{"id":"https://openalex.org/W3182881260","doi":"https://doi.org/10.1109/tcyb.2021.3087746","title":"Self-Guided Deep Multiview Subspace Clustering via Consensus Affinity Regularization","display_name":"Self-Guided Deep Multiview Subspace Clustering via Consensus Affinity Regularization","publication_year":2021,"publication_date":"2021-07-08","ids":{"openalex":"https://openalex.org/W3182881260","doi":"https://doi.org/10.1109/tcyb.2021.3087746","mag":"3182881260","pmid":"https://pubmed.ncbi.nlm.nih.gov/34236980"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2021.3087746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3087746","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100399953","display_name":"Kai Li","orcid":"https://orcid.org/0000-0002-9027-0914"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kai Li","raw_affiliation_strings":["Department of Electrical and Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101987910","display_name":"Hongfu Liu","orcid":"https://orcid.org/0000-0002-0821-8640"},"institutions":[{"id":"https://openalex.org/I6902469","display_name":"Brandeis University","ror":"https://ror.org/05abbep66","country_code":"US","type":"education","lineage":["https://openalex.org/I6902469"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hongfu Liu","raw_affiliation_strings":["Department of Computer Science, Brandeis University, Waltham, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brandeis University, Waltham, MA, USA","institution_ids":["https://openalex.org/I6902469"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074865219","display_name":"Yulun Zhang","orcid":"https://orcid.org/0000-0002-2288-5079"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yulun Zhang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100654289","display_name":"Kunpeng Li","orcid":"https://orcid.org/0000-0001-5805-793X"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kunpeng Li","raw_affiliation_strings":["Department of Electrical and Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005819096","display_name":"Yun Fu","orcid":"https://orcid.org/0000-0002-5098-2853"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yun Fu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, College of Engineering, and Khoury College of Computer Science, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, College of Engineering, and Khoury College of Computer Science, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100399953"],"corresponding_institution_ids":["https://openalex.org/I12912129"],"apc_list":null,"apc_paid":null,"fwci":1.3565,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.8309672,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"52","issue":"12","first_page":"12734","last_page":"12744"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9994999766349792,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9994000196456909,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9940999746322632,"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/cluster-analysis","display_name":"Cluster analysis","score":0.6375913619995117},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5774560570716858},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5651857852935791},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.559298038482666},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4845522940158844},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40285247564315796},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36006152629852295}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6375913619995117},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5774560570716858},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5651857852935791},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.559298038482666},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4845522940158844},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40285247564315796},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36006152629852295}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D032921","descriptor_name":"Consensus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D032921","descriptor_name":"Consensus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D032921","descriptor_name":"Consensus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2021.3087746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3087746","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:34236980","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34236980","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3571051887","display_name":null,"funder_award_id":"W911NF-17-1-0367","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"}],"funders":[{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W201974436","https://openalex.org/W1523385540","https://openalex.org/W1600471557","https://openalex.org/W1883346539","https://openalex.org/W1907775068","https://openalex.org/W1