{"id":"https://openalex.org/W2979824173","doi":"https://doi.org/10.1109/tfuzz.2019.2939989","title":"Fuzzy Ordered $c$-Means Clustering and Least Angle Regression for Fuzzy Rule-Based Classifier: Study for Imbalanced Data","display_name":"Fuzzy Ordered $c$-Means Clustering and Least Angle Regression for Fuzzy Rule-Based Classifier: Study for Imbalanced Data","publication_year":2019,"publication_date":"2019-10-09","ids":{"openalex":"https://openalex.org/W2979824173","doi":"https://doi.org/10.1109/tfuzz.2019.2939989","mag":"2979824173"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2019.2939989","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tfuzz.2019.2939989","pdf_url":"https://ieeexplore.ieee.org/ielx7/91/9245598/08863392.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/91/9245598/08863392.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059782785","display_name":"Jacek M. \u0141\u0119ski","orcid":"https://orcid.org/0000-0002-9380-0415"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]},{"id":"https://openalex.org/I4210125040","display_name":"Institute of Medical Technology and Equipment","ror":"https://ror.org/02ks0br87","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210125040"]},{"id":"https://openalex.org/I4210129336","display_name":"\u0141ukasiewicz Research Network","ror":"https://ror.org/036f4sz05","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210129336"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jacek M. Leski","raw_affiliation_strings":["Silesian University of Technology, Poland","\u0141ukasiewicz Research Network\u2013Institute of Medical Technology and Equipment, Zabrze, Poland"],"raw_orcid":"https://orcid.org/0000-0002-9380-0415","affiliations":[{"raw_affiliation_string":"Silesian University of Technology, Poland","institution_ids":["https://openalex.org/I119004910"]},{"raw_affiliation_string":"\u0141ukasiewicz Research Network\u2013Institute of Medical Technology and Equipment, Zabrze, Poland","institution_ids":["https://openalex.org/I4210125040","https://openalex.org/I4210129336"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046487224","display_name":"Robert Czaba\u0144ski","orcid":"https://orcid.org/0000-0003-4737-2138"},"institutions":[{"id":"https://openalex.org/I4210125040","display_name":"Institute of Medical Technology and Equipment","ror":"https://ror.org/02ks0br87","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210125040"]},{"id":"https://openalex.org/I4210129336","display_name":"\u0141ukasiewicz Research Network","ror":"https://ror.org/036f4sz05","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210129336"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Robert Czabanski","raw_affiliation_strings":["\u0141ukasiewicz Research Network\u2013Institute of Medical Technology and Equipment, Zabrze, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4737-2138","affiliations":[{"raw_affiliation_string":"\u0141ukasiewicz Research Network\u2013Institute of Medical Technology and Equipment, Zabrze, Poland","institution_ids":["https://openalex.org/I4210125040","https://openalex.org/I4210129336"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080671611","display_name":"Micha\u0142 Je\u017cewski","orcid":"https://orcid.org/0000-0002-6026-0264"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Michal Jezewski","raw_affiliation_strings":["Silesian University of Technology, Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-6026-0264","affiliations":[{"raw_affiliation_string":"Silesian University of Technology, Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073886028","display_name":"Janusz Je\u017cewski","orcid":"https://orcid.org/0000-0001-7904-8258"},"institutions":[{"id":"https://openalex.org/I4210125040","display_name":"Institute of Medical Technology and Equipment","ror":"https://ror.org/02ks0br87","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210125040"]},{"id":"https://openalex.org/I4210129336","display_name":"\u0141ukasiewicz Research Network","ror":"https://ror.org/036f4sz05","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210129336"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Janusz Jezewski","raw_affiliation_strings":["\u0141ukasiewicz Research Network\u2013Institute of Medical Technology and Equipment, Zabrze, Poland"],"raw_orcid":"https://orcid.org/0000-0001-7904-8258","affiliations":[{"raw_affiliation_string":"\u0141ukasiewicz Research Network\u2013Institute of Medical Technology and Equipment, Zabrze, Poland","institution_ids":["https://openalex.org/I4210125040","https://openalex.org/I4210129336"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3015,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.85872353,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"28","issue":"11","first_page":"2799","last_page":"2813"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9941999912261963,"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":0.9941999912261963,"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/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9894000291824341,"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/T10057","display_name":"Face and Expression Recognition","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6093098521232605},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5973422527313232},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.5583855509757996},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5537847876548767},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5136403441429138},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5082666277885437},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5063740015029907},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.5037211775779724},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49848341941833496},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.49532046914100647},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.48842185735702515},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.46817559003829956},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4591701626777649},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43232762813568115},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.42379218339920044}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6093098521232605},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5973422527313232},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.5583855509757996},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5537847876548767},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5136403441429138},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5082666277885437},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5063740015029907},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.5037211775779724},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49848341941833496},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.49532046914100647},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.48842185735702515},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.46817559003829956},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4591701626777649},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43232762813568115},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.42379218339920044},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2019.2939989","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tfuzz.2019.2939989","pdf_url":"https://ieeexplore.ieee.org/ielx7/91/9245598/08863392.