{"id":"https://openalex.org/W2887375394","doi":"https://doi.org/10.1108/md-04-2018-0397","title":"A new EDAS-based in-sample-out-of-sample classifier for risk-class prediction","display_name":"A new EDAS-based in-sample-out-of-sample classifier for risk-class prediction","publication_year":2018,"publication_date":"2018-08-07","ids":{"openalex":"https://openalex.org/W2887375394","doi":"https://doi.org/10.1108/md-04-2018-0397","mag":"2887375394"},"language":"en","primary_location":{"id":"doi:10.1108/md-04-2018-0397","doi":"https://doi.org/10.1108/md-04-2018-0397","is_oa":false,"landing_page_url":"https://doi.org/10.1108/md-04-2018-0397","pdf_url":null,"source":{"id":"https://openalex.org/S154010748","display_name":"Management Decision","issn_l":"0025-1747","issn":["0025-1747","1758-6070"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-class-a","anvur-scientific","cwts-core","fnege-3","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Management Decision","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.research.ed.ac.uk/files/75797252/OuennichePerezMD2018ANewEDAS.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070499761","display_name":"Jamal Ouenniche","orcid":"https://orcid.org/0000-0002-9552-4135","observed_orcids":["https://orcid.org/0000-0002-9552-4135"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jamal Ouenniche","raw_affiliation_strings":["Department of Management Science and Business Economics, University of Edinburgh Business School, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management Science and Business Economics, University of Edinburgh Business School, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090972890","display_name":"Oscar Javier Uvalle Perez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Oscar Javier Uvalle Perez","raw_affiliation_strings":["Department of Management Science and Business Economics, University of Edinburgh Business School, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management Science and Business Economics, University of Edinburgh Business School, Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041384994","display_name":"Aziz Ettouhami","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Aziz Ettouhami","raw_affiliation_strings":["Conception and Systems Laboratory, Universite Mohammed V de Rabat, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Conception and Systems Laboratory, Universite Mohammed V de Rabat, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.1484,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.94932569,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"57","issue":"2","first_page":"314","last_page":"323"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9243000149726868,"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":0.9243000149726868,"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/T10050","display_name":"Multi-Criteria Decision Making","score":0.02329999953508377,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.018200000748038292,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/encephaloduroarteriosynangiosis","display_name":"EDAS","score":0.8309999704360962},{"id":"https://openalex.org/keywords/non-parametric-classifiers","display_name":"non-parametric classifiers","score":0.7059999704360962},{"id":"https://openalex.org/keywords/case-based-reasoning","display_name":"case-based reasoning","score":0.9440000057220459},{"id":"https://openalex.org/keywords/bankruptcy-prediction","display_name":"bankruptcy prediction","score":0.8529999852180481},{"id":"https://openalex.org/keywords/classifier-combination","display_name":"classifier combination","score":0.3479999899864197},{"id":"https://openalex.org/keywords/uk-firms","display_name":"UK firms","score":0.6830000281333923}],"concepts":[{"id":"https://openalex.org/C2777388754","wikidata":"https://www.wikidata.org/wiki/Q1664594","display_name":"Bankruptcy prediction","level":3,"score":0.7872991561889648},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7563828825950623},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7117010354995728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6467162370681763},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5672550201416016},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.5657985210418701},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.4933749735355377},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42061495780944824},{"id":"https://openalex.org/C49284225","wikidata":"https://www.wikidata.org/wiki/Q5322829","display_name":"EDAS","level":3,"score":0.42024290561676025},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.4103263318538666},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3977353274822235},{"id":"https://openalex.org/C504631918","wikidata":"https://www.wikidata.org/wiki/Q152074","display_name":"Bankruptcy","level":2,"score":0.36713600158691406},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13284653425216675},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.11344429850578308},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09536322951316833},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C162500139","wikidata":"https://www.wikidata.org/wiki/Q2835887","display_name":"Estimation