{"id":"https://openalex.org/W4387968613","doi":"https://doi.org/10.1145/3630634","title":"One-step Multi-view Clustering with Consensus Graph and Data Representation Convolution","display_name":"One-step Multi-view Clustering with Consensus Graph and Data Representation Convolution","publication_year":2023,"publication_date":"2023-10-27","ids":{"openalex":"https://openalex.org/W4387968613","doi":"https://doi.org/10.1145/3630634"},"language":"en","primary_location":{"id":"doi:10.1145/3630634","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3630634","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","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":null,"display_name":"F. Dornaika","orcid":"https://orcid.org/0000-0001-6581-9680"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]},{"id":"https://openalex.org/I4210096063","display_name":"Ho Chi Minh City Open University","ror":"https://ror.org/00tean533","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210096063"]}],"countries":["ES","VN"],"is_corresponding":true,"raw_author_name":"F. Dornaika","raw_affiliation_strings":["Ho Chi Minh Open University, Vietnam and University of the Basque Country, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6581-9680","affiliations":[{"raw_affiliation_string":"Ho Chi Minh Open University, Vietnam and University of the Basque Country, Spain","institution_ids":["https://openalex.org/I169108374","https://openalex.org/I4210096063"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I169108374","https://openalex.org/I4210096063"],"apc_list":null,"apc_paid":null,"fwci":0.2637,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64683308,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"15","issue":"1","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9968000054359436,"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":0.9968000054359436,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9941999912261963,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8031181693077087},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7926506400108337},{"id":"https://openalex.org/keywords/spectral-clustering","display_name":"Spectral clustering","score":0.617984414100647},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.4767885208129883},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.47363486886024475},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45325595140457153},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.4459889829158783},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42555859684944153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41499006748199463},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4047365188598633},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.29007506370544434}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8031181693077087},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7926506400108337},{"id":"https://openalex.org/C105611402","wikidata":"https://www.wikidata.org/wiki/Q2976589","display_name":"Spectral clustering","level":3,"score":0.617984414100647},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.4767885208129883},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.47363486886024475},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45325595140457153},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.4459889829158783},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42555859684944153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41499006748199463},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4047365188598633},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.29007506370544434},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3630634","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3630634","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W1550614472","https://openalex.org/W1686810756","https://openalex.org/W1803413907","https://openalex.org/W1907775068","https://openalex.org/W1992905164","https://openalex.org/W1993962865","https://openalex.org/W2087544865","https://openalex.org/W2103560185","https://openalex.org/W2123921160","https://openalex.org/W2129250947","https://openalex.org/W2132914434","https://openalex.org/W2134529554","https://openalex.org/W2142674578","https://openalex.org/W2165835468","https://openalex.org/W2166782149","https://openalex.org/W2169529055","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2197707282","https://openalex.org/W2199534117","https://openalex.org/W2604723872","https://openalex.org/W2604969734","https://openalex.org/W2615497679","https://openalex.org/W2622869899","https://openalex.org/W2740464254","https://openalex.org/W2741998188","https://openalex.org/W2756626360","https://openalex.org/W2809368372","https://openalex.org/W2809506935","https://openalex.org/W2896169497","https://openalex.org/W2899604627","https://openalex.org/W2900980272","https://openalex.org/W2905937268","https://openalex.org/W2919028020","https://openalex.org/W2945634346","https://openalex.org/W2951897416","https://openalex.org/W2955976549","https://openalex.org/W2957255653","https://openalex.org/W2963089385","https://openalex.org/W2963417420","https://openalex.org/W2972477132","https://openalex.org/W2972882412","https://openalex.org/W2981206386","https://openalex.org/W2981937028","https://openalex.org/W2989816365","https://openalex.org/W2995931523","https://openalex.org/W2996095042","https://openalex.org/W2997891905","https://openalex.org/W2999795752","https://openalex.org/W3008644971","https://openalex.org/W3011516517","https://openalex.org/W3017967922","https://openalex.org/W3021213627","https://openalex.org/W3021342796","https://openalex.org/W3022399687","https://openalex.org/W3036667034","https://openalex.org/W3044439675","https://openalex.org/W3053378691","https://openalex.org/W3104083384","https://openalex.org/W3118047920","https://openalex.org/W3204096038","https://openalex.org/W4234552385","https://openalex.org/W4235169531","https://openalex.org/W4250657332","https://openalex.org/W4317568990","https://openalex.org/W4382561271","https://openalex.org/W6760141954","https://openalex.org/W6769994619"],"related_works":["https://openalex.org/W1999117613","https://openalex.org/W2040929534","https://openalex.org/W3022637481","https://openalex.org/W4224807364","https://openalex.org/W2596632494","https://openalex.org/W2945382830","https://openalex.org/W4312412183","https://openalex.org/W4292434959","https://openalex.org/W2535986621","https://openalex.org/W4388110928"],"abstract_inverted_index":{"Multi-view":[0],"clustering":[1,27,57,143,206],"aims":[2],"to":[3,101,158,202],"partition":[4],"unlabeled":[5],"patterns":[6,19],"into":[7],"disjoint":[8],"clusters":[9],"using":[10],"consistent":[11,33,71,106,112],"and":[12,38,85],"complementary":[13],"information":[14],"derived":[15],"from":[16],"features":[17,164],"of":[18,30,51,54,104,162,165,175,186,195],"in":[20],"multiple":[21],"views.":[22,167],"Downstream":[23],"methods":[24],"perform":[25],"this":[26,41],"sequentially:":[28],"estimation":[29],"individual":[31],"or":[32],"similarity":[34],"matrices,":[35],"spectral":[36,79,107],"embedding,":[37],"clustering.":[39],"In":[40],"article,":[42],"we":[43],"present":[44],"an":[45,141],"approach":[46],"that":[47,95,121],"can":[48,67,133],"address":[49],"some":[50],"the":[52,70,77,82,86,97,102,105,111,122,130,138,151,159,163,166,173,193,196],"shortcomings":[53],"previous":[55],"multiview":[56],"methods.":[58,207],"We":[59,89,181],"propose":[60,90],"a":[61,91,184],"single":[62],"objective":[63],"function":[64],"whose":[65],"optimization":[66],"jointly":[68],"provide":[69],"graph":[72],"matrix":[73,100,109],"for":[74,140],"all":[75],"views,":[76],"unified":[78],"data":[80],"representation,":[81],"cluster":[83,98,131,153],"assignments,":[84],"view":[87],"weights.":[88],"new":[92],"constraint":[93],"term":[94],"sets":[96],"index":[99],"convolution":[103],"projection":[108],"over":[110],"graph.":[113],"Our":[114],"proposed":[115,197],"scheme":[116],"has":[117],"two":[118],"interesting":[119],"properties":[120],"recent":[123],"works":[124],"do":[125],"not":[126],"have":[127,182],"simultaneously.":[128],"First,":[129],"assignments":[132,154],"be":[134],"estimated":[135],"directly":[136,156],"without":[137],"need":[139],"additional":[142],"phase,":[144],"which":[145,199],"depends":[146],"heavily":[147],"on":[148,188],"initialization.":[149],"Second,":[150],"soft":[152],"are":[155],"linked":[157],"kernel":[160],"representation":[161],"Moreover,":[168],"our":[169],"method":[170],"automatically":[171],"computes":[172],"weights":[174],"each":[176],"view,":[177],"requiring":[178],"fewer":[179],"hyperparameters.":[180],"conducted":[183],"series":[185],"experiments":[187],"real":[189],"datasets.":[190],"These":[191],"demonstrate":[192],"effectiveness":[194],"approach,":[198],"compares":[200],"favorably":[201],"many":[203],"competing":[204],"multi-view":[205]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}