191 47 16 step step NOUN fbem-18191 47 17 as as ADP fbem-18191 47 18 the the DET fbem-18191 47 19 output output NOUN fbem-18191 47 20 . . PUNCT fbem-18191 48 1 following follow VERB fbem-18191 48 2 this this DET fbem-18191 48 3 data datum NOUN fbem-18191 48 4 restructuring restructuring NOUN fbem-18191 48 5 , , PUNCT fbem-18191 48 6 the the DET fbem-18191 48 7 formulation formulation NOUN fbem-18191 48 8 of of ADP fbem-18191 48 9 the the DET fbem-18191 48 10 neural neural ADJ fbem-18191 48 11 network network NOUN fbem-18191 48 12 model model NOUN fbem-18191 48 13 and and CCONJ fbem-18191 48 14 its its PRON fbem-18191 48 15 subsequent subsequent ADJ fbem-18191 48 16 training training NOUN fbem-18191 48 17 can can AUX fbem-18191 48 18 proceed[5 proceed[5 VERB fbem-18191 48 19 ] ] PUNCT fbem-18191 48 20 . . PUNCT fbem-18191 49 1 3.2 3.2 NUM fbem-18191 49 2 . . PUNCT fbem-18191 49 3 model model NOUN fbem-18191 49 4 establishment establishment NOUN fbem-18191 49 5 in in ADP fbem-18191 49 6 addressing address VERB fbem-18191 49 7 the the DET fbem-18191 49 8 challenge challenge NOUN fbem-18191 49 9 of of ADP fbem-18191 49 10 overfitting overfitte VERB fbem-18191 49 11 within within ADP fbem-18191 49 12 time time NOUN fbem-18191 49 13 series series PROPN fbem-18191 49 14 data data PROPN fbem-18191 49 15 , , PUNCT fbem-18191 49 16 dropout dropout NOUN fbem-18191 49 17 layers layer NOUN fbem-18191 49 18 are be AUX fbem-18191 49 19 strategically strategically ADV fbem-18191 49 20 interspersed interspersed ADJ fbem-18191 49 21 among among ADP fbem-18191 49 22 the the DET fbem-18191 49 23 network network NOUN fbem-18191 49 24 layers layer NOUN fbem-18191 49 25 . . PUNCT fbem-18191 50 1 these these DET fbem-18191 50 2 layers layer NOUN fbem-18191 50 3 operate operate VERB fbem-18191 50 4 by by ADP fbem-18191 50 5 intermittently intermittently ADV fbem-18191 50 6 obscuring obscure VERB fbem-18191 50 7 a a DET fbem-18191 50 8 fraction fraction NOUN fbem-18191 50 9 of of ADP fbem-18191 50 10 the the DET fbem-18191 50 11 neurons neuron NOUN fbem-18191 50 12 during during ADP fbem-18191 50 13 each each DET fbem-18191 50 14 training training NOUN fbem-18191 50 15 iteration iteration NOUN fbem-18191 50 16 , , PUNCT fbem-18191 50 17 thereby thereby ADV fbem-18191 50 18 compelling compel VERB fbem-18191 50 19 the the DET fbem-18191 50 20 network network NOUN fbem-18191 50 21 to to PART fbem-18191 50 22 train train VERB fbem-18191 50 23 within within ADP fbem-18191 50 24 this this DET fbem-18191 50 25 partially partially ADV fbem-18191 50 26 occluded occlude VERB fbem-18191 50 27 state state NOUN fbem-18191 50 28 . . PUNCT fbem-18191 51 1 with with ADP fbem-18191 51 2 each each DET fbem-18191 51 3 new new ADJ fbem-18191 51 4 iteration iteration NOUN fbem-18191 51 5 , , PUNCT fbem-18191 51 6 a a DET fbem-18191 51 7 distinct distinct ADJ fbem-18191 51 8 subset subset NOUN fbem-18191 51 9 of of ADP fbem-18191 51 10 neurons neuron NOUN fbem-18191 51 11 is be AUX fbem-18191 51 12 concealed conceal VERB fbem-18191 51 13 , , PUNCT fbem-18191 51 14 and and CCONJ fbem-18191 51 15 this this DET fbem-18191 51 16 iterative iterative NOUN fbem-18191 51 17 process process NOUN fbem-18191 51 18 persists persist VERB fbem-18191 51 19 until until ADP fbem-18191 51 20 the the DET fbem-18191 51 21 completion completion NOUN fbem-18191 51 22 of of ADP fbem-18191 51 23 the the DET fbem-18191 51 24 training training NOUN fbem-18191 51 25 phase phase NOUN fbem-18191 51 26 . . PUNCT fbem-18191 52 1 this this DET fbem-18191 52 2 method method NOUN fbem-18191 52 3 effectively effectively ADV fbem-18191 52 4 attenuates attenuate VERB fbem-18191 52 5 the the DET fbem-18191 52 6 network network NOUN fbem-18191 52 7 's 's PART fbem-18191 52 8 weight weight NOUN fbem-18191 52 9 magnitudes magnitude NOUN fbem-18191 52 10 , , PUNCT fbem-18191 52 11 thereby thereby ADV fbem-18191 52 12 bolstering bolster VERB fbem-18191 52 13 the the DET fbem-18191 52 14 model model NOUN fbem-18191 52 15 