{"id":"https://openalex.org/W4410086382","doi":"https://doi.org/10.1109/tfuzz.2025.3567089","title":"Fuzzy Domain Adaptation via Variational Inference for Evolving Concept Drift","display_name":"Fuzzy Domain Adaptation via Variational Inference for Evolving Concept Drift","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4410086382","doi":"https://doi.org/10.1109/tfuzz.2025.3567089"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2025.3567089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3567089","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/A5046553747","display_name":"Chuang Wang","orcid":"https://orcid.org/0000-0001-8938-9312"},"institutions":[{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Wang","raw_affiliation_strings":["Artificial Intelligence Energy Research Institute, Northeast Petroleum University, Daqing, China"],"raw_orcid":"https://orcid.org/0000-0001-8938-9312","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Energy Research Institute, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I4210094970","https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699858","display_name":"Zidong Wang","orcid":"https://orcid.org/0000-0002-9576-7401"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zidong Wang","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, U.K","Department of Computer Science, Brunel University London, Uxbridge, Middlesex, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-9576-7401","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, U.K","institution_ids":["https://openalex.org/I59433898"]},{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, Middlesex, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019915591","display_name":"Weiguo Sheng","orcid":"https://orcid.org/0000-0001-9680-5126"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiguo Sheng","raw_affiliation_strings":["School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9680-5126","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048199485","display_name":"Qingqiang Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingqiang Liu","raw_affiliation_strings":["School of Electrical and Information Engineering, Northeast Petroleum University, Daqing, China","School of Electrical &amp; Information Engineering, Northeast Petroleum University, Daqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"School of Electrical &amp; Information Engineering, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064660687","display_name":"Hongli Dong","orcid":"https://orcid.org/0000-0001-8531-6757"},"institutions":[{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Dong","raw_affiliation_strings":["Artificial Intelligence Energy Research Institute, Northeast Petroleum University, Daqing, China"],"raw_orcid":"https://orcid.org/0000-0001-8531-6757","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Energy Research Institute, Northeast Petroleum University, Daqing, China","institution_ids":["https://openalex.org/I4210094970","https://openalex.org/I921716337"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":16.5093,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.98963326,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"33","issue":"7","first_page":"2361","last_page":"2375"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9972000122070312,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9972000122070312,"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/T14098","display_name":"Energy Efficiency in Computing","score":0.933899998664856,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/inference","display_name":"Inference","score":0.5851055383682251},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.582211971282959},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5033461451530457},{"id":"https://openalex.org/keywords/fuzzy-inference","display_name":"Fuzzy inference","score":0.5015923976898193},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.4883829951286316},{"id":"https://openalex.org/keywords/fuzzy-inference-system","display_name":"Fuzzy inference system","score":0.48445701599121094},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.47110727429389954},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.4643915295600891},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4285370111465454},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.42645618319511414},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36739397048950195},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32167184352874756},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.30989962816238403},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11968103051185608},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.09227260947227478}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5851055383682251},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.582211971282959},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5033461451530457},{"id":"https://openalex.org/C2986395286","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy inference","level":5,"score":0.5015923976898193},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.4883829951286316},{"id":"https://openalex.org/C2987376176","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy inference