{"id":"https://openalex.org/W4379659728","doi":"https://doi.org/10.1109/tfuzz.2023.3283046","title":"Deep Fuzzy Variable C-Means Clustering Incorporated With Curriculum Learning","display_name":"Deep Fuzzy Variable C-Means Clustering Incorporated With Curriculum Learning","publication_year":2023,"publication_date":"2023-06-07","ids":{"openalex":"https://openalex.org/W4379659728","doi":"https://doi.org/10.1109/tfuzz.2023.3283046"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2023.3283046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2023.3283046","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/A5091227928","display_name":"Maoguo Gong","orcid":"https://orcid.org/0000-0002-0415-8556"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maoguo Gong","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0415-8556","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101429221","display_name":"Yue Zhao","orcid":"https://orcid.org/0000-0002-2550-6900"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Zhao","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-2550-6900","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100348617","display_name":"Hao Li","orcid":"https://orcid.org/0000-0002-6294-6761"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Li","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6294-6761","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006614329","display_name":"A. K. Qin","orcid":"https://orcid.org/0000-0001-6631-1651"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"A. K. Qin","raw_affiliation_strings":["Department of Computing Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6631-1651","affiliations":[{"raw_affiliation_string":"Department of Computing Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003833479","display_name":"Lining Xing","orcid":"https://orcid.org/0000-0002-6983-4244"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lining Xing","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6983-4244","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103165266","display_name":"Jianzhao Li","orcid":"https://orcid.org/0000-0002-1524-1363"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhao Li","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-1524-1363","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664848","display_name":"Yiting Liu","orcid":"https://orcid.org/0000-0002-1498-5715"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiting Liu","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-1498-5715","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100366596","display_name":"Yuhao Liu","orcid":"https://orcid.org/0000-0001-6376-8963"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhao Liu","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":19.7279,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.99258717,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"31","issue":"12","first_page":"4321","last_page":"4335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9926999807357788,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8874452710151672},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.6168082356452942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5882692933082581},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5767617225646973},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.45381635427474976},{"id":"https://openalex.org/keywords/conceptual-clustering","display_name":"Conceptual clustering","score":0.4305674731731415},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4196881353855133},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41390717029571533},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3728128671646118},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32535746693611145},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.26590824127197266}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8874452710151672},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.6168082356452942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5882692933082581},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5767617225646973},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.45381635427474976},{"id":"https://openalex.org/C39235581","wikidata":"https://www.wikidata.org/wiki/Q5158434","display_name":"Conceptual clustering","level":5,"score":0.4305674731731415},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4196881353855133},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41390717029571533},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3728128671646118},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32535746693611145},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.26590824127197266}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2023.3283046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2023.3283046","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":[{"id":"https://metadata.un.org/sdg/4","score":0.7200000286102295,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1949608614","display_name":null,"funder_award_id":"62036006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2159723965","display_name":"Data-driven