's 's PART fbem-18191 52 16 resilience resilience NOUN fbem-18191 52 17 to to ADP fbem-18191 52 18 the the DET fbem-18191 52 19 disruption disruption NOUN fbem-18191 52 20 of of ADP fbem-18191 52 21 specific specific ADJ fbem-18191 52 22 neuronal neuronal ADJ fbem-18191 52 23 connections connection NOUN fbem-18191 52 24 and and CCONJ fbem-18191 52 25 augmenting augment VERB fbem-18191 52 26 its its PRON fbem-18191 52 27 capacity capacity NOUN fbem-18191 52 28 for for ADP fbem-18191 52 29 nonlinear nonlinear ADJ fbem-18191 52 30 forecasting forecasting NOUN fbem-18191 52 31 . . PUNCT fbem-18191 53 1 the the DET fbem-18191 53 2 calculated calculated ADJ fbem-18191 53 3 relative relative ADJ fbem-18191 53 4 errors error NOUN fbem-18191 53 5 , , PUNCT fbem-18191 53 6 pursuant pursuant ADJ fbem-18191 53 7 to to ADP fbem-18191 53 8 the the DET fbem-18191 53 9 relative relative ADJ fbem-18191 53 10 error error NOUN fbem-18191 53 11 formula formula NOUN fbem-18191 53 12 , , PUNCT fbem-18191 53 13 are be AUX fbem-18191 53 14 tabulated tabulate VERB fbem-18191 53 15 in in ADP fbem-18191 53 16 table table NOUN fbem-18191 53 17 2 2 NUM fbem-18191 53 18 . . PUNCT fbem-18191 53 19 table table NOUN fbem-18191 53 20 2 2 NUM fbem-18191 53 21 . . NOUN fbem-18191 53 22 time time NOUN fbem-18191 53 23 series series PROPN fbem-18191 53 24 prediction prediction NOUN fbem-18191 53 25 table table NOUN fbem-18191 53 26 based base VERB fbem-18191 53 27 on on ADP fbem-18191 53 28 lstm lstm PROPN fbem-18191 53 29 model model NOUN fbem-18191 53 30 temporal temporal ADJ fbem-18191 53 31 step step NOUN fbem-18191 53 32 year year NOUN fbem-18191 53 33 prediction prediction NOUN fbem-18191 53 34 true true ADJ fbem-18191 53 35 value value NOUN fbem-18191 53 36 relative relative ADJ fbem-18191 53 37 error error NOUN fbem-18191 53 38 1 1 NUM fbem-18191 53 39 2021 2021 NUM fbem-18191 53 40 77094.66 77094.66 NUM fbem-18191 53 41 74040.8 74040.8 NUM fbem-18191 53 42 4.12 4.12 NUM fbem-18191 53 43 % % NOUN fbem-18191 53 44 2 2 NUM fbem-18191 53 45 2022 2022 NUM fbem-18191 53 46 79239.64 79239.64 NUM fbem-18191 53 47 77715.4 77715.4 NUM fbem-18191 53 48 1.96 1.96 NUM fbem-18191 53 49 % % NOUN fbem-18191 53 50 3 3 NUM fbem-18191 53 51 2023 2023 NUM fbem-18191 53 52 84626.36 84626.36 NUM fbem-18191 53 53 4 4 NUM fbem-18191 53 54 . . PUNCT fbem-18191 54 1 cnn cnn PROPN fbem-18191 54 2 - - PUNCT fbem-18191 54 3 lstm lstm PROPN fbem-18191 54 4 neural neural ADJ fbem-18191 54 5 network network NOUN fbem-18191 54 6 the the DET fbem-18191 54 7 lstm lstm PROPN fbem-18191 54 8 model model NOUN fbem-18191 54 9 is be AUX fbem-18191 54 10 recognized recognize VERB fbem-18191 54 11 for for ADP fbem-18191 54 12 its its PRON fbem-18191 54 13 proficiency proficiency NOUN fbem-18191 54 14 in in ADP fbem-18191 54 15 processing processing NOUN fbem-18191 54 16 time time NOUN fbem-18191 54 17 series series PROPN fbem-18191 54 18 data data PROPN fbem-18191 54 19 , , PUNCT fbem-18191 54 20 particularly particularly ADV fbem-18191 54 21 in in ADP fbem-18191 54 22 capturing capture VERB fbem-18191 54 23 temporal temporal ADJ fbem-18191 54 24 dependencies dependency NOUN fbem-18191 54 25 and and CCONJ fbem-18191 54 26 enhancing enhance VERB fbem-18191 54 27 data datum NOUN fbem-18191 54 28 utilization utilization NOUN fbem-18191 54 29 efficiency efficiency NOUN fbem-18191 54 30 . . PUNCT fbem-18191 55 1 nonetheless nonetheless ADV fbem-18191 55 2 , , PUNCT fbem-18191 55 3 the the DET fbem-18191 55 4 projection projection NOUN fbem-18191 55 5 of of ADP fbem-18191 55 6 gdp gdp NOUN fbem-18191 55 7 demands demand VERB fbem-18191 55 8 a a DET fbem-18191 55 9 comprehensive comprehensive ADJ fbem-18191 55 10 analysis analysis NOUN fbem-18191 55 11 that that PRON fbem-18191 55 12 accounts account VERB fbem-18191 55 13 for for ADP fbem-18191 55 14 both both DET fbem-18191 55 15 temporal temporal ADJ fbem-18191 55 16 dynamics dynamic NOUN fbem-18191 55 17 and and CCONJ fbem-18191 55 18 the the DET fbem-18191 