{"id":"https://openalex.org/W3186481057","doi":"https://doi.org/10.1109/tfuzz.2021.3098339","title":"Deep Fuzzy Rule-Based Classification System With Improved Wang\u2013Mendel Method","display_name":"Deep Fuzzy Rule-Based Classification System With Improved Wang\u2013Mendel Method","publication_year":2021,"publication_date":"2021-07-21","ids":{"openalex":"https://openalex.org/W3186481057","doi":"https://doi.org/10.1109/tfuzz.2021.3098339","mag":"3186481057"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2021.3098339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2021.3098339","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/A5101528092","display_name":"Yuangang Wang","orcid":"https://orcid.org/0000-0002-3397-0818"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuangang Wang","raw_affiliation_strings":["SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-3397-0818","affiliations":[{"raw_affiliation_string":"SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100449226","display_name":"Haoran Liu","orcid":"https://orcid.org/0000-0002-3074-1147"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoran Liu","raw_affiliation_strings":["SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-3074-1147","affiliations":[{"raw_affiliation_string":"SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102973959","display_name":"Wenjuan Jia","orcid":"https://orcid.org/0000-0002-3563-3890"},"institutions":[{"id":"https://openalex.org/I130480701","display_name":"Dongbei University of Finance and Economics","ror":"https://ror.org/05db1pj03","country_code":"CN","type":"education","lineage":["https://openalex.org/I130480701"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjuan Jia","raw_affiliation_strings":["School of Data Science and Artificial Intelligence, Dongbei University of Finance and Economics, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-3563-3890","affiliations":[{"raw_affiliation_string":"School of Data Science and Artificial Intelligence, Dongbei University of Finance and Economics, Dalian, China","institution_ids":["https://openalex.org/I130480701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101901784","display_name":"Shuo Guan","orcid":"https://orcid.org/0000-0003-1002-8173"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Guan","raw_affiliation_strings":["SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-1002-8173","affiliations":[{"raw_affiliation_string":"SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374771","display_name":"Xiaodong Liu","orcid":"https://orcid.org/0000-0001-8652-9818"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Liu","raw_affiliation_strings":["Research Center of Information and Control, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-8652-9818","affiliations":[{"raw_affiliation_string":"Research Center of Information and Control, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101944882","display_name":"Xiaodong Duan","orcid":"https://orcid.org/0000-0002-8048-0280"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Duan","raw_affiliation_strings":["SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-8048-0280","affiliations":[{"raw_affiliation_string":"SEAC Key Laboratory of Big Data Applied Technology, Dalian Key Lab of Digital Technology for National Culture, and College of Computer Science and Engineering, Dalian Minzu University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0296,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.94675274,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"30","issue":"8","first_page":"2957","last_page":"2970"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9969000220298767,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9887999892234802,"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/interpretability","display_name":"Interpretability","score":0.8249634504318237},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7080347537994385},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6873359680175781},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.651619017124176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6102774739265442},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5500036478042603},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.5355985164642334},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.5121345520019531},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.45216691493988037},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43057870864868164},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42631110548973083},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.42438846826553345},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.41284337639808655},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40609559416770935},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.344624787569046},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.230415940284729}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8249634504318237},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7080347537994385},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6873359680175781},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.651619017124176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6102774739265442},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5500036478042603},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.5355985164642334},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.5121345520019531},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.45216691493988037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43057870864868164},