{"id":"https://openalex.org/W2155168967","doi":"https://doi.org/10.1109/gefs.2011.5949503","title":"Double cross-validation for performance evaluation of multi-objective genetic fuzzy systems","display_name":"Double cross-validation for performance evaluation of multi-objective genetic fuzzy systems","publication_year":2011,"publication_date":"2011-04-01","ids":{"openalex":"https://openalex.org/W2155168967","doi":"https://doi.org/10.1109/gefs.2011.5949503","mag":"2155168967"},"language":"en","primary_location":{"id":"doi:10.1109/gefs.2011.5949503","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gefs.2011.5949503","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE 5th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS)","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/A5035595838","display_name":"Hisao Ishibuchi","orcid":"https://orcid.org/0000-0001-9186-6472"},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Hisao Ishibuchi","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan","institution_ids":["https://openalex.org/I15807432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079584612","display_name":"Yusuke Nakashima","orcid":"https://orcid.org/0000-0003-3674-0062"},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yusuke Nakashima","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan","institution_ids":["https://openalex.org/I15807432"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004957967","display_name":"Yusuke Nojima","orcid":"https://orcid.org/0000-0003-4853-1305"},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yusuke Nojima","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University, Sakai, Osaka, Japan","institution_ids":["https://openalex.org/I15807432"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5035595838"],"corresponding_institution_ids":["https://openalex.org/I15807432"],"apc_list":null,"apc_paid":null,"fwci":2.1379,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.89314847,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9994999766349792,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9984999895095825,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9962000250816345,"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/generalization","display_name":"Generalization","score":0.7131623029708862},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6822047829627991},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6224449872970581},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.5712763667106628},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5241416096687317},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49650341272354126},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.49364814162254333},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4919891059398651},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4888712763786316},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.4800761342048645},{"id":"https://openalex.org/keywords/fuzzy-set-operations","display_name":"Fuzzy set operations","score":0.45120298862457275},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.4406055808067322},{"id":"https://openalex.org/keywords/inner-loop","display_name":"Inner loop","score":0.43039727210998535},{"id":"https://openalex.org/keywords/defuzzification","display_name":"Defuzzification","score":0.4207850694656372},{"id":"https://openalex.org/keywords/fuzzy-number","display_name":"Fuzzy number","score":0.39598217606544495},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.36809951066970825},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.33756086230278015},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2637519836425781}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7131623029708862},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6822047829627991},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6224449872970581},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.5712763667106628},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5241416096687317},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49650341272354126},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.49364814162254333},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4919891059398651},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4888712763786316},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.4800761342048645},{"id":"https://openalex.org/C148671577","wikidata":"https://www.wikidata.org/wiki/Q5511133","display_name":"Fuzzy set operations","level":4,"score":0.45120298862457275},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.4406055808067322},{"id":"https://openalex.org/C58716799","wikidata":"https://www.wikidata.org/wiki/Q6035648","display_name":"Inner