{"id":"https://openalex.org/W2024428474","doi":"https://doi.org/10.1142/s0219622012500095","title":"EVALUATION OF CLASSIFICATION ALGORITHMS USING MCDM AND RANK CORRELATION","display_name":"EVALUATION OF CLASSIFICATION ALGORITHMS USING MCDM AND RANK CORRELATION","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2024428474","doi":"https://doi.org/10.1142/s0219622012500095","mag":"2024428474"},"language":"en","primary_location":{"id":"doi:10.1142/s0219622012500095","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219622012500095","pdf_url":null,"source":{"id":"https://openalex.org/S207089700","display_name":"International Journal of Information Technology & Decision Making","issn_l":"0219-6220","issn":["0219-6220","1793-6845"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technology &amp; Decision Making","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/A5073973267","display_name":"Gang Kou","orcid":"https://orcid.org/0000-0002-9220-8647"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"GANG KOU","raw_affiliation_strings":["School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 610054, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 610054, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020712549","display_name":"Yanqun Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YANQUN LU","raw_affiliation_strings":["School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 610054, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 610054, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039086738","display_name":"Yi Peng","orcid":"https://orcid.org/0000-0003-0373-6665"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YI PENG","raw_affiliation_strings":["School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 610054, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Management and Economics, University of Electronic Science and Technology of China, Chengdu, 610054, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113542097","display_name":"Yong Shi","orcid":"https://orcid.org/0000-0001-7974-1079"},"institutions":[{"id":"https://openalex.org/I122266389","display_name":"University of Nebraska at Omaha","ror":"https://ror.org/04yrkc140","country_code":"US","type":"education","lineage":["https://openalex.org/I122266389"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"YONG SHI","raw_affiliation_strings":["CAS Research Center on Fictitious Economy and Data Sciences, Beijing 100080, China","College of Information Science &amp; Technology, University of Nebraska at Omaha, Omaha, NE 68182, USA"],"affiliations":[{"raw_affiliation_string":"CAS Research Center on Fictitious Economy and Data Sciences, Beijing 100080, China","institution_ids":[]},{"raw_affiliation_string":"College of Information Science &amp; Technology, University of Nebraska at Omaha, Omaha, NE 68182, USA","institution_ids":["https://openalex.org/I122266389"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5073973267"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":42.6312,"has_fulltext":false,"cited_by_count":560,"citation_normalized_percentile":{"value":0.99907168,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":"01","first_page":"197","last_page":"225"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9965000152587891,"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"}},"topics":[{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9965000152587891,"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/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9840999841690063,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/multiple-criteria-decision-analysis","display_name":"Multiple-criteria decision analysis","score":0.9529719352722168},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.6121803522109985},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5897631645202637},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.556673526763916},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.515889048576355},{"id":"https://openalex.org/keywords/rank-correlation","display_name":"Rank correlation","score":0.5152438282966614},{"id":"https://openalex.org/keywords/spearmans-rank-correlation-coefficient","display_name":"Spearman's rank correlation coefficient","score":0.5127847790718079},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5106123089790344},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.4431294798851013},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4385620951652527},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4280676245689392},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4097647964954376},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3900832533836365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3681569993495941},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3531675934791565},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.23797345161437988},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.13261783123016357},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05549699068069458}],"concepts":[{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.9529719352722168},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.6121803522109985},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5897631645202637},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.556673526763916},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.515889048576355},{"id":"https://openalex.org/C101601086","wikidata":"https://www.wikidata.org/wiki/Q3753228","display_name":"Rank correlation","level":2,"score":0.5152438282966614},{"id":"https://openalex.org/C159744936","wikidata":"https://www.wikidata.org/wiki/Q1126730","display_name":"Spearman's rank correlation