{"id":"https://openalex.org/W4412836932","doi":"https://doi.org/10.1109/tfuzz.2025.3594997","title":"From Local to Global: A Progressive Collaborative Learning Framework for Multitask TSK Fuzzy System Modeling","display_name":"From Local to Global: A Progressive Collaborative Learning Framework for Multitask TSK Fuzzy System Modeling","publication_year":2025,"publication_date":"2025-08-01","ids":{"openalex":"https://openalex.org/W4412836932","doi":"https://doi.org/10.1109/tfuzz.2025.3594997"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2025.3594997","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3594997","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/A5111177233","display_name":"Zhuangzhuang Zhao","orcid":null},"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":true,"raw_author_name":"Zhuangzhuang Zhao","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114151545","display_name":"Zhaohong Deng","orcid":"https://orcid.org/0000-0002-0790-6492"},"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":"Zhaohong Deng","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China"],"raw_orcid":"https://orcid.org/0000-0002-0790-6492","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102280811","display_name":"Chenxi Luo","orcid":"https://orcid.org/0009-0004-1339-486X"},"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":"Chenxi Luo","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048680068","display_name":"Kup\u2010Sze Choi","orcid":"https://orcid.org/0000-0003-0836-7088"},"institutions":[{"id":"https://openalex.org/I4210096841","display_name":"E-Techco Group (China)","ror":"https://ror.org/00rjxfx39","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210096841"]},{"id":"https://openalex.org/I4210148110","display_name":"Tech Pro (China)","ror":"https://ror.org/04rttan30","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210148110"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kup-Sze Choi","raw_affiliation_strings":["TechCosmos Ltd., Hong Kong","TechCosmos Limited, China"],"raw_orcid":"https://orcid.org/0000-0003-0836-7088","affiliations":[{"raw_affiliation_string":"TechCosmos Ltd., Hong Kong","institution_ids":["https://openalex.org/I4210148110"]},{"raw_affiliation_string":"TechCosmos Limited, China","institution_ids":["https://openalex.org/I4210096841"]}]},{"author_position":"middle","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 Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China"],"raw_orcid":"https://orcid.org/0000-0002-8393-6554","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University and Engineering Research Center of Intelligent Technology for Healthcare, Ministry of Education, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104305862","display_name":"Yuxi Ge","orcid":"https://orcid.org/0000-0002-6705-2230"},"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/I4210114781","display_name":"Wuxi Fourth People's Hospital","ror":"https://ror.org/02ar02c28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210114781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxi Ge","raw_affiliation_strings":["Department of Radiology, Affiliated Hospital of Jiangnan University, Wuxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Affiliated Hospital of Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522","https://openalex.org/I4210114781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023884643","display_name":"Shudong Hu","orcid":"https://orcid.org/0000-0002-4454-3432"},"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/I4210114781","display_name":"Wuxi Fourth People's Hospital","ror":"https://ror.org/02ar02c28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210114781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shudong Hu","raw_affiliation_strings":["Department of Radiology, Affiliated Hospital of Jiangnan University, Wuxi, China"],"raw_orcid":"https://orcid.org/0000-0002-4454-3432","affiliations":[{"raw_affiliation_string":"Department of Radiology, Affiliated Hospital of Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522","https://openalex.org/I4210114781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5111177233"],"corresponding_institution_ids":["https://openalex.org/I111599522"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09011084,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":"10","first_page":"3462","last_page":"3475"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.7577999830245972,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.7577999830245972,"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/T12594","display_name":"Collaboration in agile