{"id":"https://openalex.org/W2989816365","doi":"https://doi.org/10.1109/tcyb.2019.2952398","title":"Correntropy-Based Multiview Subspace Clustering","display_name":"Correntropy-Based Multiview Subspace Clustering","publication_year":2019,"publication_date":"2019-11-28","ids":{"openalex":"https://openalex.org/W2989816365","doi":"https://doi.org/10.1109/tcyb.2019.2952398","mag":"2989816365","pmid":"https://pubmed.ncbi.nlm.nih.gov/31794416"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2019.2952398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2019.2952398","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/A5100381465","display_name":"Lei Xing","orcid":"https://orcid.org/0000-0002-4913-9818"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Xing","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077852542","display_name":"Badong Chen","orcid":"https://orcid.org/0000-0003-1710-3818"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Badong Chen","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044668212","display_name":"Shaoyi Du","orcid":"https://orcid.org/0000-0002-7092-0596"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoyi Du","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100621681","display_name":"Yuantao Gu","orcid":"https://orcid.org/0000-0002-8427-1021"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuantao Gu","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047405956","display_name":"Nanning Zheng","orcid":"https://orcid.org/0000-0003-1608-8257"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nanning Zheng","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100381465"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":3.346,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.93361452,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"51","issue":"6","first_page":"3298","last_page":"3311"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7719964981079102},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.688144326210022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6795012950897217},{"id":"https://openalex.org/keywords/linear-subspace","display_name":"Linear subspace","score":0.6225206851959229},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4770166873931885},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4700188636779785},{"id":"https://openalex.org/keywords/data-point","display_name":"Data point","score":0.43843013048171997},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27919164299964905}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7719964981079102},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.688144326210022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6795012950897217},{"id":"https://openalex.org/C12362212","wikidata":"https://www.wikidata.org/wiki/Q728435","display_name":"Linear subspace","level":2,"score":0.6225206851959229},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4770166873931885},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4700188636779785},{"id":"https://openalex.org/C21080849","wikidata":"https://www.wikidata.org/wiki/Q13611879","display_name":"Data point","level":2,"score":0.43843013048171997},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27919164299964905},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2019.2952398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2019.2952398","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:31794416","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31794416","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/G440816782","display_name":null,"funder_award_id":"91648208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G525149751","display_name":null,"funder_award_id":"61976175","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8401483390","display_name":null,"funder_award_id":"U1613219","funder_id":"https://openalex.org/F4320334117","funder_display_name":"National Natural Science Foundation of China-Shenzhen Robotics Research Center Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334117","display_name":"National Natural Science Foundation of China-Shenzhen Robotics Research