55 19 intricate intricate ADJ fbem-18191 55 20 interplay interplay NOUN fbem-18191 55 21 among among ADP fbem-18191 55 22 diverse diverse ADJ fbem-18191 55 23 data datum NOUN fbem-18191 55 24 features feature NOUN fbem-18191 55 25 . . PUNCT fbem-18191 56 1 complementarily complementarily ADV fbem-18191 56 2 , , PUNCT fbem-18191 56 3 the the DET fbem-18191 56 4 cnn cnn PROPN fbem-18191 56 5 model model NOUN fbem-18191 56 6 exhibits exhibit VERB fbem-18191 56 7 formidable formidable ADJ fbem-18191 56 8 capabilities capability NOUN fbem-18191 56 9 in in ADP fbem-18191 56 10 feature feature NOUN fbem-18191 56 11 extraction extraction NOUN fbem-18191 56 12 , , PUNCT fbem-18191 56 13 substantially substantially ADV fbem-18191 56 14 235 235 NUM fbem-18191 56 15 reducing reduce VERB fbem-18191 56 16 the the DET fbem-18191 56 17 quantity quantity NOUN fbem-18191 56 18 and and CCONJ fbem-18191 56 19 dimensionality dimensionality NOUN fbem-18191 56 20 of of ADP fbem-18191 56 21 feature feature NOUN fbem-18191 56 22 parameters parameter NOUN fbem-18191 56 23 , , PUNCT fbem-18191 56 24 thus thus ADV fbem-18191 56 25 mitigating mitigate VERB fbem-18191 56 26 computational computational ADJ fbem-18191 56 27 demands demand NOUN fbem-18191 56 28 . . PUNCT fbem-18191 57 1 consequently consequently ADV fbem-18191 57 2 , , PUNCT fbem-18191 57 3 this this DET fbem-18191 57 4 research research NOUN fbem-18191 57 5 advocates advocate VERB fbem-18191 57 6 for for ADP fbem-18191 57 7 the the DET fbem-18191 57 8 amalgamation amalgamation NOUN fbem-18191 57 9 of of ADP fbem-18191 57 10 lstm lstm PROPN fbem-18191 57 11 and and CCONJ fbem-18191 57 12 cnn cnn PROPN fbem-18191 57 13 models model NOUN fbem-18191 57 14 to to PART fbem-18191 57 15 augment augment VERB fbem-18191 57 16 the the DET fbem-18191 57 17 precision precision NOUN fbem-18191 57 18 of of ADP fbem-18191 57 19 gdp gdp NOUN fbem-18191 57 20 trend trend NOUN fbem-18191 57 21 forecasts forecast NOUN fbem-18191 57 22 . . PUNCT fbem-18191 58 1 initially initially ADV fbem-18191 58 2 , , PUNCT fbem-18191 58 3 cnn cnn PROPN fbem-18191 58 4 and and CCONJ fbem-18191 58 5 lstm lstm NOUN fbem-18191 58 6 models model NOUN fbem-18191 58 7 are be AUX fbem-18191 58 8 constructed construct VERB fbem-18191 58 9 autonomously autonomously ADV fbem-18191 58 10 , , PUNCT fbem-18191 58 11 and and CCONJ fbem-18191 58 12 their their PRON fbem-18191 58 13 performance performance NOUN fbem-18191 58 14 is be AUX fbem-18191 58 15 evaluated evaluate VERB fbem-18191 58 16 using use VERB fbem-18191 58 17 a a DET fbem-18191 58 18 designated designate VERB fbem-18191 58 19 loss loss NOUN fbem-18191 58 20 function function NOUN fbem-18191 58 21 . . PUNCT fbem-18191 59 1 the the DET fbem-18191 59 2 ensuing ensue VERB fbem-18191 59 3 step step NOUN fbem-18191 59 4 involves involve VERB fbem-18191 59 5 the the DET fbem-18191 59 6 amalgamation amalgamation NOUN fbem-18191 59 7 of of ADP fbem-18191 59 8 the the DET fbem-18191 59 9 models model NOUN fbem-18191 59 10 ' ' PART fbem-18191 59 11 loss loss NOUN fbem-18191 59 12 measures measure NOUN fbem-18191 59 13 in in ADP fbem-18191 59 14 a a DET fbem-18191 59 15 weighted weight VERB fbem-18191 59 16 schema schema NOUN fbem-18191 59 17 to to PART fbem-18191 59 18 concurrently concurrently ADV fbem-18191 59 19 minimize minimize VERB fbem-18191 59 20 total total ADJ fbem-18191 59 21 loss loss NOUN fbem-18191 59 22 and and CCONJ fbem-18191 59 23 preserve preserve VERB fbem-18191 59 24 predictive predictive ADJ fbem-18191 59 25 accuracy accuracy NOUN fbem-18191 59 26 . . PUNCT fbem-18191 60 1 through through ADP fbem-18191 60 2 methodical methodical ADJ fbem-18191 60 3 experimentation experimentation NOUN fbem-18191 60 4 , , PUNCT fbem-18191 60 5 it it PRON fbem-18191 60 6 has have AUX fbem-18191 60 7 been be AUX fbem-18191 60 8 ascertained ascertain VERB fbem-18191 60 9 that that SCONJ fbem-18191 60 10 assigning assign VERB fbem-18191 60 11 weights weight NOUN fbem-18191 60 12 of of ADP