{"id":"https://openalex.org/W4413973443","doi":"https://doi.org/10.1109/tfuzz.2025.3581679","title":"Scalable Fuzzy Clustering With Collaborative Structure Learning and Preservation","display_name":"Scalable Fuzzy Clustering With Collaborative Structure Learning and Preservation","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4413973443","doi":"https://doi.org/10.1109/tfuzz.2025.3581679"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2025.3581679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3581679","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/A5034037411","display_name":"Bingbing Jiang","orcid":"https://orcid.org/0009-0006-3153-6125"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]},{"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":"Bingbing Jiang","raw_affiliation_strings":["Chongqing Key Laboratory of Computational Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China","School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-3153-6125","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computational Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"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/A5050092103","display_name":"Chenglong Zhang","orcid":"https://orcid.org/0009-0003-6710-3805"},"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":"Chenglong Zhang","raw_affiliation_strings":["School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-6710-3805","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/A5081788424","display_name":"Zhongli Wang","orcid":"https://orcid.org/0000-0003-3774-9253"},"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":"Zhongli Wang","raw_affiliation_strings":["School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China"],"raw_orcid":null,"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/A5076391595","display_name":"Xinyan Liang","orcid":"https://orcid.org/0000-0003-2589-5392"},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyan Liang","raw_affiliation_strings":["School of Computer and Information Technology, Shanxi University, Taiyuan, China"],"raw_orcid":"https://orcid.org/0000-0003-2589-5392","affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Shanxi University, Taiyuan, China","institution_ids":["https://openalex.org/I181877577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004080941","display_name":"Peng Zhou","orcid":"https://orcid.org/0000-0002-3675-4985"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Zhou","raw_affiliation_strings":["School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-3675-4985","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016197750","display_name":"Liang Du","orcid":"https://orcid.org/0000-0002-3294-5071"},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Du","raw_affiliation_strings":["School of Computer and Information Technology, Shanxi University, Taiyuan, China"],"raw_orcid":"https://orcid.org/0000-0002-3294-5071","affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Shanxi University, Taiyuan, China","institution_ids":["https://openalex.org/I181877577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055297909","display_name":"Qinghua Zhang","orcid":"https://orcid.org/0000-0002-6154-4656"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Zhang","raw_affiliation_strings":["Chongqing Key Laboratory of Computational Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-6154-4656","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Computational Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069969191","display_name":"Weiping Ding","orcid":"https://orcid.org/0000-0002-3180-7347"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Weiping Ding","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","Faculty of Data Science, City University of Macau, Macau, China"],"raw_orcid":"https://orcid.org/0000-0002-3180-7347","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]},{"raw_affiliation_string":"Faculty of Data Science, City University of Macau, Macau, China","institution_ids":["https://openalex.org/I6469544"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101987243","display_name":"Yi Liu","orcid":"https://orcid.org/0000-0003-1288-1071"},"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":"Yi Liu","raw_affiliation_strings":["School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1288-1071","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":32.1467,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.99659631,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"33","issue":"9","first_page":"3047","last_page":"3060"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","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/T10637","display_name":"Advanced Clustering Algorithms Research","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/T10057","display_name":"Face and Expression Recognition","score":0.9919000267982483,"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"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.986299991607666,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.747913122177124},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6527839303016663},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6098661422729492},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.46734553575515747},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46123006939888},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.431837797164917},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3679826259613037},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36646929383277893},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.13363444805145264}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.747913122177124},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6527839303016663},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