{"id":"https://openalex.org/W3111166325","doi":"https://doi.org/10.1109/tcyb.2020.3034792","title":"KAT: A Knowledge Adversarial Training Method for Zero-Order Takagi\u2013Sugeno\u2013Kang Fuzzy Classifiers","display_name":"KAT: A Knowledge Adversarial Training Method for Zero-Order Takagi\u2013Sugeno\u2013Kang Fuzzy Classifiers","publication_year":2020,"publication_date":"2020-12-08","ids":{"openalex":"https://openalex.org/W3111166325","doi":"https://doi.org/10.1109/tcyb.2020.3034792","mag":"3111166325","pmid":"https://pubmed.ncbi.nlm.nih.gov/33284765"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2020.3034792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2020.3034792","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5010733298","display_name":"Bin Qin","orcid":"https://orcid.org/0000-0002-9636-9536"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]},{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Qin","raw_affiliation_strings":["School of AI and Computer Science, Jiangnan University, Wuxi, China","School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0002-9636-9536","affiliations":[{"raw_affiliation_string":"School of AI and Computer Science, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043016512","display_name":"Fu-Lai Chung","orcid":"https://orcid.org/0000-0001-5294-8168"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Fu-Lai Chung","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003183751","display_name":"Shitong Wang","orcid":"https://orcid.org/0000-0002-8393-6554"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shitong Wang","raw_affiliation_strings":["School of AI and Computer Science, Jiangnan University, Wuxi, China","Jiangsu Key Construction Laboratory of IoT Application Technologies, Jiangnan University, Wuxi, China"],"raw_orcid":"https://orcid.org/0000-0002-8393-6554","affiliations":[{"raw_affiliation_string":"School of AI and Computer Science, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"Jiangsu Key Construction Laboratory of IoT Application Technologies, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6085,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.87328119,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"52","issue":"7","first_page":"6857","last_page":"6871"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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":0.9912999868392944,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9717000126838684,"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/adversarial-system","display_name":"Adversarial system","score":0.8488495349884033},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6696704030036926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6099757552146912},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5725332498550415},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.55223149061203},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.521649181842804},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5155301094055176},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4957354962825775},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.48131024837493896},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.34374260902404785}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8488495349884033},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6696704030036926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6099757552146912},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5725332498550415},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.55223149061203},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.521649181842804},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5155301094055176},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4957354962825775},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.48131024837493896},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34374260902404785},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017143","descriptor_name":"Fuzzy Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017143","descriptor_name":"Fuzzy Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017143","descriptor_name":"Fuzzy Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2020.3034792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2020.3034792","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:33284765","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33284765","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G29789047","display_name":"\u6808\u5f0f\u6df1\u5ea6\u6a21\u7cca\u7cfb\u7edf\uff1a\u5927\u89c4\u6a21\u5feb\u901f\u5b66\u4e60\u3001\u5171\u6027\u77e5\u8bc6\