fbem-18191 60 13 0.1 0.1 NUM fbem-18191 60 14 and and CCONJ fbem-18191 60 15 0.9 0.9 NUM fbem-18191 60 16 to to ADP fbem-18191 60 17 the the DET fbem-18191 60 18 cnn cnn PROPN fbem-18191 60 19 and and CCONJ fbem-18191 60 20 lstm lstm PROPN fbem-18191 60 21 models model NOUN fbem-18191 60 22 ' ' PART fbem-18191 60 23 predictions prediction NOUN fbem-18191 60 24 , , PUNCT fbem-18191 60 25 respectively respectively ADV fbem-18191 60 26 , , PUNCT fbem-18191 60 27 fosters foster VERB fbem-18191 60 28 the the DET fbem-18191 60 29 hybrid hybrid NOUN fbem-18191 60 30 model model NOUN fbem-18191 60 31 's 's PART fbem-18191 60 32 superlative superlative ADJ fbem-18191 60 33 performance performance NOUN fbem-18191 60 34 . . PUNCT fbem-18191 61 1 upon upon SCONJ fbem-18191 61 2 the the DET fbem-18191 61 3 determination determination NOUN fbem-18191 61 4 of of ADP fbem-18191 61 5 these these DET fbem-18191 61 6 optimal optimal ADJ fbem-18191 61 7 weights weight NOUN fbem-18191 61 8 , , PUNCT fbem-18191 61 9 the the DET fbem-18191 61 10 predictions prediction NOUN fbem-18191 61 11 from from ADP fbem-18191 61 12 both both DET fbem-18191 61 13 models model NOUN fbem-18191 61 14 are be AUX fbem-18191 61 15 synthesized synthesize VERB fbem-18191 61 16 via via ADP fbem-18191 61 17 a a DET fbem-18191 61 18 weighted weight VERB fbem-18191 61 19 summation summation NOUN fbem-18191 61 20 , , PUNCT fbem-18191 61 21 culminating culminate VERB fbem-18191 61 22 in in ADP fbem-18191 61 23 a a DET fbem-18191 61 24 synergistic synergistic ADJ fbem-18191 61 25 effect effect NOUN fbem-18191 61 26 . . PUNCT fbem-18191 62 1 the the DET fbem-18191 62 2 white white PROPN fbem-18191 62 3 noise noise PROPN fbem-18191 62 4 test test NOUN fbem-18191 62 5 's 's PART fbem-18191 62 6 p p NOUN fbem-18191 62 7 - - PUNCT fbem-18191 62 8 value value NOUN fbem-18191 62 9 , , PUNCT fbem-18191 62 10 derived derive VERB fbem-18191 62 11 from from ADP fbem-18191 62 12 extant extant ADJ fbem-18191 62 13 data datum NOUN fbem-18191 62 14 , , PUNCT fbem-18191 62 15 provides provide VERB fbem-18191 62 16 the the DET fbem-18191 62 17 confidence confidence NOUN fbem-18191 62 18 metric metric ADJ fbem-18191 62 19 for for ADP fbem-18191 62 20 the the DET fbem-18191 62 21 cnn cnn PROPN fbem-18191 62 22 - - PUNCT fbem-18191 62 23 lstm lstm PROPN fbem-18191 62 24 model model NOUN fbem-18191 62 25 's 's PART fbem-18191 62 26 predictive predictive ADJ fbem-18191 62 27 output output NOUN fbem-18191 62 28 . . PUNCT fbem-18191 63 1 the the DET fbem-18191 63 2 forecasted forecast VERB fbem-18191 63 3 values value NOUN fbem-18191 63 4 for for ADP fbem-18191 63 5 the the DET fbem-18191 63 6 hybrid hybrid ADJ fbem-18191 63 7 model model NOUN fbem-18191 63 8 are be AUX fbem-18191 63 9 subsequently subsequently ADV fbem-18191 63 10 derived derive VERB fbem-18191 63 11 through through ADP fbem-18191 63 12 equation equation NOUN fbem-18191 63 13 ( ( PUNCT fbem-18191 63 14 1 1 NUM fbem-18191 63 15 ): ): PUNCT fbem-18191 63 16     SPACE fbem-18191 63 17 𝑅 𝑅 PROPN fbem-18191 63 18 1 1 NUM fbem-18191 63 19 𝛼 𝛼 NOUN fbem-18191 63 20 𝛼 𝛼 PROPN fbem-18191 63 21 𝑅 𝑅 PROPN fbem-18191 63 22 𝛽 𝛽 PROPN fbem-18191 63 23 𝑅 𝑅 PROPN fbem-18191 63 24 𝑅 𝑅 PROPN fbem-18191 63 25 . . PUNCT fbem-18191 64 1 ( ( PUNCT fbem-18191 64 2 1 1 X fbem-18191 64 3 ) ) PUNCT fbem-18191 64 4 here here ADV fbem-18191 64 5 , , PUNCT fbem-18191 64 6 𝑅 𝑅 PROPN fbem-18191 64 7 represents represent VERB fbem-18191 64 8 the the DET fbem-18191 64 9 prediction prediction NOUN fbem-18191 64 10 from from ADP fbem-18191 64 11 the the DET fbem-18191 64 12 cnn cnn PROPN fbem-18191 64 13 branch branch NOUN fbem-18191 64 14 at at ADP fbem-18191 64 15 time time NOUN fbem-18191 64 16 𝑡 𝑡 PROPN fbem-18191 64 17 , , PUNCT fbem-18191 64 18 𝑅 𝑅 PROPN fbem-18191 64 19 represents represent VERB fbem-18191 64 20 the the DET fbem-18191 64 21 prediction prediction NOUN fbem-18191 64 22 from from ADP fbem-18191 64 23 the the DET fbem-18191 64 24 lstm lstm PROPN fbem-18191 