coefficient","level":2,"score":0.5127847790718079},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5106123089790344},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.4431294798851013},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4385620951652527},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4280676245689392},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4097647964954376},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3900832533836365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3681569993495941},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3531675934791565},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.23797345161437988},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.13261783123016357},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05549699068069458},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1142/s0219622012500095","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219622012500095","pdf_url":null,"source":{"id":"https://openalex.org/S207089700","display_name":"International Journal of Information Technology & Decision Making","issn_l":"0219-6220","issn":["0219-6220","1793-6845"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Technology &amp; Decision Making","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:ijitdm:v:11:y:2012:i:01:n:s0219622012500095","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0219622012500095","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:RePEc:wsi:ijitdm:v:11:y:2012:i:01:p:197-225","is_oa":false,"landing_page_url":"http://www.worldscinet.com/cgi-bin/details.cgi?type=html&amp;id=pii:S0219622012500095","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7900000214576721,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1266022854","display_name":null,"funder_award_id":"7117302","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2325630125","display_name":null,"funder_award_id":"71173028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3291803370","display_name":null,"funder_award_id":"70921061","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G511980052","display_name":null,"funder_award_id":"70901015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5309945774","display_name":null,"funder_award_id":"#70921061","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6363068571","display_name":null,"funder_award_id":"70901011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6533545419","display_name":null,"funder_award_id":", and #","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8208342437","display_name":null,"funder_award_id":"1 and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W160850993","https://openalex.org/W162897784","https://openalex.org/W166751945","https://openalex.org/W173895910","https://openalex.org/W1495775210","https://openalex.org/W1528113134","https://openalex.org/W1557418592","https://openalex.org/W1570448133","https://openalex.org/W1572964175","https://openalex.org/W1660390307","https://openalex.org/W1937458681","https://openalex.org/W1967350113","https://openalex.org/W1969420572","https://openalex.org/W1977713982","https://openalex.org/W1977993961","https://openalex.org/W1981218150","https://openalex.org/W1996865068","https://openalex.org/W1997974449","https://openalex.org/W1998661617","https://openalex.org/W2004615188","https://openalex.org/W2010010720","https://openalex.org/W2013377700","https://openalex.org/W2031363525","https://openalex.org/W2046543041","https://openalex.org/W2048682095","https://openalex.org/W2049134404","https://openalex.org/W2050346719","https://openalex.org/W2051440091","https://openalex.org/W2065109455","https://openalex.org/W2089213632","https://openalex.org/W2104196469","https://openalex.org/W2112076978","https://openalex.org/W2116080612","https://openalex.org/W2116825089","https://openalex.org/W2124868070","https://openalex.org/W2125055259","https://openalex.org/W2132166479","https://openalex.org/W2133990480","https://openalex.org/W2140785063","https://openalex.org/W2140853997","https://openalex.org/W2147680910","https://openalex.org/W2155806188","https://openalex.org/W2487087946","https://openalex.org/W2506768821","https://openalex.org/W2966207845","https://openalex.org/W3128821283","https://openalex.org/W4211232175"],"related_works":["https://openalex.org/W1976617664","https://openalex.org/W3038608274","https://openalex.org/W1990851617","https://openalex.org/W3013738389","https://openalex.org/W2096962026","https://openalex.org/W2319525095","https://openalex.org/W4251214348","https://openalex.org/W4246497475","https://openalex.org/W2214944207","https://openalex.org/W3137388341"],"abstract_inverted_index":{"Classification":[0],"algorithm":[1,21],"selection":[2,22],"is":[3,55],"an":[4,58,132],"important":[5],"issue":[6],"in":[7,91],"many":[8],"disciplines.":[9],"Since":[10],"it":[11],"normally":[12],"involves":[13],"more":[14],"than":[15],"one":[16],"criterion,":[17],"the":[18,92,106,109,122],"task":[19],"of":[20,48,52,97],"can":[23,125],"be":[24],"modeled":[25],"as":[26],"multiple":[27],"criteria":[28,84],"decision":[29],"making":[30],"(MCDM)":[31],"problems.":[32],"Different":[33],"MCDM":[34,64,73,112,128,136],"methods":[35,65,74],"evaluate":[36],"classifiers":[37,98],"from":[38],"different":[39,101,135],"aspects":[40],"and":[41,81,130],"thus":[42],"they":[43],"may":[44],"produce":[45],"divergent":[46],"rankings":[47,96,113,129],"classifiers.":[49],"The":[50,95,117],"goal":[51],"this":[53],"paper":[54],"to":[56,60],"propose":[57],"approach":[59,124],"resolve":[61,126],"disagreements":[62],"among":[63,111,134],"based":[66],"on":[67],"Spearman's":[68],"rank":[69],"correlation":[70],"coefficient.":[71],"Five":[72],"are":[75,99,114],"examined":[76],"using":[77],"17":[78],"classification":[79,89],"algorithms":[80],"10":[82],"performance":[83],"over":[85],"11":[86],"public-domain":[87],"binary":[88],"datasets":[90],"experimental":[93,118],"study.":[94],"quite":[100],"at":[102],"first.":[103],"After":[104],"applying":[105],"proposed":[107,123],"approach,":[108],"differences":[110],"largely":[115],"reduced.":[116],"results":[119],"prove":[120],"that":[121],"conflicting":[127],"reach":[131],"agreement":[133],"methods.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":38},{"year":2021,"cited_by_count":56},{"year":2020,"cited_by_count":89},{"year":2019,"cited_by_count":45},{"year":2018,"cited_by_count":60},{"year":2017,"cited_by_count":43},{"year":2016,"cited_by_count":55},{"year":2015,"cited_by_count":39},{"year":2014,"cited_by_count":33},{"year":2013,"cited_by_count":22},{"year":2012,"cited_by_count":9}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