system","level":5,"score":0.48445701599121094},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.47110727429389954},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.4643915295600891},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4285370111465454},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.42645618319511414},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36739397048950195},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32167184352874756},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.30989962816238403},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11968103051185608},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.09227260947227478},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tfuzz.2025.3567089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3567089","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:bura.brunel.ac.uk:2438/31468","is_oa":false,"landing_page_url":"https://orcid.org/0000-0001-8938-9312","pdf_url":null,"source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"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/G3066835647","display_name":null,"funder_award_id":"U21A2019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3161209015","display_name":null,"funder_award_id":"2024MD753911","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8874280279","display_name":null,"funder_award_id":"62403119","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W38774257","https://openalex.org/W1731081199","https://openalex.org/W2005295545","https://openalex.org/W2115403315","https://openalex.org/W2763583057","https://openalex.org/W2946146305","https://openalex.org/W2964288524","https://openalex.org/W2998125392","https://openalex.org/W3017133192","https://openalex.org/W3090425814","https://openalex.org/W3108566666","https://openalex.org/W3159770254","https://openalex.org/W3174499835","https://openalex.org/W3194199634","https://openalex.org/W3197274802","https://openalex.org/W4206495689","https://openalex.org/W4225471071","https://openalex.org/W4282914201","https://openalex.org/W4288032326","https://openalex.org/W4308001098","https://openalex.org/W4309835949","https://openalex.org/W4312916746","https://openalex.org/W4313477286","https://openalex.org/W4313639565","https://openalex.org/W4319160636","https://openalex.org/W4375798296","https://openalex.org/W4377000439","https://openalex.org/W4383752726","https://openalex.org/W4386057716","https://openalex.org/W4387117793","https://openalex.org/W4387587690","https://openalex.org/W4390616135","https://openalex.org/W4391952467","https://openalex.org/W4392405608","https://openalex.org/W4392554231","https://openalex.org/W4392901727","https://openalex.org/W4393160557","https://openalex.org/W4394711308","https://openalex.org/W4394862984","https://openalex.org/W4396513473","https://openalex.org/W4396513559","https://openalex.org/W4396513623","https://openalex.org/W4396542101","https://openalex.org/W4396877692","https://openalex.org/W4396941354","https://openalex.org/W4399319353","https://openalex.org/W4399766605","https://openalex.org/W4400100364","https://openalex.org/W4400100384","https://openalex.org/W6720691552","https://openalex.org/W6750109254","https://openalex.org/W6773992155","https://openalex.org/W6779253770","https://openalex.org/W6785863203","https://openalex.org/W6868024241"],"related_works":["https://openalex.org/W2181415496","https://openalex.org/W3199050383","https://openalex.org/W4322732584","https://openalex.org/W2477660228","https://openalex.org/W2922721683","https://openalex.org/W2889574165","https://openalex.org/W2943069943","https://openalex.org/W2382941854","https://openalex.org/W4406443061","https://openalex.org/W2219483656"],"abstract_inverted_index":{"The":[0,58],"concept":[1],"of":[2,51,102,154],"fuzzy":[3,92,121],"domain":[4,17,120],"adaptation":[5,40],"(FDA)":[6],"is":[7,43,61,74,95,124,146],"focused":[8],"on":[9,176],"transferring":[10],"a":[11,15,19,35,90,118],"model":[12],"trained":[13],"in":[14,27,63,113,135],"source":[16,137],"to":[18,77,97,126,160],"target":[20,104,139],"domain,":[21],"where":[22],"intrinsic":[23],"distribution":[24],"discrepancies":[25],"exist":[26],"non-stationary":[28],"and":[29,55,110,116,138,182,185],"non-deterministic":[30],"environments.":[31],"In":[32],"this":[33],"paper,":[34],"novel":[36],"drift":[37],"decoupling-based":[38],"variational":[39,87],"network":[41],"(DD-VAN)":[42],"proposed":[44],"for":[45,48],"FDA,":[46],"allowing":[47],"the":[49,99,103,107,128,136,150,163,169,186,191],"learning":[50],"intra-domain":[52,69],"evolutionary":[53,70],"patterns":[54],"inter-domain":[56],"uncertainties.":[57,143],"DD-VAN":[59],"algorithm":[60,193],"implemented":[62],"three":[64],"main":[65],"steps:":[66],"(1)":[67],"an":[68,83],"trend":[71],"modeling":[72],"module":[73,94,123],"first":[75],"employed":[76],"capture":[78],"unknown":[79],"temporal":[80],"variations":[81],"through":[82],"autoencoder":[84],"architecture":[85],"with":[86,162],"inference;":[88],"(2)":[89],"prototype-assisted":[91],"clustering":[93],"used":[96],"estimate":[98],"membership":[100],"degree":[101],"data,":[105],"characterizing":[106],"inherent":[108],"uncertainty":[109],"imprecision":[111],"present":[112],"real-world":[114],"distributions;":[115],"(3)":[117],"membership-aware":[119],"matching":[122],"utilized":[125],"learn":[127],"gradual":[129],"transitions":[130],"between":[131],"category-related":[132],"data":[133],"pairs":[134],"domains":[140],"by":[141,167],"introducing":[142],"Furthermore,":[144],"it":[145],"theoretically":[147],"demonstrated":[148],"that":[149,190],"inferred":[151],"posterior":[152],"distributions":[153,166],"latent":[155],"codes":[156],"can":[157],"be":[158],"optimized":[159],"align":[161],"corresponding":[164],"prior":[165],"minimizing":[168],"Kullback-Leibler":[170],"divergence.":[171],"Extensive":[172],"experiments":[173],"are":[174],"conducted":[175],"cross-domain":[177],"tasks":[178],"involving":[179],"both":[180],"synthetic":[181],"realworld":[183],"datasets,":[184],"experimental":[187],"results":[188],"suggest":[189],"DDVAN":[192],"outperforms":[194],"existing":[195],"state-of-the-art":[196],"methods.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