64 25 branch branch NOUN fbem-18191 64 26 at at ADP fbem-18191 64 27 time time NOUN fbem-18191 64 28 𝑡 𝑡 PROPN fbem-18191 64 29 , , PUNCT fbem-18191 64 30 and and CCONJ fbem-18191 64 31 𝑅 𝑅 PROPN fbem-18191 64 32 is be AUX fbem-18191 64 33 the the DET fbem-18191 64 34 weighted weighted ADJ fbem-18191 64 35 sum sum NOUN fbem-18191 64 36 of of ADP fbem-18191 64 37 the the DET fbem-18191 64 38 predictions prediction NOUN fbem-18191 64 39 from from ADP fbem-18191 64 40 both both DET fbem-18191 64 41 branches branch NOUN fbem-18191 64 42 . . PUNCT fbem-18191 65 1 additionally additionally ADV fbem-18191 65 2 , , PUNCT fbem-18191 65 3 𝛼 𝛼 PROPN fbem-18191 65 4 ∈ ∈ NOUN fbem-18191 65 5 0,1 0,1 NUM fbem-18191 65 6 represents represent VERB fbem-18191 65 7 the the DET fbem-18191 65 8 white white PROPN fbem-18191 65 9 noise noise PROPN fbem-18191 65 10 test test NOUN fbem-18191 65 11 p p NOUN fbem-18191 65 12 - - PUNCT fbem-18191 65 13 value value NOUN fbem-18191 65 14 , , PUNCT fbem-18191 65 15 and and CCONJ fbem-18191 65 16 𝑅 𝑅 PROPN fbem-18191 65 17 denotes denote VERB fbem-18191 65 18 the the DET fbem-18191 65 19 actual actual ADJ fbem-18191 65 20 total total ADJ fbem-18191 65 21 gdp gdp NOUN fbem-18191 65 22 of of ADP fbem-18191 65 23 zhejiang zhejiang PROPN fbem-18191 65 24 province province PROPN fbem-18191 65 25 at at ADP fbem-18191 65 26 time time NOUN fbem-18191 65 27 𝑡 𝑡 PROPN fbem-18191 65 28 1 1 NUM fbem-18191 65 29 . . PUNCT fbem-18191 66 1 the the DET fbem-18191 66 2 overall overall ADJ fbem-18191 66 3 structure structure NOUN fbem-18191 66 4 of of ADP fbem-18191 66 5 the the DET fbem-18191 66 6 cnn cnn PROPN fbem-18191 66 7 - - PUNCT fbem-18191 66 8 lstm lstm PROPN fbem-18191 66 9 model model NOUN fbem-18191 66 10 is be AUX fbem-18191 66 11 illustrated illustrate VERB fbem-18191 66 12 in in ADP fbem-18191 66 13 figure figure NOUN fbem-18191 66 14 2 2 NUM fbem-18191 66 15 : : PUNCT fbem-18191 66 16 figure figure NOUN fbem-18191 66 17 2 2 NUM fbem-18191 66 18 : : PUNCT fbem-18191 66 19 the the DET fbem-18191 66 20 structure structure NOUN fbem-18191 66 21 of of ADP fbem-18191 66 22 cnn cnn PROPN fbem-18191 66 23 - - PUNCT fbem-18191 66 24 lstm lstm PROPN fbem-18191 66 25 model model NOUN fbem-18191 66 26 the the DET fbem-18191 66 27 relative relative ADJ fbem-18191 66 28 errors error NOUN fbem-18191 66 29 computed compute VERB fbem-18191 66 30 according accord VERB fbem-18191 66 31 to to ADP fbem-18191 66 32 the the DET fbem-18191 66 33 relative relative ADJ fbem-18191 66 34 error error NOUN fbem-18191 66 35 formula formula NOUN fbem-18191 66 36 are be AUX fbem-18191 66 37 presented present VERB fbem-18191 66 38 in in ADP fbem-18191 66 39 table table NOUN fbem-18191 66 40 3 3 NUM fbem-18191 66 41 . . PUNCT fbem-18191 66 42 table table NOUN fbem-18191 66 43 3 3 NUM fbem-18191 66 44 . . NOUN fbem-18191 66 45 time time PROPN fbem-18191 66 46 series series PROPN fbem-18191 66 47 prediction prediction NOUN fbem-18191 66 48 table table NOUN fbem-18191 66 49 based base VERB fbem-18191 66 50 on on ADP fbem-18191 66 51 cnnlstm cnnlstm PROPN fbem-18191 66 52 model model NOUN fbem-18191 66 53 temporal temporal ADJ fbem-18191 66 54 step step NOUN fbem-18191 66 55 year year NOUN fbem-18191 66 56 prediction prediction NOUN fbem-18191 66 57 true true ADJ fbem-18191 66 58 value value NOUN fbem-18191 66 59 relative relative ADJ fbem-18191 66 60 error error NOUN fbem-18191 66 61 1 1 NUM fbem-18191 66 62 2021 2021 NUM fbem-18191 66 63 75613.85 75613.85 NUM fbem-18191 66 64 74040.8 74040.8 NUM fbem-18191 66 65 2.12 2.12 NUM fbem-18191 66 66 % % NOUN fbem-18191 66 67 2 2 NUM fbem-18191 66 68 2022 2022 NUM fbem-18191 66 69 78073.85 78073.85 NUM fbem-18191 66 70 77715.4 77715.4 NUM fbem-18191 66 71 0.46 0.46 NUM fbem-18191 66 72 % % NOUN fbem-18191 66 73 3 3 NUM fbem-18191 66 74 2023 2023 NUM fbem-18191 66 75 82993.36 82993.36 NUM fbem-18191 66 76 5 5 NUM fbem-18191 66 77 . . PUNCT fbem-18191 67 1 conclusion conclusion NOUN fbem-18191 67 2 based base