6098661422729492},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.46734553575515747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46123006939888},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.431837797164917},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3679826259613037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36646929383277893},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.13363444805145264}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2025.3581679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3581679","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/G4286351655","display_name":null,"funder_award_id":"U2433216","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7471647019","display_name":null,"funder_award_id":"62306171","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7476944060","display_name":null,"funder_award_id":"BK20231337","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G8975979272","display_name":null,"funder_award_id":"62376146","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":38,"referenced_works":["https://openalex.org/W1995450389","https://openalex.org/W2133098545","https://openalex.org/W2138762030","https://openalex.org/W2160197181","https://openalex.org/W2187089797","https://openalex.org/W2319017187","https://openalex.org/W2577472518","https://openalex.org/W2733722625","https://openalex.org/W2811508212","https://openalex.org/W2922101780","https://openalex.org/W2972477132","https://openalex.org/W3027978271","https://openalex.org/W3097529996","https://openalex.org/W3133771674","https://openalex.org/W3183935632","https://openalex.org/W4200226646","https://openalex.org/W4220840109","https://openalex.org/W4285745303","https://openalex.org/W4290716501","https://openalex.org/W4304481388","https://openalex.org/W4310494058","https://openalex.org/W4310599588","https://openalex.org/W4313128165","https://openalex.org/W4317987773","https://openalex.org/W4361764590","https://openalex.org/W4377079741","https://openalex.org/W4387092325","https://openalex.org/W4389326698","https://openalex.org/W4390415045","https://openalex.org/W4399168453","https://openalex.org/W4401109150","https://openalex.org/W4401728098","https://openalex.org/W4402435380","https://openalex.org/W4403780758","https://openalex.org/W4403791467","https://openalex.org/W4403936919","https://openalex.org/W4404298388","https://openalex.org/W4406657594"],"related_works":["https://openalex.org/W2945382830","https://openalex.org/W4224807364","https://openalex.org/W2596632494","https://openalex.org/W2535986621","https://openalex.org/W1980197432","https://openalex.org/W2382432689","https://openalex.org/W2000612978","https://openalex.org/W4388110928","https://openalex.org/W1483228865","https://openalex.org/W4292434959"],"abstract_inverted_index":{"To":[0,83,187],"partition":[1],"samples":[2,14,76],"into":[3],"distinct":[4],"clusters,":[5],"Fuzzy":[6],"C-Means":[7],"(FCM)":[8],"calculates":[9],"the":[10,33,45,59,71,124,129,135,141,145,154,165,177,182,198,225],"membership":[11,42,113,146,157,179,205],"degrees":[12,158,206],"of":[13,132,184,201,241],"to":[15,109,122,140,196,210,223],"cluster":[16,104],"centers":[17,209],"and":[18,64,97,106,156,174,244],"provides":[19],"soft":[20],"labels,":[21],"gaining":[22],"significant":[23],"attention":[24],"in":[25,144,159,176,239],"recent":[26],"years.":[27],"However,":[28],"existing":[29],"FCM":[30,38,51],"methods":[31,238],"encounter":[32],"following":[34],"challenges.":[35],"First,":[36],"traditional":[37],"focuses":[39],"on":[40],"learning":[41,96],"degrees,":[43,180],"neglecting":[44],"data":[46,142],"similarity":[47,72,107,166],"structures.":[48],"Second,":[49],"graph-based":[50],"typically":[52],"separates":[53],"graph":[54,136,155],"construction":[55],"from":[56,207],"clustering,":[57,65],"overlooking":[58],"knowledge":[60],"interaction":[61],"between":[62],"graphs":[63],"obtaining":[66],"suboptimal":[67],"performance.":[68],"Third,":[69],"exploring":[70],"structures":[73,108,167],"among":[74],"all":[75],"is":[77,120,137,194,221],"computationally":[78],"expensive":[79],"for":[80,215],"large-scale":[81,216],"tasks.":[82,217],"solve":[84,224],"these":[85],"dilemmas,":[86],"we":[87],"propose":[88],"a":[89,117,160],"scalable":[90,214],"fuzzy":[91,236],"clustering":[92,172,185,237],"with":[93],"collaborative":[94],"structure":[95],"preservation":[98],"(CSLP),":[99],"which":[100],"simultaneously":[101],"leverages":[102],"both":[103,242],"information":[105],"learn":[110],"an":[111,191],"optimal":[112],"degree":[114,147],"representation.":[115],"Specifically,":[116],"self-weighted":[118],"manner":[119],"devised":[121],"measure":[123],"sample":[125],"importance,":[126],"thereby":[127],"reducing":[128],"adverse":[130],"impacts":[131],"outliers.":[133],"Moreover,":[134],"updated":[138],"according":[139],"similarities":[143],"representation,":[148],"such":[149],"that":[150,232],"CSLP":[151,202,213,233],"collaboratively":[152],"learns":[153],"mutually":[161],"reinforcing":[162],"manner.":[163],"Thus,":[164],"are":[168],"fully":[169],"explored":[170],"during":[171],"processes":[173],"preserved":[175],"learned":[178],"enhancing":[181],"discrimination":[183],"labels.":[186],"further":[188],"improve":[189],"efficiency,":[190],"acceleration":[192],"solution":[193],"developed":[195],"reduce":[197],"computational":[199],"cost":[200],"by":[203],"propagating":[204],"potential":[208],"samples,":[211],"making":[212],"An":[218],"iterative":[219],"strategy":[220],"designed":[222],"formulated":[226],"objective":[227],"function.":[228],"Extensive":[229],"experiments":[230],"demonstrate":[231],"outperforms":[234],"other":[235],"terms":[240],"effectiveness":[243],"scalability.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":16},{"year":2025,"cited_by_count":9}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}