{"id":"https://openalex.org/W4383616842","doi":"https://doi.org/10.1007/s11047-023-09951-4","title":"Evolutionary feature selection approaches for insolvency business prediction with genetic programming","display_name":"Evolutionary feature selection approaches for insolvency business prediction with genetic programming","publication_year":2023,"publication_date":"2023-07-09","ids":{"openalex":"https://openalex.org/W4383616842","doi":"https://doi.org/10.1007/s11047-023-09951-4"},"language":"en","primary_location":{"id":"doi:10.1007/s11047-023-09951-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11047-023-09951-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11047-023-09951-4.pdf","source":{"id":"https://openalex.org/S149828480","display_name":"Natural Computing","issn_l":"1567-7818","issn":["1567-7818","1572-9796"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Natural Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11047-023-09951-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017374832","display_name":"\u00c1ngel Beade","orcid":null},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"\u00c1ngel Beade","raw_affiliation_strings":["Business Department, University of A Coru\u00f1a, Campus de Elvi\u00f1a, s/n, 15071, A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business Department, University of A Coru\u00f1a, Campus de Elvi\u00f1a, s/n, 15071, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075968515","display_name":"Manuel Rodr\u00edguez","orcid":"https://orcid.org/0000-0003-0929-5477"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Rodr\u00edguez","raw_affiliation_strings":["Business Department, University of A Coru\u00f1a, Campus de Elvi\u00f1a, s/n, 15071, A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business Department, University of A Coru\u00f1a, Campus de Elvi\u00f1a, s/n, 15071, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089427591","display_name":"Jos\u00e9 S\u00e1ntos","orcid":"https://orcid.org/0000-0002-4212-1367"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Santos","raw_affiliation_strings":["CITIC (Centre for Information and Communications Technology Research), Department of Computer Science and Information Technologies, University of A Coru\u00f1a, A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITIC (Centre for Information and Communications Technology Research), Department of Computer Science and Information Technologies, University of A Coru\u00f1a, A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5017374832"],"corresponding_institution_ids":["https://openalex.org/I11019714"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":2.8792,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.91064348,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"22","issue":"4","first_page":"705","last_page":"722"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9970999956130981,"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":0.9970999956130981,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10019","display_name":"Corporate Finance and Governance","score":0.9473999738693237,"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/genetic-programming","display_name":"Genetic programming","score":0.8220123052597046},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7118109464645386},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7003825306892395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6618157625198364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6408496499061584},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6218789219856262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5887247323989868},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.45531874895095825},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3824711740016937},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.363857239484787}],"concepts":[{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.8220123052597046},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7118109464645386},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7003825306892395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6618157625198364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6408496499061584},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6218789219856262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5887247323989868},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.45531874895095825},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3824711740016937},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.363857239484787}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11047-023-09951-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11047-023-09951-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11047-023-09951-4.pdf","source":{"id":"https://openalex.org/S149828480","display_name":"Natural Computing","issn_l":"1567-7818","issn":["1567-7818","1572-9796"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Natural Computing","raw_type":"journal-article"},{"id":"pmh:oai:ruc.udc.es:2183/36888","is_oa":true,"landing_page_url":"http://hdl.handle.net/2183/36888","pdf_url":null,"source":{"id":"https://openalex.org/S4306402204","display_name":"RUC (Universidade Da Coru\u00f1a)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s11047-023-09951-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11047-023-09951-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11047-023-09951-4.pdf","source":{"id":"https://openalex.org/S149828480","display_name":"Natural