{"id":"https://openalex.org/W2077791120","doi":"https://doi.org/10.1080/10798587.2012.10643227","title":"Comparing Traditional Statistics, Decision Tree Classification And Support Vector Machine Techniques For Financial Bankruptcy Prediction","display_name":"Comparing Traditional Statistics, Decision Tree Classification And Support Vector Machine Techniques For Financial Bankruptcy Prediction","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2077791120","doi":"https://doi.org/10.1080/10798587.2012.10643227","mag":"2077791120"},"language":"en","primary_location":{"id":"doi:10.1080/10798587.2012.10643227","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10798587.2012.10643227","pdf_url":null,"source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"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"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation & Soft Computing","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/A5038663636","display_name":"Mu\u2010Yen Chen","orcid":"https://orcid.org/0000-0002-3945-4363"},"institutions":[{"id":"https://openalex.org/I131948415","display_name":"National Taichung University of Science and Technology","ror":"https://ror.org/05bgcav40","country_code":"TW","type":"education","lineage":["https://openalex.org/I131948415"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Mu-Yen Chen","raw_affiliation_strings":["Department of Information Management , National Taichung Institute of Technology , 129 Sec. 3, San-Min Road , Taichung , Taiwan, R.O.C. Phone: 40444 E-mail: mychen@ntit.edu.tw"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management , National Taichung Institute of Technology , 129 Sec. 3, San-Min Road , Taichung , Taiwan, R.O.C. Phone: 40444 E-mail: mychen@ntit.edu.tw","institution_ids":["https://openalex.org/I131948415"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5038663636"],"corresponding_institution_ids":["https://openalex.org/I131948415"],"apc_list":null,"apc_paid":null,"fwci":1.4221,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.87422917,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"18","issue":"1","first_page":"65","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9998999834060669,"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":0.9998999834060669,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9871000051498413,"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/T11496","display_name":"Credit Risk and Financial Regulations","score":0.975600004196167,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8431066870689392},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.7355520725250244},{"id":"https://openalex.org/keywords/bankruptcy","display_name":"Bankruptcy","score":0.7014724612236023},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6414657831192017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4673148989677429},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4504092037677765},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.44540396332740784},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.42825233936309814},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33848848938941956},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.2843865752220154},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08557400107383728},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.05880117416381836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8431066870689392},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7355520725250244},{"id":"https://openalex.org/C504631918","wikidata":"https://www.wikidata.org/wiki/Q152074","display_name":"Bankruptcy","level":2,"score":0.7014724612236023},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6414657831192017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4673148989677429},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4504092037677765},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.44540396332740784},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.42825233936309814},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33848848938941956},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.2843865752220154},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08557400107383728},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.05880117416381836},{"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:10.1080/10798587.2012.10643227","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10798587.2012.10643227","pdf_url":null,"source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"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"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation & Soft Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.5099999904632568},{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W94571269","https://openalex.org/W1516234411","https://openalex.org/W2002288833","https://openalex.org/W2003269506","https://openalex.org/W2008983744","https://openalex.org/W2013158046","https://openalex.org/W2015618775","https://openalex.org/W2020848494","https://openalex.org/W2024411603","https://openalex.org/W2027645392","https://openalex.org/W2062634819","https://openalex.org/W2085573882","https://openalex.org/W2088368357","https://openalex.org/W2124532504","https://openalex.org/W2148603752","https://openalex.org/W2153476503","https://openalex.org/W2801647070","https://openalex.org/W3085162807"],"related_works":["https://openalex.org/W4224922629","https://openalex.org/W2591672004","https://openalex.org/W1982169401","https://openalex.org/W2356463514","https://openalex.org/W4319437832","https://openalex.org/W102063058","https://openalex.org/W2592385415","https://openalex.org/W4243803609","https://openalex.org/W2030894524","https://openalex.org/W2348694184"],"abstract_inverted_index":{"Abstract":[0],"Recently,":[1],"several":[2],"spectacular":[3],"bankruptcies,":[4],"including":[5],"Fannie":[6],"Mae,":[7],"Freddie":[8],"Mac,":[9],"Washington":[10],"Mutual,":[11],"Merrill":[12],"Lynch,":[13],"and":[14,52],"Lehman":[15],"Brothers,":[16],"have":[17],"caught":[18],"the":[19,25,77],"world":[20],"by":[21],"surprise.":[22],"To":[23],"improve":[24],"accuracy":[26],"of":[27],"financial":[28,70,90],"distress":[29,91],"predictions,":[30],"this":[31],"research":[32],"compares":[33],"traditional":[34,93],"statistical":[35,94],"methods":[36,46],"(i.e.,":[37,47,57],"linear":[38],"discriminant":[39],"analysis,":[40],"logistic":[41],"regression),":[42],"decision":[43],"tree":[44],"classification":[45],"C5.0,":[48],"CART,":[49],"CIIAID,":[50],"QUEST)":[51],"artificial":[53],"neural":[54],"network":[55],"techniques":[56],"multi-layer":[58],"perceptron,":[59],"support":[60,78],"vector":[61,79],"machine)":[62],"to":[63],"distinguish":[64],"their":[65],"respective":[66],"capabilities":[67],"for":[68,88],"predicting":[69,89],"distress.":[71],"The":[72],"experimental":[73],"results":[74],"showed":[75],"that":[76],"machine":[80],"(SVM)":[81],"technique":[82],"could":[83],"be":[84],"amore":[85],"suitable":[86],"method":[87],"than":[92],"or":[95],"DT":[96],"techniques.":[97]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}