VERB fbem-18191 67 3 on on ADP fbem-18191 67 4 the the DET fbem-18191 67 5 comprehensive comprehensive ADJ fbem-18191 67 6 analysis analysis NOUN fbem-18191 67 7 of of ADP fbem-18191 67 8 the the DET fbem-18191 67 9 previous previous ADJ fbem-18191 67 10 tables table NOUN fbem-18191 67 11 , , PUNCT fbem-18191 67 12 the the DET fbem-18191 67 13 prediction prediction NOUN fbem-18191 67 14 results result VERB fbem-18191 67 15 for for ADP fbem-18191 67 16 2021 2021 NUM fbem-18191 67 17 based base VERB fbem-18191 67 18 on on ADP fbem-18191 67 19 the the DET fbem-18191 67 20 cnn cnn PROPN fbem-18191 67 21 - - PUNCT fbem-18191 67 22 lstm lstm ADJ fbem-18191 67 23 model model NOUN fbem-18191 67 24 ( ( PUNCT fbem-18191 67 25 75613.85 75613.85 NUM fbem-18191 67 26 ) ) PUNCT fbem-18191 67 27 are be AUX fbem-18191 67 28 closest close ADJ fbem-18191 67 29 to to ADP fbem-18191 67 30 the the DET fbem-18191 67 31 true true ADJ fbem-18191 67 32 value value NOUN fbem-18191 67 33 ( ( PUNCT fbem-18191 67 34 74040.8 74040.8 NUM fbem-18191 67 35 ) ) PUNCT fbem-18191 67 36 with with ADP fbem-18191 67 37 the the DET fbem-18191 67 38 smallest small ADJ fbem-18191 67 39 absolute absolute ADJ fbem-18191 67 40 relative relative ADJ fbem-18191 67 41 error error NOUN fbem-18191 67 42 ( ( PUNCT fbem-18191 67 43 2.12 2.12 NUM fbem-18191 67 44 % % NOUN fbem-18191 67 45 ) ) PUNCT fbem-18191 67 46 . . PUNCT fbem-18191 68 1 in in ADP fbem-18191 68 2 contrast contrast NOUN fbem-18191 68 3 , , PUNCT fbem-18191 68 4 the the DET fbem-18191 68 5 results result NOUN fbem-18191 68 6 based base VERB fbem-18191 68 7 on on ADP fbem-18191 68 8 the the DET fbem-18191 68 9 cnn cnn PROPN fbem-18191 68 10 model model NOUN fbem-18191 68 11 ( ( PUNCT fbem-18191 68 12 69292.47 69292.47 NUM fbem-18191 68 13 ) ) PUNCT fbem-18191 68 14 are be AUX fbem-18191 68 15 farthest farth ADJ fbem-18191 68 16 from from ADP fbem-18191 68 17 the the DET fbem-18191 68 18 true true ADJ fbem-18191 68 19 value value NOUN fbem-18191 68 20 with with ADP fbem-18191 68 21 the the DET fbem-18191 68 22 largest large ADJ fbem-18191 68 23 absolute absolute ADJ fbem-18191 68 24 relative relative ADJ fbem-18191 68 25 error error NOUN fbem-18191 68 26 ( ( PUNCT fbem-18191 68 27 -6.41 -6.41 NOUN fbem-18191 68 28 % % NOUN fbem-18191 68 29 ) ) PUNCT fbem-18191 68 30 . . PUNCT fbem-18191 69 1 in in ADP fbem-18191 69 2 2022 2022 NUM fbem-18191 69 3 , , PUNCT fbem-18191 69 4 the the DET fbem-18191 69 5 cnn cnn PROPN fbem-18191 69 6 - - PUNCT fbem-18191 69 7 lstm lstm PROPN fbem-18191 69 8 model model NOUN fbem-18191 69 9 's 's PART fbem-18191 69 10 prediction prediction NOUN fbem-18191 69 11 results result NOUN fbem-18191 69 12 ( ( PUNCT fbem-18191 69 13 78073.85 78073.85 NUM fbem-18191 69 14 ) ) PUNCT fbem-18191 69 15 are be AUX fbem-18191 69 16 closest close ADJ fbem-18191 69 17 to to ADP fbem-18191 69 18 the the DET fbem-18191 69 19 true true ADJ fbem-18191 69 20 value value NOUN fbem-18191 69 21 ( ( PUNCT fbem-18191 69 22 77715.4 77715.4 NUM fbem-18191 69 23 ) ) PUNCT fbem-18191 69 24 with with ADP fbem-18191 69 25 the the DET fbem-18191 69 26 smallest small ADJ fbem-18191 69 27 absolute absolute ADJ fbem-18191 69 28 relative relative ADJ fbem-18191 69 29 error error NOUN fbem-18191 69 30 ( ( PUNCT fbem-18191 69 31 0.46 0.46 NUM fbem-18191 69 32 % % NOUN fbem-18191 69 33 ) ) PUNCT fbem-18191 69 34 , , PUNCT fbem-18191 69 35 while while SCONJ fbem-18191 69 36 the the DET fbem-18191 69 37 cnn cnn PROPN fbem-18191 69 38 model model NOUN fbem-18191 69 39 's 's PART fbem-18191 69 40 results result NOUN fbem-18191 69 41 ( ( PUNCT fbem-18191 69 42 80151.22 80151.22 NUM fbem-18191 69 43 ) ) PUNCT fbem-18191 69 44 deviate deviate VERB fbem-18191 69 45 the the DET fbem-18191 69 46 most most ADJ fbem-18191 69 47 from from ADP fbem-18191 69 48 the the DET fbem-18191 69 49 true true ADJ fbem-18191 69 50 value value NOUN fbem-18191 69 51 with with ADP fbem-18191 69 52 the the DET fbem-18191 69 53 largest large ADJ fbem-18191 69 54 