u4f20\u9012\u53ca\u8f7b\u91cf\u5316\u51b3\u7b56\u53ca\u5e94\u7528\u7814\u7a76","funder_award_id":"61972181","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5684172315","display_name":null,"funder_award_id":"BK20191331","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G7325077446","display_name":"\u9762\u5411\u6c34\u4ea7\u517b\u6b96\u7cfb\u7edf\u77e5\u8bc6\u5229\u7528\u7684\u8fc1\u79fb\u63a7\u5236\u65b0\u65b9\u6cd5\u53ca\u5176\u5e94\u7528\u7814\u7a76","funder_award_id":"61772198","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"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1146941609","https://openalex.org/W1904365287","https://openalex.org/W1974758710","https://openalex.org/W1987811993","https://openalex.org/W1990030293","https://openalex.org/W2002917851","https://openalex.org/W2016944307","https://openalex.org/W2029802183","https://openalex.org/W2053036794","https://openalex.org/W2053515383","https://openalex.org/W2082425819","https://openalex.org/W2092108829","https://openalex.org/W2101234009","https://openalex.org/W2107397716","https://openalex.org/W2125802815","https://openalex.org/W2127874772","https://openalex.org/W2134084279","https://openalex.org/W2160947835","https://openalex.org/W2180612164","https://openalex.org/W2182722412","https://openalex.org/W2187013920","https://openalex.org/W2296452361","https://openalex.org/W2325957229","https://openalex.org/W2367586735","https://openalex.org/W2410506558","https://openalex.org/W2512389528","https://openalex.org/W2518659603","https://openalex.org/W2565580962","https://openalex.org/W2621205740","https://openalex.org/W2738051834","https://openalex.org/W2772889325","https://openalex.org/W2887576641","https://openalex.org/W2889683666","https://openalex.org/W2947069685","https://openalex.org/W2951653466","https://openalex.org/W2962805368","https://openalex.org/W2963389226","https://openalex.org/W2964159205","https://openalex.org/W2980457930","https://openalex.org/W3085372223","https://openalex.org/W3087004455","https://openalex.org/W3120740533","https://openalex.org/W4255501777","https://openalex.org/W4293846201","https://openalex.org/W6637162671","https://openalex.org/W6640425456","https://openalex.org/W6675354045","https://openalex.org/W6686674283","https://openalex.org/W6754438973","https://openalex.org/W7011086047"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W2894289927"],"abstract_inverted_index":{"While":[0],"input":[1,111],"or":[2,112,133],"output-perturbation-based":[3],"adversarial":[4,38,60,82,105,115,121,166],"training":[5,93,167,181],"techniques":[6],"have":[7],"been":[8],"exploited":[9],"to":[10,35,42,55,136,173],"enhance":[11],"the":[12,64,77,85,88,117,138,144,151,194],"generalization":[13,50,160,176],"capability":[14],"of":[15,18,25,79,87,104,123,141,189],"a":[16,57,129,163],"variety":[17],"nonfuzzy":[19],"and":[20,46,179,201],"fuzzy":[21,68,98,126,185],"classifiers":[22],"by":[23,75,193],"means":[24],"dynamic":[26,149],"regularization,":[27,150],"their":[28,134],"performance":[29],"may":[30],"perhaps":[31],"be":[32],"very":[33],"sensitive":[34],"some":[36],"inappropriate":[37],"samples.":[39],"In":[40],"order":[41],"avoid":[43],"this":[44,52],"weakness":[45],"simultaneously":[47],"ensure":[48],"enhanced":[49],"capability,":[51],"work":[53],"attempts":[54],"explore":[56],"novel":[58,164],"knowledge":[59,81,142,165],"attack":[61],"model":[62,72,119,153],"for":[63,157,182],"zero-order":[65,96,125,183],"Tagaki-Sugeno-Kang":[66],"(TSK)":[67],"classifiers.":[69,186],"The":[70,187],"proposed":[71,118,152],"is":[73,108,154,171,191],"motivated":[74],"exploiting":[76],"existence":[78],"special":[80],"attacks":[83],"from":[84,110],"perspective":[86],"human-like":[89],"thinking":[90,146],"process":[91],"when":[92],"an":[94],"interpretable":[95,124],"TSK":[97,184],"classifier.":[99],"Without":[100],"any":[101],"direct":[102],"use":[103,140],"samples,":[106],"which":[107],"different":[109],"output":[113],"perturbation-based":[114],"attacks,":[116],"considers":[120],"perturbations":[122],"rules":[127],"in":[128,143],"knowledge-oblivion":[130],"and/or":[131],"knowledge-bias":[132],"ensemble":[135],"mimic":[137],"robust":[139],"human":[145],"process.":[147],"Through":[148],"theoretically":[155],"justified":[156],"its":[158],"strong":[159],"capability.":[161],"Accordingly,":[162],"method":[168],"called":[169],"KAT":[170,190],"devised":[172],"achieve":[174],"promising":[175],"performance,":[177],"interpretability,":[178],"fast":[180],"effectiveness":[188],"manifested":[192],"experimental":[195],"results":[196],"on":[197],"15":[198],"benchmarking":[199],"UCI":[200],"KEEL":[202],"datasets.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}