Computing","issn_l":"1567-7818","issn":["1567-7818","1572-9796"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Natural Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4399999976158142,"display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G1885417913","display_name":null,"funder_award_id":"GPC ED431B 2022/33","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G1933851018","display_name":null,"funder_award_id":"ED431G 2019/01","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2462709576","display_name":null,"funder_award_id":"CITIC (ED431G 2019/01)","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G2979118188","display_name":null,"funder_award_id":"PID2020-116201GB-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3199046289","display_name":null,"funder_award_id":"ED431G 2019/01","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3876637791","display_name":null,"funder_award_id":"ED431G","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G5634946813","display_name":null,"funder_award_id":"2014-2020","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5805502524","display_name":null,"funder_award_id":"PID2020","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6258374248","display_name":null,"funder_award_id":"ED431B","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G6589649124","display_name":null,"funder_award_id":"PID2020-","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6870533126","display_name":null,"funder_award_id":"2014-2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G726424357","display_name":null,"funder_award_id":"ED431G 2019/01","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320326655","display_name":"Xunta de Galicia","ror":"https://ror.org/0181xnw06"},{"id":"https://openalex.org/F4320328562","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4383616842.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W78152419","https://openalex.org/W297841065","https://openalex.org/W600632748","https://openalex.org/W1483736078","https://openalex.org/W1495464107","https://openalex.org/W1576818901","https://openalex.org/W1879678483","https://openalex.org/W1975989531","https://openalex.org/W1985258161","https://openalex.org/W1996236895","https://openalex.org/W2004532359","https://openalex.org/W2015618775","https://openalex.org/W2064031858","https://openalex.org/W2075806125","https://openalex.org/W2078894219","https://openalex.org/W2083862258","https://openalex.org/W2145123516","https://openalex.org/W2145862921","https://openalex.org/W2156194072","https://openalex.org/W2167101736","https://openalex.org/W2343420905","https://openalex.org/W2609465480","https://openalex.org/W2751651475","https://openalex.org/W2752946155","https://openalex.org/W2766659517","https://openalex.org/W2767794418","https://openalex.org/W2788354690","https://openalex.org/W2897245210","https://openalex.org/W2949361183","https://openalex.org/W2967131053","https://openalex.org/W3123800628","https://openalex.org/W3142118701","https://openalex.org/W4224222011","https://openalex.org/W4285131019","https://openalex.org/W4292023222","https://openalex.org/W4297051400"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W4247136043","https://openalex.org/W4312407344"],"abstract_inverted_index":{"Abstract":[0],"This":[1,169],"study":[2],"uses":[3],"different":[4],"feature":[5,103,112],"selection":[6,51,117,143],"methods":[7],"in":[8,27,41,98,179,182],"the":[9,17,34,62,65,73,76,92,141,150,153,161,175,185],"field":[10],"of":[11,19,36,47,64,95,102,155,177,187],"business":[12],"failure":[13],"prediction":[14,31,189],"and":[15],"tests":[16],"capability":[18],"Genetic":[20],"Programming":[21],"(GP)":[22],"as":[23,110,127,137,157],"an":[24,81,171],"appropriate":[25],"classifier":[26,139,159,167],"this":[28,180],"field.":[29],"The":[30,69,130],"models":[32],"categorize":[33],"insolvency/non-insolvency":[35],"a":[37,44,87,99,111,128,138,158],"firm":[38],"one":[39],"year":[40],"advance":[42],"from":[43,149],"large":[45],"set":[46],"financial":[48,66],"ratios.":[49],"Different":[50],"strategies":[52],"based":[53],"on":[54],"two":[55],"evolutionary":[56,82],"algorithms":[57],"were":[58],"used":[59,109,125],"to":[60,165,174,184],"reduce":[61],"dimensionality":[63],"features":[67],"considered.":[68],"first":[70,100],"method":[71,144],"considers":[72],"combination":[74],"between":[75],"global":[77],"search":[78],"provided":[79],"by":[80],"algorithm":[83],"(differential":[84],"evolution)":[85],"with":[86,91,145,163],"simple":[88],"classifier,":[89],"together":[90],"possible":[93],"use":[94,154,176],"classical":[96],"filters":[97],"step":[101],"selection.":[104],"Secondly,":[105],"genetic":[106],"programming":[107],"is":[108,124],"selector.":[113],"In":[114],"addition,":[115],"these":[116],"approaches":[118],"will":[119],"be":[120],"compared":[121],"when":[122,134],"GP":[123,136,146,156,178,188],"exclusively":[126],"classifier.":[129],"results":[131,162],"show":[132],"that,":[133],"using":[135],"method,":[140],"proposed":[142],"stands":[147],"out":[148],"rest.":[151],"Moreover,":[152],"improves":[160],"respect":[164],"other":[166],"methods.":[168],"shows":[170],"added":[172],"value":[173],"field,":[181],"addition":[183],"interpretability":[186],"models.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}