enterprises","score":0.7181000113487244,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.6589000225067139,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6725545525550842},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.641612708568573},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.557496190071106},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.46136942505836487},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43119025230407715},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.4163738787174225},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13073650002479553},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.09690645337104797}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6725545525550842},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.641612708568573},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.557496190071106},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.46136942505836487},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43119025230407715},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4163738787174225},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13073650002479553},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.09690645337104797}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2025.3594997","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3594997","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/G2278947543","display_name":null,"funder_award_id":"62176105","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1974758710","https://openalex.org/W2062907052","https://openalex.org/W2080404350","https://openalex.org/W2088900896","https://openalex.org/W2218060551","https://openalex.org/W2315271685","https://openalex.org/W2394550695","https://openalex.org/W2580770877","https://openalex.org/W2600323747","https://openalex.org/W2798685991","https://openalex.org/W2842442242","https://openalex.org/W2885948040","https://openalex.org/W2904953055","https://openalex.org/W2912721718","https://openalex.org/W2969413329","https://openalex.org/W2990499011","https://openalex.org/W2997546679","https://openalex.org/W3002441507","https://openalex.org/W3128380325","https://openalex.org/W3133591621","https://openalex.org/W3141797743","https://openalex.org/W3176666329","https://openalex.org/W3204664402","https://openalex.org/W3204721342","https://openalex.org/W3215380716","https://openalex.org/W4249749961","https://openalex.org/W4285066542","https://openalex.org/W4288712241","https://openalex.org/W4292363360","https://openalex.org/W4294877941","https://openalex.org/W4315606025","https://openalex.org/W4391429074","https://openalex.org/W4392741075"],"related_works":["https://openalex.org/W1564680838","https://openalex.org/W135622916","https://openalex.org/W2003125260","https://openalex.org/W2060591604","https://openalex.org/W1992291644","https://openalex.org/W2166791242","https://openalex.org/W2585162246","https://openalex.org/W1934413089","https://openalex.org/W2098419343","https://openalex.org/W2051178964"],"abstract_inverted_index":{"Multi-task":[0],"Takagi-Sugeno-Kang":[1],"fuzzy":[2,8,60,155,215],"systems":[3],"(MT-TSK-FS)":[4],"commonly":[5],"utilize":[6],"interpretable":[7],"rules":[9,61,109,156],"to":[10,110,128,134,153,169,186],"facilitate":[11],"information":[12],"sharing":[13],"among":[14],"tasks":[15,39],"and":[16,56,133,139,157,211],"have":[17],"shown":[18],"promising":[19],"performance.":[20],"However,":[21],"existing":[22,205],"MT-TSK-FS":[23,96],"modeling":[24],"approaches":[25],"still":[26],"face":[27],"several":[28],"challenges.":[29],"Specifically,":[30],"they":[31],"mainly":[32],"focus":[33],"on":[34,194],"the":[35,42,54,101,104,116,142,175,200],"global":[36,113,143],"fitting":[37,44],"of":[38,46,59,107,112],"while":[40],"overlooking":[41],"local":[43,105,117,130,171],"accuracy":[45,132,173],"individual":[47,108],"rules,":[48],"thereby":[49],"undermining":[50],"rule":[51,72,131,137,172,180,189],"interpretability.":[52],"Moreover,":[53],"antecedent":[55],"consequent":[57],"components":[58],"are":[62],"often":[63],"learned":[64],"independently,":[65],"lacking":[66],"collaborative":[67],"coordination.":[68],"In":[69],"addition,":[70],"task-specific":[71,188],"diversity":[73,181],"is":[74,126,151,167,184],"insufficiently":[75],"addressed,":[76],"which":[77,98],"may":[78],"result":[79],"in":[80,213],"redundant":[81],"or":[82],"overlapping":[83],"rules.":[84],"To":[85],"this":[86],"end,":[87],"we":[88],"propose":[89],"a":[90,119,145,163,179],"Progressive":[91],"Collaborative":[92],"Learning":[93],"framework":[94],"for":[95],"(MTTSKFS-PCL),":[97],"progressively":[99],"optimizes":[100],"model":[102],"from":[103],"perspective":[106],"that":[111,199],"tasks.":[114],"At":[115,141],"level,":[118,144],"Locally":[120],"Target-Guided":[121],"Multi-Task":[122],"Fuzzy":[123],"Clustering":[124],"Method":[125],"introduced":[127,168],"enhance":[129,158],"jointly":[135],"optimize":[136],"antecedents":[138],"consequents.":[140],"Mini-Batch":[146],"Gradient":[147],"Descent":[148],"(MBGD)":[149],"algorithm":[150],"employed":[152],"integrate":[154],"overall":[159],"task":[160],"fitting.":[161],"Meanwhile,":[162],"confidence-supervised":[164],"regularization":[165],"strategy":[166],"preserve":[170],"throughout":[174],"MBGD":[176],"process.":[177],"Furthermore,":[178],"enhancement":[182],"mechanism":[183],"incorporated":[185],"improve":[187],"diversity.":[190],"Extensive":[191],"experimental":[192],"evaluations":[193],"multiple":[195],"benchmark":[196],"datasets":[197],"demonstrate":[198],"proposed":[201],"MTTSKFS-PCL":[202],"significantly":[203],"outperforms":[204],"state-of-the-art":[206],"methods,":[207],"validating":[208],"its":[209],"effectiveness":[210],"robustness":[212],"multi-task":[214],"modeling.":[216]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
