{"id":"https://openalex.org/W4393155722","doi":"https://doi.org/10.1080/23307706.2024.2331546","title":"Deep learning: an study on financial crisis forewarning in small and medium-sized listed enterprises","display_name":"Deep learning: an study on financial crisis forewarning in small and medium-sized listed enterprises","publication_year":2024,"publication_date":"2024-03-24","ids":{"openalex":"https://openalex.org/W4393155722","doi":"https://doi.org/10.1080/23307706.2024.2331546"},"language":"en","primary_location":{"id":"doi:10.1080/23307706.2024.2331546","is_oa":false,"landing_page_url":"https://doi.org/10.1080/23307706.2024.2331546","pdf_url":null,"source":{"id":"https://openalex.org/S2475925340","display_name":"Journal of Control and Decision","issn_l":"2330-7706","issn":["2330-7706","2330-7714"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Control and Decision","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023184887","display_name":"Shaonan Pang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shaonan Pang","raw_affiliation_strings":["Department of Accounting, Hebei Vocational University of Technology and Engineering, Xingtai, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Accounting, Hebei Vocational University of Technology and Engineering, Xingtai, People\u2019s Republic of China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113151681","display_name":"Lixia Du","orcid":null},"institutions":[{"id":"https://openalex.org/I28992388","display_name":"Xinzhou Teachers University","ror":"https://ror.org/01175g155","country_code":"CN","type":"education","lineage":["https://openalex.org/I28992388"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixia Du","raw_affiliation_strings":["Department of Economic Management, Xinzhou Normal University, Xinzhou, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economic Management, Xinzhou Normal University, Xinzhou, People\u2019s Republic of China","institution_ids":["https://openalex.org/I28992388"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5023184887"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.5694,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.92520872,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"12","issue":"1","first_page":"159","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10019","display_name":"Corporate Finance and Governance","score":0.968500018119812,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10019","display_name":"Corporate Finance and Governance","score":0.968500018119812,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10127","display_name":"Banking stability, regulation, efficiency","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12851","display_name":"Firm Innovation and Growth","score":0.9463000297546387,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/financial-crisis","display_name":"Financial crisis","score":0.6709408164024353},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5940341353416443},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.44532105326652527},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32811179757118225},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2870578169822693},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.2811642587184906},{"id":"https://openalex.org/keywords/macroeconomics","display_name":"Macroeconomics","score":0.0754045844078064}],"concepts":[{"id":"https://openalex.org/C2778300220","wikidata":"https://www.wikidata.org/wiki/Q114380","display_name":"Financial crisis","level":2,"score":0.6709408164024353},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5940341353416443},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.44532105326652527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32811179757118225},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2870578169822693},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2811642587184906},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0754045844078064}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/23307706.2024.2331546","is_oa":false,"landing_page_url":"https://doi.org/10.1080/23307706.2024.2331546","pdf_url":null,"source":{"id":"https://openalex.org/S2475925340","display_name":"Journal of Control and Decision","issn_l":"2330-7706","issn":["2330-7706","2330-7714"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Control and Decision","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2792708345","https://openalex.org/W2808806854","https://openalex.org/W2964706851","https://openalex.org/W3097003115","https://openalex.org/W3119074508","https://openalex.org/W3126596251","https://openalex.org/W3127517891","https://openalex.org/W3130688704","https://openalex.org/W3136285410","https://openalex.org/W3138517414","https://openalex.org/W3160635629","https://openalex.org/W3167524745","https://openalex.org/W3176527854","https://openalex.org/W4212945175","https://openalex.org/W4213103469","https://openalex.org/W4224241050","https://openalex.org/W4225856519","https://openalex.org/W4229373796","https://openalex.org/W4243839035","https://openalex.org/W4285167999","https://openalex.org/W4285290296","https://openalex.org/W4310640602"],"related_works":["https://openalex.org/W3188962172","https://openalex.org/W2772917594","https://openalex.org/W4306742369","https://openalex.org/W4303457083","https://openalex.org/W2131146434","https://openalex.org/W2951359407","https://openalex.org/W4376623224","https://openalex.org/W3136979370","https://openalex.org/W2058170566","https://openalex.org/W2965396565"],"abstract_inverted_index":{"Early":[0],"warning":[1,23,120],"of":[2,11,49,77,88,115,123,129],"financial":[3,28,81,121],"crisis":[4,29],"will":[5],"greatly":[6],"promote":[7],"the":[8,47,50,61,68,89,97,106,113,116,127],"stable":[9],"development":[10,44],"small":[12],"and":[13,43,126],"medium-sized":[14],"listed":[15,84,124],"enterprises":[16],"(listed":[17],"SMEs).":[18],"In":[19],"this":[20],"article,":[21],"13":[22,99],"indicators":[24,100],"were":[25,58],"selected":[26],"for":[27,83],"prediction":[30],"from":[31],"five":[32],"aspects:":[33],"profit":[34],"level,":[35,38,40,42],"debt":[36],"service":[37],"business":[39],"cash":[41],"level.":[45],"Then,":[46],"parameters":[48],"long":[51],"short-term":[52],"memory":[53],"(LSTM)":[54],"neural":[55],"network":[56],"model":[57,73,91,118],"optimised":[59],"by":[60],"whale":[62],"optimisation":[63],"algorithm":[64],"(WOA),":[65],"resulting":[66],"in":[67,79,119,132],"WOA-LSTM":[69,72,90,117],"model.":[70],"The":[71,86,110],"achieved":[74],"an":[75],"accuracy":[76],"0.975":[78],"predicting":[80],"crises":[82,122],"SMEs.":[85],"performance":[87],"was":[92],"significantly":[93],"enhanced":[94],"when":[95],"using":[96,105],"filtered":[98],"as":[101],"inputs,":[102],"compared":[103],"to":[104],"original":[107],"24":[108],"indicators.":[109],"findings":[111],"prove":[112],"dependability":[114],"SMEs":[125],"feasibility":[128],"its":[130],"application":[131],"practice.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}