Traffic Analytics for Incident Analysis and Management","funder_award_id":"LP180100114","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G3698760113","display_name":"Next-generation Intelligent Explorations of Geo-located Data ","funder_award_id":"DP200102611","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G6545163668","display_name":null,"funder_award_id":"61906146","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/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W880548201","https://openalex.org/W1793466594","https://openalex.org/W1924762813","https://openalex.org/W1987645143","https://openalex.org/W1995450389","https://openalex.org/W2005634958","https://openalex.org/W2011430131","https://openalex.org/W2040810017","https://openalex.org/W2058063871","https://openalex.org/W2100659887","https://openalex.org/W2106581202","https://openalex.org/W2112796928","https://openalex.org/W2116516955","https://openalex.org/W2120303002","https://openalex.org/W2121197635","https://openalex.org/W2140405352","https://openalex.org/W2150102617","https://openalex.org/W2151398376","https://openalex.org/W2157444450","https://openalex.org/W2163922914","https://openalex.org/W2165012164","https://openalex.org/W2166076290","https://openalex.org/W2167428023","https://openalex.org/W2187089797","https://openalex.org/W2256388387","https://openalex.org/W2296073425","https://openalex.org/W2319017187","https://openalex.org/W2405933695","https://openalex.org/W2564843073","https://openalex.org/W2741943936","https://openalex.org/W2750384547","https://openalex.org/W2905621769","https://openalex.org/W2908896594","https://openalex.org/W2919115771","https://openalex.org/W2948398419","https://openalex.org/W2971049623","https://openalex.org/W2977618190","https://openalex.org/W2999246302","https://openalex.org/W3034455162","https://openalex.org/W3091192503","https://openalex.org/W3207457656","https://openalex.org/W3213283212","https://openalex.org/W4200119110","https://openalex.org/W6675038308","https://openalex.org/W6678914141","https://openalex.org/W6679805309","https://openalex.org/W6681875376","https://openalex.org/W6683161245","https://openalex.org/W6685380521","https://openalex.org/W6731990857","https://openalex.org/W6732395776","https://openalex.org/W6743688258","https://openalex.org/W6784508965","https://openalex.org/W6802864417"],"related_works":["https://openalex.org/W2983142544","https://openalex.org/W2891059443","https://openalex.org/W4281663961","https://openalex.org/W3208888551","https://openalex.org/W4313561566","https://openalex.org/W3208386644","https://openalex.org/W4389832810","https://openalex.org/W4220682630","https://openalex.org/W3181622257","https://openalex.org/W3163146846"],"abstract_inverted_index":{"End-to-end":[0],"deep":[1,5,19,82,173],"clustering":[2,14,20,33,69,85,92,129,144,164,175],"method":[3,86],"utilizes":[4],"neural":[6],"networks":[7],"to":[8,30,51,95,100,138,155,167,186,193],"jointly":[9],"learn":[10,139],"representation":[11,60],"features":[12,142],"and":[13,49,118,131,143,169],"assignments.":[15],"Although":[16],"many":[17],"k-means-friendly":[18],"models":[21],"have":[22],"been":[23],"explored,":[24],"the":[25,56,59,71,88,102,107,119,127,132,140,153,171,188,194,204,207],"existing":[26],"division-based":[27],"methods":[28],"tend":[29],"directly":[31],"implement":[32],"with":[34,87,162],"a":[35,81],"specific":[36],"number":[37],"of":[38,62,91,111,121,124,190,206],"clusters,":[39,48],"which":[40],"suffers":[41],"from":[42,46,93,165],"poor":[43],"performance":[44],"resulted":[45],"indistinguishable":[47],"contributes":[50],"bad":[52],"local":[53,122],"optimum.":[54],"At":[55],"same":[57,195],"time,":[58],"learning":[61,89],"fuzzy":[63,83,112,128],"<inline-formula":[64,113],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[65,114],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[66,115],"notation=\"LaTeX\">$c$</tex-math></inline-formula>":[67,116],"-means":[68,117],"in":[70,160],"feature":[72],"space":[73],"still":[74],"needs":[75],"more":[76],"research.":[77],"In":[78,177],"this":[79],"article,":[80],"curriculum":[84,148,180],"strategy":[90],"easy":[94,166],"complex":[96],"automatically":[97],"is":[98,150,182],"proposed":[99,183],"tackle":[101],"above":[103],"issues.":[104],"First,":[105],"considering":[106],"soft":[108],"flexible":[109],"allocation":[110],"preservation":[120],"structure":[123],"original":[125],"data,":[126],"loss":[130,135,149],"autoencoder's":[133],"reconstruction":[134],"are":[136],"constructed":[137],"embedded":[141],"centers":[145],"simultaneously.":[146],"Second,":[147],"introduced":[151],"into":[152],"constraint":[154,185],"make":[156],"clusters":[157,191],"successively":[158],"merge":[159],"line":[161],"implementing":[163],"complex,":[168],"realize":[170],"bottom-up":[172],"aggregative":[174],"automatically.":[176],"addition,":[178],"novel":[179],"information":[181],"as":[184],"guide":[187],"merging":[189],"belonging":[192],"class.":[196],"Experimental":[197],"results":[198],"on":[199],"four":[200],"real-world":[201],"datasets":[202],"show":[203],"superiority":[205],"proposal.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