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tfuzz.2019.2939989","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tfuzz.2019.2939989","pdf_url":"https://ieeexplore.ieee.org/ielx7/91/9245598/08863392.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1735770611","display_name":null,"funder_award_id":"BK-2018","funder_id":"https://openalex.org/F4320324727","funder_display_name":"Silesian University of Technology"}],"funders":[{"id":"https://openalex.org/F4320324727","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2979824173.pdf","grobid_xml":"https://content.openalex.org/works/W2979824173.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W199218251","https://openalex.org/W1540007258","https://openalex.org/W1560724230","https://openalex.org/W1565746575","https://openalex.org/W1584161386","https://openalex.org/W1596717185","https://openalex.org/W1997295736","https://openalex.org/W1998259579","https://openalex.org/W1999996424","https://openalex.org/W2010877333","https://openalex.org/W2011834513","https://openalex.org/W2013019129","https://openalex.org/W2014194347","https://openalex.org/W2024000733","https://openalex.org/W2030331637","https://openalex.org/W2033126350","https://openalex.org/W2033132936","https://openalex.org/W2049280902","https://openalex.org/W2062301117","https://openalex.org/W2063978378","https://openalex.org/W2070865291","https://openalex.org/W2084134149","https://openalex.org/W2087240369","https://openalex.org/W2096235960","https://openalex.org/W2100714230","https://openalex.org/W2103266366","https://openalex.org/W2104933073","https://openalex.org/W2108699315","https://openalex.org/W2113076747","https://openalex.org/W2114296668","https://openalex.org/W2116441545","https://openalex.org/W2117812871","https://openalex.org/W2124776405","https://openalex.org/W2148143831","https://openalex.org/W2148603752","https://openalex.org/W2150675305","https://openalex.org/W2150796457","https://openalex.org/W2151863350","https://openalex.org/W2155319834","https://openalex.org/W2156145910","https://openalex.org/W2162800060","https://openalex.org/W2167389327","https://openalex.org/W2171253128","https://openalex.org/W2171630164","https://openalex.org/W2172000360","https://openalex.org/W2468714721","https://openalex.org/W2512389528","https://openalex.org/W2738051834","https://openalex.org/W2756848027","https://openalex.org/W2763619424","https://openalex.org/W2798869704","https://openalex.org/W2883925751","https://openalex.org/W2891258839","https://openalex.org/W2895058317","https://openalex.org/W2921833330","https://openalex.org/W3017143921","https://openalex.org/W3120740533","https://openalex.org/W3144619878","https://openalex.org/W3146003712","https://openalex.org/W4237744189","https://openalex.org/W4239875977","https://openalex.org/W4248958492","https://openalex.org/W4254721730","https://openalex.org/W4285719527","https://openalex.org/W4400445037","https://openalex.org/W6633774736","https://openalex.org/W6675634716","https://openalex.org/W6683152347"],"related_works":["https://openalex.org/W2050337454","https://openalex.org/W2595285209","https://openalex.org/W2166637398","https://openalex.org/W1486684451","https://openalex.org/W2087021805","https://openalex.org/W2425308538","https://openalex.org/W1532864123","https://openalex.org/W2143613987","https://openalex.org/W1980652001","https://openalex.org/W2374152511"],"abstract_inverted_index":{"This":[0,28],"article":[1],"introduces":[2],"a":[3,12,20,34,56,58,80,124,151],"new":[4,21],"classifier":[5],"design":[6],"method":[7,29,78,113],"that":[8,145],"is":[9,26,106,114,156,175,197],"based":[10],"on":[11,64,168],"modification":[13],"of":[14,36,39,62,83,103,120,123,129,150,181],"the":[15,37,40,84,95,104,110,118,130,135,147,179,182],"traditional":[16],"fuzzy":[17,22,42,125],"clustering.":[18],"First,":[19],"ordered":[23],"c-means":[24],"clustering":[25,43,112],"proposed.":[27],"can":[30],"be":[31],"considered":[32],"as":[33,199],"generalization":[35,148],"concept":[38],"conditional":[41],"by":[44,134],"introducing":[45],"ordering":[46],"and":[47,67,172,195],"weighting":[48],"distances":[49],"from":[50],"data":[51,63,85],"to":[52,116,177,187,192],"cluster":[53],"prototypes.":[54],"As":[55],"result,":[57],"more":[59],"local":[60],"impact":[61],"created":[65],"groups":[66],"increased":[68],"repulsive":[69],"force":[70],"between":[71],"group":[72],"prototypes":[73,105],"are":[74,132],"obtained.":[75],"The":[76,127],"proposed":[77,111],"provides":[79],"better":[81],"representation":[82],"classes,":[86],"in":[87,94,158],"particular":[88],"for":[89],"classes":[90],"with":[91,190],"small":[92],"cardinality":[93],"training":[96],"set":[97],"(imbalanced":[98],"data).":[99],"A":[100],"special":[101],"initialization":[102],"also":[107],"introduced.":[108],"Next,":[109],"used":[115],"construct":[117],"premises":[119],"if-then":[121,154],"rules":[122,131],"classifier.":[126,152,184],"conclusions":[128],"obtained":[133],"least":[136],"angle":[137],"regression":[138],"algorithm,":[139],"which":[140],"selects":[141],"only":[142],"those":[143],"rules,":[144],"maximize":[146],"ability":[149],"Each":[153],"rule":[155],"represented":[157],"easily":[159],"interpretable":[160],"Mamdani-Assilian":[161],"form.":[162],"Finally,":[163],"an":[164],"extensive":[165],"experimental":[166],"analysis":[167],"89":[169],"benchmark":[170],"balanced":[171],"imbalanced":[173],"datasets":[174],"performed":[176],"demonstrate":[178],"validity":[180],"introduced":[183],"Its":[185],"competitiveness":[186],"state-of-the-art":[188],"classifiers,":[189],"respect":[191],"both":[193],"performance":[194],"interpretability,":[196],"shown":[198],"well.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