loop","level":3,"score":0.43039727210998535},{"id":"https://openalex.org/C170260401","wikidata":"https://www.wikidata.org/wiki/Q5251735","display_name":"Defuzzification","level":5,"score":0.4207850694656372},{"id":"https://openalex.org/C1883856","wikidata":"https://www.wikidata.org/wiki/Q3407463","display_name":"Fuzzy number","level":4,"score":0.39598217606544495},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.36809951066970825},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.33756086230278015},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2637519836425781},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gefs.2011.5949503","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gefs.2011.5949503","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE 5th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1495524958","https://openalex.org/W1502374754","https://openalex.org/W1527532036","https://openalex.org/W1547172306","https://openalex.org/W1553373771","https://openalex.org/W1595498733","https://openalex.org/W1975158813","https://openalex.org/W2000353609","https://openalex.org/W2010169127","https://openalex.org/W2015367870","https://openalex.org/W2018401509","https://openalex.org/W2031015546","https://openalex.org/W2031760375","https://openalex.org/W2067205732","https://openalex.org/W2067710034","https://openalex.org/W2069987576","https://openalex.org/W2075087150","https://openalex.org/W2087856536","https://openalex.org/W2090790364","https://openalex.org/W2093620744","https://openalex.org/W2095776941","https://openalex.org/W2097460058","https://openalex.org/W2098907614","https://openalex.org/W2100076126","https://openalex.org/W2106139625","https://openalex.org/W2106770680","https://openalex.org/W2109518982","https://openalex.org/W2132037635","https://openalex.org/W2137443825","https://openalex.org/W2140384587","https://openalex.org/W2141918206","https://openalex.org/W2145038862","https://openalex.org/W2154789576","https://openalex.org/W2159701103","https://openalex.org/W2164832081","https://openalex.org/W2170909252","https://openalex.org/W2182722412","https://openalex.org/W2967359713","https://openalex.org/W4236065546","https://openalex.org/W4292408320","https://openalex.org/W6629644269","https://openalex.org/W6631329039","https://openalex.org/W6635507646","https://openalex.org/W6675206200"],"related_works":["https://openalex.org/W4242970302","https://openalex.org/W2571050636","https://openalex.org/W2184441312","https://openalex.org/W85606319","https://openalex.org/W2078650680","https://openalex.org/W1889703431","https://openalex.org/W1980652001","https://openalex.org/W2148346439","https://openalex.org/W2130902926","https://openalex.org/W2087242336"],"abstract_inverted_index":{"We":[0,208],"propose":[1,124],"an":[2],"idea":[3,212],"of":[4,14,23,31,43,75,113,127,134,143,157,185,220],"using":[5],"repeated":[6],"double":[7,128],"cross-validation":[8,129,138,145],"to":[9,55,82,97,107,152,194,216],"evaluate":[10],"the":[11,44,67,73,84,88,110,114,125,131,154,162,167,174,179,183,196,205,210,217],"generalization":[12,111,164],"ability":[13,112,165],"multi-objective":[15,76,227],"genetic":[16],"fuzzy":[17,33,46,116,158,198,221,228],"systems":[18,35,48,160],"(MoGFS).":[19],"The":[20,147,188],"main":[21],"advantage":[22],"MoGFS":[24,68,135],"approaches":[25],"is":[26,80,95,104,150,192],"that":[27],"a":[28,50,140],"large":[29],"number":[30],"non-dominated":[32,90],"rule-based":[34,47,117,159,199,222],"are":[36],"obtained":[37,45,89],"by":[38,100,213,225],"their":[39],"single":[40],"run.":[41],"Each":[42],"has":[49,139],"different":[51],"tradeoff":[52],"with":[53,161],"respect":[54],"conflicting":[56],"objectives":[57],"such":[58],"as":[59],"accuracy":[60],"and":[61],"complexity.":[62],"One":[63],"controversial":[64],"issue":[65],"in":[66,72,78,130,170,173,201,204],"field":[69,74],"(and":[70],"also":[71],"optimization":[77],"general)":[79],"how":[81],"choose":[83,195],"final":[85,197],"solution":[86],"from":[87],"ones.":[91],"Since":[92],"this":[93,121],"selection":[94],"supposed":[96],"be":[98],"done":[99],"human":[101],"users,":[102],"it":[103,215],"very":[105],"difficult":[106],"rigorously":[108],"discuss":[109],"finally-selected":[115],"system.":[118],"To":[119],"tackle":[120],"difficulty,":[122],"we":[123],"use":[126],"performance":[132,218],"evaluation":[133,219],"approaches.":[136],"Double":[137],"nested":[141],"structure":[142],"two":[144],"loops.":[146],"inner":[148,180],"loop":[149,181],"used":[151,193],"determine":[153],"best":[155,190],"complexity":[156,191],"highest":[163],"for":[166],"training":[168],"data":[169],"each":[171,202],"run":[172,203],"outer":[175,206],"loop.":[176,207],"That":[177],"is,":[178],"plays":[182],"role":[184],"validation":[186],"data.":[187],"determined":[189],"system":[200],"explain":[209],"proposed":[211],"applying":[214],"classifiers":[223],"designed":[224],"our":[226],"genetics-based":[229],"machine":[230],"learning":[231],"algorithm.":[232]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
