{"id":"https://openalex.org/W4285110082","doi":"https://doi.org/10.1109/tfuzz.2022.3188920","title":"More Than Accuracy: A Composite Learning Framework for Interval Type-2 Fuzzy Logic Systems","display_name":"More Than Accuracy: A Composite Learning Framework for Interval Type-2 Fuzzy Logic Systems","publication_year":2022,"publication_date":"2022-07-06","ids":{"openalex":"https://openalex.org/W4285110082","doi":"https://doi.org/10.1109/tfuzz.2022.3188920"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2022.3188920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2022.3188920","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","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/A5039312774","display_name":"Aykut Beke","orcid":"https://orcid.org/0000-0003-4620-8061"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Aykut Beke","raw_affiliation_strings":["Control and Automation Engineering Department, Istanbul Technical University, Istanbul, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-4620-8061","affiliations":[{"raw_affiliation_string":"Control and Automation Engineering Department, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010725194","display_name":"Tufan Kumbasar","orcid":"https://orcid.org/0000-0001-9366-0240"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tufan Kumbasar","raw_affiliation_strings":["Control and Automation Engineering Department, Istanbul Technical University, Istanbul, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-9366-0240","affiliations":[{"raw_affiliation_string":"Control and Automation Engineering Department, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8845,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.94198259,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"31","issue":"3","first_page":"734","last_page":"744"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9976000189781189,"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":0.9976000189781189,"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/T10320","display_name":"Neural Networks and Applications","score":0.9961000084877014,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9846000075340271,"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/fuzzy-set","display_name":"Fuzzy set","score":0.6255942583084106},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5921090841293335},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5555883049964905},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5544737577438354},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.5280913710594177},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5043033361434937},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49109721183776855},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.442515105009079},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.41557663679122925},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3918004035949707},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.38127559423446655},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3014333248138428}],"concepts":[{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.6255942583084106},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5921090841293335},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5555883049964905},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5544737577438354},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.5280913710594177},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5043033361434937},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49109721183776855},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.442515105009079},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.41557663679122925},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3918004035949707},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.38127559423446655},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3014333248138428},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tfuzz.2022.3188920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2022.3188920","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/55955","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/55955","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3944142147","display_name":null,"funder_award_id":"118E807","funder_id":"https://openalex.org/F4320322626","funder_display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu"}],"funders":[{"id":"https://openalex.org/F4320322626","display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu","ror":"https://ror.org/04w9kkr77"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W2025542264","https://openalex.org/W2025855324","https://openalex.org/W2036984693","https://openalex.org/W2057683924","https://openalex.org/W2074911163","https://openalex.org/W2096904991","https://openalex.org/W2124531803","https://openalex.org/W2149604064","https://openalex.org/W2154940917","https://openalex.org/W2503621054","https://openalex.org/W2575320191","https://openalex.org/W2585908831","https://openalex.org/W2623079200","https://openalex.org/W2768372159","https://openalex.org/W2792268997","https://openalex.org/W2796698500","https://openalex.org/W2891512295","https://openalex.org/W2903175400","https://openalex.org/W2909853325","https://openalex.org/W2914704764","https://openalex.org/W2956698489","https://openalex.org/W2962755824","https://openalex.org/W2962784566","https://openalex.org/W2979759847","https://openalex.org/W2994838458","https://openalex.org/W2994963351","https://openalex.org/W2998618342","https://openalex.org/W3002512115","https://openalex.org/W3005377970","https://openalex.org/W3016108562","https://openalex.org/W3022190473","https://openalex.org/W3029680286","https://openalex.org/W3102753903","https://openalex.org/W3128563065","https://openalex.org/W3128983105","https://openalex.org/W3135685413","https://openalex.org/W3135701795","https://openalex.org/W3156940584","https://openalex.org/W3168822248","https://openalex.org/W3173031374","https://openalex.org/W3173971248","https://openalex.org/W3187215878","https://openalex.org/W3188800029","https://openalex.org/W3190505305","https://openalex.org/W4254931243","https://openalex.org/W6745889389","https://openalex.org/W6797339729"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W2775233965","https://openalex.org/W4318559728","https://openalex.org/W4360995913","https://openalex.org/W4312193868","https://openalex.org/W4308165509"],"abstract_inverted_index":{"In":[0,32,197],"this":[1,33,198],"article,":[2],"we":[3,35,124,150,200,224],"propose":[4],"a":[5,23,53,72,152,160,173,188],"novel":[6],"composite":[7,49,162],"learning":[8,54,91],"framework":[9],"for":[10,169,176,204,229],"interval":[11],"type-2":[12],"(IT2)":[13],"fuzzy":[14,221],"logic":[15],"systems":[16],"(FLSs)":[17],"to":[18,75,140,191],"train":[19,192],"regression":[20,88],"models":[21],"with":[22,93],"high":[24],"accuracy":[25,170],"performance":[26],"and":[27,51,89,119,129,155,172,233],"capable":[28],"of":[29,47,67,83,99,116,134,165,210,220],"representing":[30],"uncertainty.":[31],"context,":[34,199],"identify":[36],"three":[37],"challenges,":[38],"first,":[39],"the":[40,45,48,58,65,80,114,131,147,166,182,206,218],"uncertainty":[41,96,177],"handling":[42],"capability,":[43],"second,":[44],"construction":[46],"loss,":[50],"third,":[52],"algorithm":[55],"that":[56],"overcomes":[57],"training":[59],"complexity":[60],"while":[61,107],"taking":[62],"into":[63,159,212],"account":[64],"definitions":[66,219],"IT2-FLSs.":[68],"This":[69],"article":[70],"presents":[71],"systematic":[73],"solution":[74],"these":[76],"problems":[77],"by":[78],"exploiting":[79],"type-reduced":[81,183],"set":[82],"IT2-FLS":[84,100,193],"via":[85,113,194],"fusing":[86],"quantile":[87],"deep":[90],"(DL)":[92],"IT2-FLS.":[94],"The":[95],"processing":[97],"capability":[98,110],"depends":[101],"on":[102,237],"employed":[103],"center-of-sets":[104],"calculation":[105],"methods,":[106],"its":[108,117],"representation":[109],"is":[111],"defined":[112],"structure":[115],"antecedent":[118],"consequent":[120],"membership":[121],"functions.":[122],"Thus,":[123],"present":[125,187,201],"various":[126,238],"parametric":[127],"IT2-FLSs":[128,136,211],"define":[130,151],"learnable":[132],"parameters":[133],"all":[135],"alongside":[137],"their":[138],"constraints":[139],"be":[141],"satisfied":[142],"during":[143],"training.":[144],"To":[145],"construct":[146],"loss":[148,154,163,168,175],"function,":[149],"multiobjective":[153],"then":[156],"convert":[157],"it":[158],"constrained":[161],"composed":[164],"log-cosh":[167],"purposes":[171],"tilted":[174],"representation,":[178],"which":[179],"explicitly":[180],"uses":[181],"set.":[184],"We":[185],"also":[186],"DL":[189],"approach":[190],"unconstrained":[195,214],"optimizers.":[196],"parameterization":[202],"tricks":[203],"converting":[205],"constraint":[207],"optimization":[208],"problem":[209],"an":[213,234],"one":[215],"without":[216],"violating":[217],"sets.":[222],"Finally,":[223],"provide":[225],"comprehensive":[226],"comparative":[227],"results":[228],"hyperparameter":[230],"sensitivity":[231],"analysis":[232],"inter/intramodel":[235],"comparison":[236],"benchmark":[239],"datasets.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