absolute absolute ADJ fbem-18191 69 55 relative relative ADJ fbem-18191 69 56 error error NOUN fbem-18191 69 57 ( ( PUNCT fbem-18191 69 58 3.13 3.13 NUM fbem-18191 69 59 % % NOUN fbem-18191 69 60 ) ) PUNCT fbem-18191 69 61 . . PUNCT fbem-18191 70 1 therefore therefore ADV fbem-18191 70 2 , , PUNCT fbem-18191 70 3 the the DET fbem-18191 70 4 cnn cnn PROPN fbem-18191 70 5 - - PUNCT fbem-18191 70 6 lstm lstm PROPN fbem-18191 70 7 model model NOUN fbem-18191 70 8 demonstrates demonstrate VERB fbem-18191 70 9 the the DET fbem-18191 70 10 best good ADJ fbem-18191 70 11 forecasting forecasting NOUN fbem-18191 70 12 performance performance NOUN fbem-18191 70 13 . . PUNCT fbem-18191 71 1 however however ADV fbem-18191 71 2 , , PUNCT fbem-18191 71 3 there there PRON fbem-18191 71 4 are be VERB fbem-18191 71 5 still still ADV fbem-18191 71 6 errors error NOUN fbem-18191 71 7 between between ADP fbem-18191 71 8 the the DET fbem-18191 71 9 predicted predict VERB fbem-18191 71 10 and and CCONJ fbem-18191 71 11 actual actual ADJ fbem-18191 71 12 values value NOUN fbem-18191 71 13 for for ADP fbem-18191 71 14 2021 2021 NUM fbem-18191 71 15 and and CCONJ fbem-18191 71 16 2022 2022 NUM fbem-18191 71 17 . . PUNCT fbem-18191 72 1 hence hence ADV fbem-18191 72 2 , , PUNCT fbem-18191 72 3 the the DET fbem-18191 72 4 cnn cnn PROPN fbem-18191 72 5 - - PUNCT fbem-18191 72 6 lstm lstm PROPN fbem-18191 72 7 model model NOUN fbem-18191 72 8 is be AUX fbem-18191 72 9 suitable suitable ADJ fbem-18191 72 10 for for ADP fbem-18191 72 11 short short ADJ fbem-18191 72 12 - - PUNCT fbem-18191 72 13 term term NOUN fbem-18191 72 14 forecasting forecasting NOUN fbem-18191 72 15 and and CCONJ fbem-18191 72 16 should should AUX fbem-18191 72 17 be be AUX fbem-18191 72 18 used use VERB fbem-18191 72 19 with with ADP fbem-18191 72 20 caution caution NOUN fbem-18191 72 21 . . PUNCT fbem-18191 73 1 references reference NOUN fbem-18191 73 2 [ [ X fbem-18191 73 3 1 1 NUM fbem-18191 73 4 ] ] PUNCT fbem-18191 73 5 shukla shukla NOUN fbem-18191 73 6 s s PROPN fbem-18191 73 7 , , PUNCT fbem-18191 73 8 bisht bisht ADV fbem-18191 73 9 k k PROPN fbem-18191 73 10 , , PUNCT fbem-18191 73 11 tiwari tiwari X fbem-18191 74 1 k k NOUN fbem-18191 74 2 , , PUNCT fbem-18191 74 3 et et PROPN fbem-18191 74 4 al al PROPN fbem-18191 74 5 . . PROPN fbem-18191 74 6 comparative comparative ADJ fbem-18191 74 7 study study NOUN fbem-18191 74 8 of of ADP fbem-18191 74 9 the the DET fbem-18191 74 10 global global ADJ fbem-18191 74 11 data datum NOUN fbem-18191 74 12 economy[m]//data economy[m]//data PROPN fbem-18191 74 13 economy economy NOUN fbem-18191 74 14 in in ADP fbem-18191 74 15 the the DET fbem-18191 74 16 digital digital ADJ fbem-18191 74 17 age age NOUN fbem-18191 74 18 . . PUNCT fbem-18191 75 1 singapore singapore PROPN fbem-18191 75 2 : : PUNCT fbem-18191 75 3 springer springer NOUN fbem-18191 75 4 nature nature PROPN fbem-18191 75 5 singapore singapore PROPN fbem-18191 75 6 , , PUNCT fbem-18191 75 7 2023 2023 NUM fbem-18191 75 8 : : PUNCT fbem-18191 75 9 63 63 NUM fbem-18191 75 10 - - SYM fbem-18191 75 11 86 86 NUM fbem-18191 75 12 . . PUNCT fbem-18191 76 1 [ [ X fbem-18191 76 2 2 2 NUM fbem-18191 76 3 ] ] PUNCT fbem-18191 76 4 kurani kurani X fbem-18191 76 5 a a PROPN fbem-18191 76 6 , , PUNCT fbem-18191 76 7 doshi doshi PROPN fbem-18191 76 8 p p PROPN fbem-18191 76 9 , , PUNCT fbem-18191 76 10 vakharia vakharia PROPN fbem-18191 76 11 a a PROPN fbem-18191 76 12 , , PUNCT fbem-18191 76 13 et et PROPN fbem-18191 76 14 al al PROPN fbem-18191 76 15 . . PUNCT fbem-18191 77 1 a a DET fbem-18191 77 2 comprehensive comprehensive ADJ fbem-18191 77 3 comparative comparative ADJ fbem-18191 77 4 study study NOUN fbem-18191 77 5 of of ADP fbem-18191 77 6 artificial artificial ADJ fbem-18191 77 7 neural neural ADJ fbem-18191 77 8 network network NOUN fbem-18191 77 9 ( ( PUNCT fbem-18191 77 10 ann ann PROPN fbem-18191 77 11 ) ) PUNCT fbem-18191 77 12 and and CCONJ fbem-18191 77 13 support support VERB