{"id":"https://openalex.org/W4285095487","doi":"https://doi.org/10.3233/ida-215943","title":"Parallel double-layer prediction model construction and empirical analysis for enterprise credit assessment","display_name":"Parallel double-layer prediction model construction and empirical analysis for enterprise credit assessment","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4285095487","doi":"https://doi.org/10.3233/ida-215943"},"language":"en","primary_location":{"id":"doi:10.3233/ida-215943","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ida-215943","pdf_url":null,"source":{"id":"https://openalex.org/S2498839158","display_name":"Intelligent Data Analysis","issn_l":"1088-467X","issn":["1088-467X","1571-4128"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Data Analysis","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/A5081893657","display_name":"Zhanli Li","orcid":"https://orcid.org/0000-0002-6719-5346"},"institutions":[{"id":"https://openalex.org/I110440473","display_name":"Xi'an University of Science and Technology","ror":"https://ror.org/046fkpt18","country_code":"CN","type":"education","lineage":["https://openalex.org/I110440473"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhanli Li","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083226467","display_name":"Linchao Liu","orcid":"https://orcid.org/0000-0003-1492-2703"},"institutions":[{"id":"https://openalex.org/I110440473","display_name":"Xi'an University of Science and Technology","ror":"https://ror.org/046fkpt18","country_code":"CN","type":"education","lineage":["https://openalex.org/I110440473"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linchao Liu","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067191669","display_name":"Li Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I110440473","display_name":"Xi'an University of Science and Technology","ror":"https://ror.org/046fkpt18","country_code":"CN","type":"education","lineage":["https://openalex.org/I110440473"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Zhu","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100569682","display_name":"Fan Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I110440473","display_name":"Xi'an University of Science and Technology","ror":"https://ror.org/046fkpt18","country_code":"CN","type":"education","lineage":["https://openalex.org/I110440473"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Deng","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048577121","display_name":"Yun Zhang","orcid":"https://orcid.org/0000-0002-2369-440X"},"institutions":[{"id":"https://openalex.org/I110440473","display_name":"Xi'an University of Science and Technology","ror":"https://ror.org/046fkpt18","country_code":"CN","type":"education","lineage":["https://openalex.org/I110440473"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","University of Texas at Dallas, USA","School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]},{"raw_affiliation_string":"University of Texas at Dallas, USA","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Science and Technology, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100433491","display_name":"Yu Zhang","orcid":"https://orcid.org/0000-0002-1169-3135"},"institutions":[{"id":"https://openalex.org/I110440473","display_name":"Xi'an University of Science and Technology","ror":"https://ror.org/046fkpt18","country_code":"CN","type":"education","lineage":["https://openalex.org/I110440473"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","University of Texas at Dallas, USA"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Science and Technology, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I110440473"]},{"raw_affiliation_string":"University of Texas at Dallas, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081893657"],"corresponding_institution_ids":["https://openalex.org/I110440473"],"apc_list":null,"apc_paid":null,"fwci":0.5606,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68542628,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"26","issue":"4","first_page":"1007","last_page":"1022"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9782000184059143,"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/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9782000184059143,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.8551902770996094},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6965327262878418},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5785744190216064},{"id":"https://openalex.org/keywords/stacking","display_name":"Stacking","score":0.501441240310669},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4723288416862488},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.4533322751522064},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4073476791381836},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40063372254371643},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38618481159210205},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18435829877853394},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.17302346229553223},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06746995449066162}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.8551902770996094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6965327262878418},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5785744190216064},{"id":"https://openalex.org/C33347731","wikidata":"https://www.wikidata.org/wiki/Q285210","display_name":"Stacking","level":2,"score":0.501441240310669},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4723288416862488},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.4533322751522064},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4073476791381836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40063372254371643},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38618481159210205},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18435829877853394},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.17302346229553223},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06746995449066162},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/ida-215943","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ida-215943","pdf_url":null,"source":{"id":"https://openalex.org/S2498839158","display_name":"Intelligent Data Analysis","issn_l":"1088-467X","issn":["1088-467X","1571-4128"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Data Analysis","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W430137803","https://openalex.org/W1859834746","https://openalex.org/W1978167252","https://openalex.org/W2019568006","https://openalex.org/W2036963452","https://openalex.org/W2072875480","https://openalex.org/W2082133383","https://openalex.org/W2122331883","https://openalex.org/W2461391084","https://openalex.org/W2562923621","https://openalex.org/W2575265287","https://openalex.org/W2586297576","https://openalex.org/W2593370983","https://openalex.org/W2769751940","https://openalex.org/W2798812372","https://openalex.org/W2888997571","https://openalex.org/W2897338553","https://openalex.org/W2905025229","https://openalex.org/W2916642675","https://openalex.org/W2968117074","https://openalex.org/W2980209357","https://openalex.org/W2995722805","https://openalex.org/W2998458143","https://openalex.org/W3009609110","https://openalex.org/W3044259360","https://openalex.org/W3045353994","https://openalex.org/W3049037455","https://openalex.org/W3070790979","https://openalex.org/W3091695621","https://openalex.org/W3124736472","https://openalex.org/W6639026133"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W3160244858","https://openalex.org/W4312949351","https://openalex.org/W4221031036","https://openalex.org/W4223943233","https://openalex.org/W3022568704","https://openalex.org/W4366376591","https://openalex.org/W2293980041"],"abstract_inverted_index":{"Credit":[0],"is":[1,46,52,73,80,143],"a":[2,26,32,68],"part":[3],"of":[4,7,14,18,22,43,61,65,118],"external":[5],"image":[6],"enterprises,":[8],"and":[9,48,63,84,111,131,145],"it":[10],"directly":[11],"affects":[12],"interests":[13],"enterprises.":[15],"Nowadays,":[16],"most":[17],"researches":[19],"on":[20,82],"predictions":[21],"enterprises":[23,38],"credit":[24,39],"use":[25],"single":[27,33,100],"algorithm":[28,101],"model":[29,34,45,72,79,142],"or":[30],"optimize":[31],"to":[35,57],"predict":[36],"an":[37],"score.":[40],"The":[41,78,134],"accuracy":[42,64],"each":[44],"different,":[47],"the":[49,138],"generalization":[50,59,90],"ability":[51,60,91],"generally":[53],"weak.":[54],"In":[55],"order":[56],"improve":[58,89],"models":[62,106],"prediction":[66,71,114,141],"results,":[67],"parallel":[69,112,139],"double-layer":[70,113,140],"proposed":[74],"in":[75],"this":[76],"paper.":[77],"based":[81],"Stacking":[83],"Bagging":[85],"methods,":[86],"which":[87],"can":[88],"with":[92,107],"high":[93],"accuracy.":[94],"Through":[95],"experiments,":[96],"we":[97],"compare":[98],"three":[99],"models,":[102],"four":[103,119],"integrated":[104],"learning":[105],"other":[108],"combination":[109],"strategies":[110],"model.":[115],"Average":[116],"value":[117],"evaluation":[120],"indexes":[121],"are":[122],"increased":[123],"by":[124],"4.2349%,":[125],"63.1464%,":[126],"34.11837%,":[127],"1.26104%,":[128],"15.7862%,":[129],"10.1457%":[130],"25.6310%":[132],"respectively.":[133],"results":[135],"show":[136],"that":[137],"accurate":[144],"feasible.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
