{"id":"https://openalex.org/W4409796958","doi":"https://doi.org/10.1109/cifer64978.2025.10975738","title":"A Deep Ensemble Learning Approach for Imbalanced Data in Bankruptcy Prediction","display_name":"A Deep Ensemble Learning Approach for Imbalanced Data in Bankruptcy Prediction","publication_year":2025,"publication_date":"2025-03-17","ids":{"openalex":"https://openalex.org/W4409796958","doi":"https://doi.org/10.1109/cifer64978.2025.10975738"},"language":"en","primary_location":{"id":"doi:10.1109/cifer64978.2025.10975738","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cifer64978.2025.10975738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computational Intelligence for Financial Engineering and Economics (CiFer)","raw_type":"proceedings-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/A5034754893","display_name":"Peter Gnip","orcid":"https://orcid.org/0000-0002-4951-2889"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Peter Gnip","raw_affiliation_strings":["Technical University of Ko&#x0161;ice,Faculty of Electrical Engineering and Informatics,Ko&#x0161;ice,Slovakia"],"affiliations":[{"raw_affiliation_string":"Technical University of Ko&#x0161;ice,Faculty of Electrical Engineering and Informatics,Ko&#x0161;ice,Slovakia","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075926177","display_name":"Peter Drot\u00e1r","orcid":"https://orcid.org/0000-0002-6634-4696"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Drot\u00e1r","raw_affiliation_strings":["Technical University of Ko&#x0161;ice,Faculty of Electrical Engineering and Informatics,Ko&#x0161;ice,Slovakia"],"affiliations":[{"raw_affiliation_string":"Technical University of Ko&#x0161;ice,Faculty of Electrical Engineering and Informatics,Ko&#x0161;ice,Slovakia","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092126012","display_name":"R\u00f3bert Kan\u00e1sz","orcid":"https://orcid.org/0000-0001-7298-2881"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"R\u00f3bert Kan\u00e1sz","raw_affiliation_strings":["Technical University of Ko&#x0161;ice,Faculty of Electrical Engineering and Informatics,Ko&#x0161;ice,Slovakia"],"affiliations":[{"raw_affiliation_string":"Technical University of Ko&#x0161;ice,Faculty of Electrical Engineering and Informatics,Ko&#x0161;ice,Slovakia","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066332338","display_name":"Martin Zori\u010d\u00e1k","orcid":"https://orcid.org/0000-0002-0535-7928"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Martin Zori\u010dak","raw_affiliation_strings":["Technical University of Ko&#x0161;ice,Faculty of Economics,Ko&#x0161;ice,Slovakia"],"affiliations":[{"raw_affiliation_string":"Technical University of Ko&#x0161;ice,Faculty of Economics,Ko&#x0161;ice,Slovakia","institution_ids":["https://openalex.org/I183764125"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034754893"],"corresponding_institution_ids":["https://openalex.org/I183764125"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13833562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9718000292778015,"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":0.9718000292778015,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6877964735031128},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6313652396202087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6107770204544067},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5727246403694153},{"id":"https://openalex.org/keywords/bankruptcy","display_name":"Bankruptcy","score":0.5633690357208252},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5380271673202515},{"id":"https://openalex.org/keywords/bankruptcy-prediction","display_name":"Bankruptcy prediction","score":0.5086177587509155},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.1001252830028534},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.0818810760974884}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6877964735031128},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6313652396202087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6107770204544067},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5727246403694153},{"id":"https://openalex.org/C504631918","wikidata":"https://www.wikidata.org/wiki/Q152074","display_name":"Bankruptcy","level":2,"score":0.5633690357208252},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5380271673202515},{"id":"https://openalex.org/C2777388754","wikidata":"https://www.wikidata.org/wiki/Q1664594","display_name":"Bankruptcy prediction","level":3,"score":0.5086177587509155},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.1001252830028534},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0818810760974884}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cifer64978.2025.10975738","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cifer64978.2025.10975738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computational Intelligence for Financial Engineering and Economics (CiFer)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2101234009","https://openalex.org/W2235716330","https://openalex.org/W2295598076","https://openalex.org/W2319270064","https://openalex.org/W2939367930","https://openalex.org/W3174086521","https://openalex.org/W3202428668","https://openalex.org/W3216660278","https://openalex.org/W4300819205","https://openalex.org/W4306778051","https://openalex.org/W4309281635","https://openalex.org/W4378417908","https://openalex.org/W4386497599","https://openalex.org/W4393344974","https://openalex.org/W4396720932","https://openalex.org/W4396773505","https://openalex.org/W4400618090","https://openalex.org/W4401110148"],"related_works":["https://openalex.org/W2285942202","https://openalex.org/W4237436108","https://openalex.org/W2241582670","https://openalex.org/W2347342407","https://openalex.org/W3180694154","https://openalex.org/W2270360991","https://openalex.org/W2940834140","https://openalex.org/W2738355008","https://openalex.org/W4380075502","https://openalex.org/W4376643315"],"abstract_inverted_index":{"Skewed":[0],"data":[1,52],"distribution":[2],"poses":[3],"many":[4],"challenges":[5],"in":[6,43,93,115,123],"various":[7],"domains,":[8],"including":[9],"the":[10,94],"financial":[11,22],"sector.":[12],"Information":[13],"about":[14],"a":[15,32,74],"company's":[16],"potential":[17],"bankruptcy":[18,28],"is":[19],"crucial":[20],"for":[21,35,40],"institutions":[23],"and":[24,37,60],"decision-making":[25],"managers.":[26],"As":[27],"prediction":[29,67],"has":[30],"been":[31],"key":[33],"concern":[34],"practitioners":[36],"research":[38],"workers":[39],"decades,":[41],"advancements":[42],"machine":[44],"learning":[45],"offer":[46],"numerous":[47],"methods":[48],"to":[49,80,112],"address":[50],"imbalanced":[51,82],"scenarios":[53,83],"with":[54],"promising":[55,90],"results.":[56],"Among":[57],"these,":[58],"ensembles":[59],"neural":[61],"networks":[62],"showed":[63,89],"remarkable":[64],"results":[65,88,110],"regarding":[66],"effectiveness.":[68],"In":[69],"this":[70],"study,":[71],"we":[72],"propose":[73],"novel":[75],"deep":[76],"ensemble":[77],"boosting":[78],"approach":[79],"overcome":[81],"called":[84],"Boosting":[85,105],"TabNet.":[86],"Achieved":[87],"results,":[91],"specifically":[92],"case":[95],"of":[96,125],"realworld":[97],"datasets":[98],"characterized":[99],"by":[100],"significant":[101],"class":[102],"imbalance":[103],"ratios.":[104],"TabNet":[106],"outperformed":[107],"or":[108],"achieved":[109,121],"comparable":[111],"other":[113],"approaches":[114],"most":[116],"utilized":[117],"datasets.":[118],"The":[119],"highest":[120],"score":[122,129],"terms":[124],"geometric":[126],"mean":[127],"(GM)":[128],"was":[130],"over":[131],"<tex":[132],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[133],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{9":[134],"6":[135],"\\%}$</tex>.":[136]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