fbem-18191 77 14 vector vector NOUN fbem-18191 77 15 machines machine NOUN fbem-18191 77 16 ( ( PUNCT fbem-18191 77 17 svm svm PROPN fbem-18191 77 18 ) ) PUNCT fbem-18191 77 19 on on ADP fbem-18191 77 20 stock stock NOUN fbem-18191 77 21 forecasting[j forecasting[j NOUN fbem-18191 77 22 ] ] PUNCT fbem-18191 77 23 . . PUNCT fbem-18191 78 1 annals annal NOUN fbem-18191 78 2 of of ADP fbem-18191 78 3 data data NOUN fbem-18191 78 4 science science NOUN fbem-18191 78 5 , , PUNCT fbem-18191 78 6 2023 2023 NUM fbem-18191 78 7 , , PUNCT fbem-18191 78 8 10(1 10(1 NUM fbem-18191 78 9 ): ): PUNCT fbem-18191 78 10 183 183 NUM fbem-18191 78 11 - - SYM fbem-18191 78 12 208 208 NUM fbem-18191 78 13 . . PUNCT fbem-18191 79 1 [ [ X fbem-18191 79 2 3 3 X fbem-18191 79 3 ] ] X fbem-18191 79 4 németh németh PROPN fbem-18191 79 5 k k PROPN fbem-18191 79 6 , , PUNCT fbem-18191 79 7 hadházi hadházi PROPN fbem-18191 79 8 d. d. PROPN fbem-18191 79 9 gdp gdp PROPN fbem-18191 79 10 nowcasting nowcaste VERB fbem-18191 79 11 with with ADP fbem-18191 79 12 artificial artificial ADJ fbem-18191 79 13 neural neural ADJ fbem-18191 79 14 networks network NOUN fbem-18191 79 15 : : PUNCT fbem-18191 79 16 how how SCONJ fbem-18191 79 17 much much ADJ fbem-18191 79 18 does do VERB fbem-18191 79 19 long long ADJ fbem-18191 79 20 - - PUNCT fbem-18191 79 21 term term NOUN fbem-18191 79 22 memory memory NOUN fbem-18191 79 23 matter?[j matter?[j NOUN fbem-18191 79 24 ] ] PUNCT fbem-18191 79 25 . . PUNCT fbem-18191 80 1 arxiv arxiv PROPN fbem-18191 80 2 preprint preprint NOUN fbem-18191 80 3 arxiv:2304.05805 arxiv:2304.05805 ADV fbem-18191 80 4 , , PUNCT fbem-18191 80 5 2023 2023 NUM fbem-18191 80 6 . . PUNCT fbem-18191 81 1 [ [ X fbem-18191 81 2 4 4 X fbem-18191 81 3 ] ] PUNCT fbem-18191 81 4 he he PRON fbem-18191 81 5 h h NOUN fbem-18191 81 6 , , PUNCT fbem-18191 81 7 chen chen PROPN fbem-18191 81 8 l l PROPN fbem-18191 81 9 , , PUNCT fbem-18191 81 10 wang wang PROPN fbem-18191 81 11 s. s. PROPN fbem-18191 81 12 flight flight PROPN fbem-18191 81 13 short short ADJ fbem-18191 81 14 - - PUNCT fbem-18191 81 15 term term NOUN fbem-18191 81 16 booking booking NOUN fbem-18191 81 17 demand demand NOUN fbem-18191 81 18 forecasting forecasting NOUN fbem-18191 81 19 based base VERB fbem-18191 81 20 on on ADP fbem-18191 81 21 a a DET fbem-18191 81 22 long long ADJ fbem-18191 81 23 short short ADJ fbem-18191 81 24 - - PUNCT fbem-18191 81 25 term term NOUN fbem-18191 81 26 memory memory NOUN fbem-18191 81 27 network[j network[j PROPN fbem-18191 81 28 ] ] PUNCT fbem-18191 81 29 . . PUNCT fbem-18191 82 1 computers computer NOUN fbem-18191 82 2 & & CCONJ fbem-18191 82 3 industrial industrial ADJ fbem-18191 82 4 engineering engineering NOUN fbem-18191 82 5 , , PUNCT fbem-18191 82 6 2023 2023 NUM fbem-18191 82 7 , , PUNCT fbem-18191 82 8 186 186 NUM fbem-18191 82 9 : : SYM fbem-18191 82 10 109707 109707 NUM fbem-18191 82 11 . . PUNCT fbem-18191 83 1 [ [ X fbem-18191 83 2 5 5 NUM fbem-18191 83 3 ] ] PUNCT fbem-18191 83 4 albeladi albeladi NOUN fbem-18191 83 5 k k PROPN fbem-18191 83 6 , , PUNCT fbem-18191 83 7 zafar zafar PROPN fbem-18191 83 8 b b PROPN fbem-18191 83 9 , , PUNCT fbem-18191 83 10 mueen mueen VERB fbem-18191 83 11 a. a. NOUN fbem-18191 83 12 time time NOUN fbem-18191 83 13 series series PROPN fbem-18191 83 14 forecasting forecasting NOUN fbem-18191 83 15 using use VERB fbem-18191 83 16 lstm lstm NOUN fbem-18191 83 17 and and CCONJ fbem-18191 83 18 arima[j arima[j NOUN fbem-18191 83 19 ] ] PUNCT fbem-18191 83 20 . . PUNCT fbem-18191 84 1 international international ADJ fbem-18191 84 2 journal journal PROPN fbem-18191 84 3 of of ADP fbem-18191 84 4 advanced advanced ADJ fbem-18191 84 5 computer computer NOUN fbem-18191 84 6 science science NOUN fbem-18191 84 7 and and CCONJ fbem-18191 84 8 applications application NOUN fbem-18191 84 9 , , PUNCT fbem-18191 84 10 2023 2023 NUM fbem-18191 84 11 , , PUNCT fbem-18191 84 12 14(1 14(1 NUM fbem-18191 84 13 ) ) PUNCT fbem-18191 84 14 . . PUNCT