of distribution algorithm","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1108/md-04-2018-0397","doi":"https://doi.org/10.1108/md-04-2018-0397","is_oa":false,"landing_page_url":"https://doi.org/10.1108/md-04-2018-0397","pdf_url":null,"source":{"id":"https://openalex.org/S154010748","display_name":"Management Decision","issn_l":"0025-1747","issn":["0025-1747","1758-6070"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-class-a","anvur-scientific","cwts-core","fnege-3","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Management Decision","raw_type":"journal-article"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/093f1426-c35e-43b8-8258-b952ce934c9e","doi":null,"is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/files/75797252/OuennichePerezMD2018ANewEDAS.pdf","pdf_url":"https://www.research.ed.ac.uk/files/75797252/OuennichePerezMD2018ANewEDAS.pdf","source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ouenniche, J, Uvalle Perez, O J & Ettouhami, A 2018, 'A new EDAS-based in-sample-out-of-sample classifier for risk-class prediction', Management Decision. https://doi.org/10.1108/MD-04-2018-0397","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.ed.ac.uk:openaire/093f1426-c35e-43b8-8258-b952ce934c9e","doi":null,"is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/files/75797252/OuennichePerezMD2018ANewEDAS.pdf","pdf_url":"https://www.research.ed.ac.uk/files/75797252/OuennichePerezMD2018ANewEDAS.pdf","source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ouenniche, J, Uvalle Perez, O J & Ettouhami, A 2018, 'A new EDAS-based in-sample-out-of-sample classifier for risk-class prediction', Management Decision. https://doi.org/10.1108/MD-04-2018-0397","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2887375394.pdf","grobid_xml":"https://content.openalex.org/works/W2887375394.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2043084514","https://openalex.org/W2259660946","https://openalex.org/W2302915988","https://openalex.org/W2550792802","https://openalex.org/W2588343817","https://openalex.org/W2599238723","https://openalex.org/W2603495459","https://openalex.org/W2607775856","https://openalex.org/W2612572560","https://openalex.org/W2622747070","https://openalex.org/W2687017949","https://openalex.org/W2734750456","https://openalex.org/W2735322398","https://openalex.org/W2749556445","https://openalex.org/W2790377239","https://openalex.org/W2790628844","https://openalex.org/W2791702267","https://openalex.org/W2793945327","https://openalex.org/W2803328624","https://openalex.org/W2993338318"],"related_works":["https://openalex.org/W2938869434","https://openalex.org/W2687017949","https://openalex.org/W2622747070","https://openalex.org/W2794889375","https://openalex.org/W4253276997","https://openalex.org/W7114465904","https://openalex.org/W642864406","https://openalex.org/W1512688160","https://openalex.org/W1594420713","https://openalex.org/W3022873702"],"abstract_inverted_index":{"Purpose":[0],"Nowadays,":[1],"the":[2,26,77,82,90,119,130,157,160,167,174,178],"field":[3],"of":[4,15,19,28,89,102,129,159,177],"data":[5,100],"analytics":[6,30],"is":[7,22,96,116],"witnessing":[8],"an":[9,111,190],"unprecedented":[10],"interest":[11],"from":[12,61],"a":[13,33,55,72,99,137,195],"variety":[14],"stakeholders.":[16,169],"The":[17,38,87,125],"purpose":[18],"this":[20],"paper":[21],"to":[23,25,118],"contribute":[24],"subfield":[27],"predictive":[29,113,127,192],"by":[31,81],"proposing":[32],"new":[34,40,56,92,132,179],"non-parametric":[35,41,93,133,186],"classifier.":[36,85],"Design/methodology/approach":[37],"proposed":[39,83,91,131],"classifier":[42,74,134],"performs":[43],"both":[44],"in-sample":[45,50],"and":[46,66,148,153,172,184],"out-of-sample":[47,67],"predictions,":[48],"where":[49,156],"predictions":[51,68,79,162],"are":[52,69],"devised":[53,70],"with":[54,71],"Evaluation":[57],"Based":[58],"on":[59,76,98],"Distance":[60],"Average":[62],"Solution":[63],"(EDAS)-based":[64],"classifier,":[65],"CBR-based":[73],"trained":[75],"class":[78],"provided":[80],"EDAS-based":[84],"Findings":[86],"performance":[88,128,193],"classification":[94,182],"framework":[95,183],"tested":[97],"set":[101],"UK":[103],"firms":[104],"in":[105,140,143],"predicting":[106],"bankruptcy.":[107],"Numerical":[108],"results":[109],"demonstrate":[110],"outstanding":[112,191],"performance,":[114],"which":[115],"robust":[117],"implementation":[120],"decisions\u2019":[121],"choices.":[122],"Practical":[123],"implications":[124],"exceptional":[126],"makes":[135],"it":[136,188],"real":[138],"contender":[139],"actual":[141],"applications":[142],"areas":[144],"such":[145],"as":[146],"finance":[147],"investment,":[149],"internet":[150],"security,":[151],"fraud":[152],"medical":[154],"diagnosis,":[155],"accuracy":[158],"risk-class":[161],"has":[163],"serious":[164],"consequences":[165],"for":[166,194],"relevant":[168],"Originality/value":[170],"Over":[171],"above":[173],"design":[175],"elements":[176],"integrated":[180],"in-sample-out-of-sample":[181],"its":[185],"nature,":[187],"delivers":[189],"bankruptcy":[196],"prediction":[197],"application.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2018-08-22T00:00:00"}