992300915","https://openalex.org/W1993962865","https://openalex.org/W1997201895","https://openalex.org/W2003361735","https://openalex.org/W2004744336","https://openalex.org/W2006533296","https://openalex.org/W2100075055","https://openalex.org/W2103560185","https://openalex.org/W2107034620","https://openalex.org/W2123576058","https://openalex.org/W2125742596","https://openalex.org/W2125874614","https://openalex.org/W2127218421","https://openalex.org/W2142674578","https://openalex.org/W2142782401","https://openalex.org/W2146610201","https://openalex.org/W2150414161","https://openalex.org/W2150903798","https://openalex.org/W2154415691","https://openalex.org/W2165874743","https://openalex.org/W2197707282","https://openalex.org/W2199534117","https://openalex.org/W2271840356","https://openalex.org/W2405459681","https://openalex.org/W2405933695","https://openalex.org/W2533545350","https://openalex.org/W2545016534","https://openalex.org/W2571899125","https://openalex.org/W2584959193","https://openalex.org/W2605146283","https://openalex.org/W2606011186","https://openalex.org/W2737186053","https://openalex.org/W2741943936","https://openalex.org/W2741998188","https://openalex.org/W2756626360","https://openalex.org/W2765741717","https://openalex.org/W2779692282","https://openalex.org/W2787885212","https://openalex.org/W2788954130","https://openalex.org/W2891953767","https://openalex.org/W2904698128","https://openalex.org/W2909502737","https://openalex.org/W2955976549","https://openalex.org/W2962852342","https://openalex.org/W2962911132","https://openalex.org/W2963365397","https://openalex.org/W2964074409","https://openalex.org/W2979685515","https://openalex.org/W2986692991","https://openalex.org/W2989816365","https://openalex.org/W3021342796","https://openalex.org/W3035370595","https://openalex.org/W4250657332","https://openalex.org/W6631216910","https://openalex.org/W6635884019","https://openalex.org/W6639103823","https://openalex.org/W6648445850","https://openalex.org/W6678914141","https://openalex.org/W6682991666","https://openalex.org/W6684578312","https://openalex.org/W6685380521","https://openalex.org/W6713708190","https://openalex.org/W6728550200","https://openalex.org/W6732395776","https://openalex.org/W6744043827"],"related_works":["https://openalex.org/W1980381208","https://openalex.org/W2364594919","https://openalex.org/W1861706286","https://openalex.org/W2219338811","https://openalex.org/W2167092671","https://openalex.org/W2149583853","https://openalex.org/W2143002539","https://openalex.org/W2033914206","https://openalex.org/W4253219045","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Multiview":[0],"subspace":[1,18,44,67,78],"clustering":[2,19,68,164,177,198],"(MVSC)":[3],"leverages":[4],"the":[5,113,139,148,153,159,191,196],"complementary":[6],"information":[7],"among":[8],"different":[9],"views":[10,101],"of":[11,52],"multiview":[12,66,83],"data":[13,84,91,115,140],"and":[14,55,77,85],"seeks":[15],"a":[16,63,89,180],"consensus":[17,90],"result":[20],"better":[21],"than":[22],"that":[23,49,71,161],"using":[24],"any":[25],"individual":[26],"view.":[27],"Though":[28],"proved":[29],"effective":[30,128],"in":[31,168,179],"some":[32],"cases,":[33],"existing":[34],"MVSC":[35],"methods":[36],"often":[37,51],"obtain":[38,88],"unsatisfactory":[39],"results":[40,178],"since":[41],"they":[42],"perform":[43],"analysis":[45],"with":[46,144],"raw":[47,145],"features":[48,96,146],"are":[50],"high":[53],"dimensions":[54],"contain":[56],"noises.":[57],"To":[58],"remedy":[59],"this,":[60],"we":[61,135],"propose":[62,136],"self-guided":[64],"deep":[65,74,129,163],"(SDMSC)":[69],"model":[70,165],"performs":[72],"joint":[73],"feature":[75,130],"embedding":[76,106,131,154],"analysis.":[79],"SDMSC":[80],"comprehensively":[81],"explores":[82],"strives":[86],"to":[87,120,126,137,151],"affinity":[92,116,141],"relationship":[93,117,142],"agreed":[94],"by":[95],"from":[97],"not":[98],"only":[99],"all":[100,104],"but":[102],"also":[103],"intermediate":[105],"spaces.":[107],"With":[108,156],"more":[109,122],"constraints":[110],"being":[111,166],"cast,":[112],"desirable":[114],"is":[118,172,202],"supposed":[119],"be":[121],"reliably":[123],"recovered.":[124],"Besides,":[125],"secure":[127],"without":[132],"label":[133],"supervision,":[134],"use":[138],"obtained":[143],"as":[147],"supervision":[149],"signals":[150],"self-guide":[152],"process.":[155],"this":[157],"strategy,":[158],"risk":[160],"our":[162],"trapped":[167],"bad":[169],"local":[170],"minima":[171],"reduced,":[173],"bringing":[174],"us":[175],"satisfactory":[176],"higher":[181],"possibility.":[182],"The":[183],"experiments":[184],"on":[185],"seven":[186],"widely":[187],"used":[188],"datasets":[189],"show":[190],"proposed":[192],"method":[193],"significantly":[194],"outperforms":[195],"state-of-the-art":[197],"methods.":[199],"Our":[200],"code":[201],"available":[203],"at":[204],"https://github.com/kailigo/dmvsc.git.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