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42631110548973083},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.42438846826553345},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.41284337639808655},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40609559416770935},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.344624787569046},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.230415940284729},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2021.3098339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2021.3098339","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1635839494","display_name":"\u773c\u775b\u4e0e\u9762\u90e8\u52a8\u4f5c\u5728\u81ea\u53d1\u8868\u60c5\u4e2d\u7684\u534f\u540c\u673a\u5236\u7814\u7a76\u53ca\u5176\u5e94\u7528","funder_award_id":"61672132","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8604109330","display_name":null,"funder_award_id":"2020-BS-075","funder_id":"https://openalex.org/F4320326183","funder_display_name":"Doctoral Start-up Foundation of Liaoning Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326183","display_name":"Doctoral Start-up Foundation of Liaoning Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W322952782","https://openalex.org/W1982865616","https://openalex.org/W2023573767","https://openalex.org/W2027402490","https://openalex.org/W2036058553","https://openalex.org/W2050288270","https://openalex.org/W2060300932","https://openalex.org/W2066002465","https://openalex.org/W2089767545","https://openalex.org/W2101234009","https://openalex.org/W2150165932","https://openalex.org/W2156950153","https://openalex.org/W2168448725","https://openalex.org/W2178155017","https://openalex.org/W2182722412","https://openalex.org/W2417420127","https://openalex.org/W2518659603","https://openalex.org/W2525305541","https://openalex.org/W2592340788","https://openalex.org/W2738051834","https://openalex.org/W2744594184","https://openalex.org/W2790171198","https://openalex.org/W2914874661","https://openalex.org/W2919115771","https://openalex.org/W2920442625","https://openalex.org/W2942682738","https://openalex.org/W2944692378","https://openalex.org/W2947069685","https://openalex.org/W2962772482","https://openalex.org/W2965018127","https://openalex.org/W2973093569","https://openalex.org/W2973135033","https://openalex.org/W2979223698","https://openalex.org/W2979310190","https://openalex.org/W2980012454","https://openalex.org/W3020690124","https://openalex.org/W3039273193","https://openalex.org/W3120740533","https://openalex.org/W4232714830","https://openalex.org/W4297730339","https://openalex.org/W6675354045","https://openalex.org/W6681608319","https://openalex.org/W6686293579","https://openalex.org/W6747227044"],"related_works":["https://openalex.org/W2050337454","https://openalex.org/W2595285209","https://openalex.org/W4285210389","https://openalex.org/W2609187215","https://openalex.org/W2062301117","https://openalex.org/W1496490105","https://openalex.org/W81519025","https://openalex.org/W2024822381","https://openalex.org/W1980652001","https://openalex.org/W1599286256"],"abstract_inverted_index":{"Wang\u2013Mendel":[0],"(WM)":[1],"fuzzy":[2,19,59,71,97,101,112,151,168,196],"system":[3,20,62,102,113],"is":[4,21,38,129,210],"an":[5],"effective":[6],"and":[7,73,87,160,184,192,202,215],"interpretable":[8],"model":[9,125],"for":[10,116],"solving":[11],"tabular":[12],"data":[13,37],"classification":[14,61,213],"problem.":[15],"However,":[16],"original":[17],"WM":[18,67,100,111,150],"weak":[22],"in":[23,69,99,131,144,170,212,217],"handling":[24],"dataset":[25],"with":[26,103,114,181],"high":[27],"dimensionality":[28,185],"or":[29],"large":[30],"volume.":[31],"Meanwhile,":[32],"its":[33],"capability":[34],"of":[35,46,96,121,127,167],"characterizing":[36],"narrow,":[39],"which":[40,70,107],"results":[41,206],"from":[42],"lacking":[43],"hierarchical":[44],"transformation":[45],"features":[47,136],"like":[48],"deep":[49,58,74,122,195],"learning-based":[50],"models.":[51],"In":[52],"this":[53],"article,":[54],"we":[55],"propose":[56],"a":[57,81],"rule-based":[60],"(DFRBCS)":[63],"based":[64],"on":[65,164,177],"improved":[66,110,149],"method,":[68,188],"technique":[72],"learning":[75],"strategy":[76],"are":[77,156,175],"combined":[78],"to":[79],"make":[80],"desirable":[82],"tradeoff":[83],"between":[84,186],"model\u2019s":[85,218],"interpretability":[86],"prediction":[88],"accuracy.":[89],"We":[90],"first":[91],"redefine":[92],"the":[93,109,193],"consequent":[94],"part":[95],"rule":[98],"class":[104],"probability":[105],"vector,":[106],"endows":[108],"capacity":[115],"serving":[117],"as":[118],"building":[119],"block":[120],"model.":[123],"The":[124,204],"structure":[126],"DFRBCS":[128,209],"designed":[130],"layer-by-layer":[132],"manner,":[133],"where":[134],"raw":[135],"can":[137],"be":[138],"transformed":[139],"hierarchically.":[140],"For":[141],"every":[142],"layer":[143],"DFRBCS,":[145],"it":[146],"contains":[147],"many":[148],"systems":[152,169],"whose":[153],"input":[154],"spaces":[155],"generated":[157],"by":[158],"shuffling":[159],"sliding":[161],"window":[162],"operation":[163],"concatenated":[165],"outputs":[166],"previous":[171],"layer.":[172],"Comparative":[173],"experiments":[174],"conducted":[176],"45":[178],"real-world":[179],"datasets":[180],"various":[182],"sizes":[183],"our":[187],"five":[189],"baseline":[190],"models,":[191],"other":[194],"classifiers":[197],"(D-TSK-FC,":[198],"HID-TSK-FC,":[199],"FCCI-TSK,":[200],"DSA-FC,":[201],"MEEFIS).":[203],"experimental":[205],"show":[207],"that":[208],"competitive":[211],"performance":[214],"promising":[216],"interpretability.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