Center Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":101,"referenced_works":["https://openalex.org/W53387266","https://openalex.org/W79405465","https://openalex.org/W187956566","https://openalex.org/W201974436","https://openalex.org/W565868953","https://openalex.org/W1496462336","https://openalex.org/W1506295442","https://openalex.org/W1560724230","https://openalex.org/W1564937518","https://openalex.org/W1572158434","https://openalex.org/W1652984552","https://openalex.org/W1672347394","https://openalex.org/W1701760339","https://openalex.org/W1730072672","https://openalex.org/W1736339626","https://openalex.org/W1907775068","https://openalex.org/W1969650088","https://openalex.org/W1972702299","https://openalex.org/W1992300915","https://openalex.org/W1993962865","https://openalex.org/W1996800636","https://openalex.org/W1997201895","https://openalex.org/W2003217181","https://openalex.org/W2014069437","https://openalex.org/W2019034316","https://openalex.org/W2030507150","https://openalex.org/W2035979693","https://openalex.org/W2043819533","https://openalex.org/W2050849575","https://openalex.org/W2080744942","https://openalex.org/W2100235303","https://openalex.org/W2100549954","https://openalex.org/W2103972604","https://openalex.org/W2105709960","https://openalex.org/W2105910985","https://openalex.org/W2108502868","https://openalex.org/W2111411921","https://openalex.org/W2117130368","https://openalex.org/W2121947440","https://openalex.org/W2124634097","https://openalex.org/W2130055251","https://openalex.org/W2135160607","https://openalex.org/W2137823674","https://openalex.org/W2142742813","https://openalex.org/W2145152441","https://openalex.org/W2154415691","https://openalex.org/W2162198533","https://openalex.org/W2164587673","https://openalex.org/W2169529055","https://openalex.org/W2181159407","https://openalex.org/W2189540548","https://openalex.org/W2199534117","https://openalex.org/W2234634182","https://openalex.org/W2279323413","https://openalex.org/W2395240779","https://openalex.org/W2399260173","https://openalex.org/W2497173630","https://openalex.org/W2500157231","https://openalex.org/W2528144785","https://openalex.org/W2538008885","https://openalex.org/W2568998735","https://openalex.org/W2572663323","https://openalex.org/W2573822039","https://openalex.org/W2579597427","https://openalex.org/W2595272553","https://openalex.org/W2604723872","https://openalex.org/W2748391982","https://openalex.org/W2750575765","https://openalex.org/W2789677693","https://openalex.org/W2808239701","https://openalex.org/W2913340405","https://openalex.org/W2950565951","https://openalex.org/W2951085447","https://openalex.org/W2963134661","https://openalex.org/W2963701987","https://openalex.org/W3024853581","https://openalex.org/W4213009331","https://openalex.org/W4230367971","https://openalex.org/W4235169531","https://openalex.org/W4240416043","https://openalex.org/W4249667877","https://openalex.org/W4250589301","https://openalex.org/W6603183647","https://openalex.org/W6606244218","https://openalex.org/W6607652939","https://openalex.org/W6608209381","https://openalex.org/W6630159191","https://openalex.org/W6633683892","https://openalex.org/W6636990977","https://openalex.org/W6648445850","https://openalex.org/W6675164516","https://openalex.org/W6675968127","https://openalex.org/W6682991666","https://openalex.org/W6685423869","https://openalex.org/W6713212944","https://openalex.org/W6725836693","https://openalex.org/W6727872839","https://openalex.org/W6731811539","https://openalex.org/W6731815755","https://openalex.org/W6735994599","https://openalex.org/W6929385289"],"related_works":["https://openalex.org/W3100286349","https://openalex.org/W2896134808","https://openalex.org/W4289378085","https://openalex.org/W4294291164","https://openalex.org/W3172436493","https://openalex.org/W1887135636","https://openalex.org/W4287164812","https://openalex.org/W2386063599","https://openalex.org/W1975884855","https://openalex.org/W3213150849"],"abstract_inverted_index":{"Multiview":[0],"subspace":[1,41,78,117,202],"clustering,":[2,42],"which":[3],"aims":[4],"to":[5,46,104,136,176],"cluster":[6],"the":[7,29,39,49,52,62,71,101,107,111,115,121,127,130,138,145,162,167,178,194],"given":[8],"data":[9,32],"points":[10,112],"with":[11,38],"information":[12,64,146],"from":[13,55,151],"multiple":[14,67],"sources":[15],"or":[16],"features":[17],"into":[18],"their":[19],"underlying":[20],"subspaces,":[21],"has":[22],"a":[23,74],"wide":[24],"range":[25],"of":[26,31,51,61,90,119,171],"applications":[27],"in":[28,66,84,114,140,148],"communities":[30],"mining":[33],"and":[34,58,143,166,183],"pattern":[35],"recognition.":[36],"Compared":[37],"single-view":[40],"it":[43],"is":[44,82,134,174],"challenging":[45],"efficiently":[47,105],"learn":[48],"structure":[50],"representation":[53],"matrix":[54],"each":[56,141],"view":[57,142],"make":[59],"use":[60],"extra":[63],"embedded":[65,147],"views.":[68],"To":[69],"address":[70],"two":[72,95],"problems,":[73],"novel":[75],"correntropy-based":[76],"multiview":[77,190,201],"clustering":[79,203],"(CMVSC)":[80],"method":[81,170],"proposed":[83,179,195],"this":[85],"article.":[86],"The":[87,97],"objective":[88],"function":[89],"our":[91],"model":[92],"mainly":[93],"includes":[94],"parts.":[96],"first":[98],"part":[99],"utilizes":[100],"Frobenius":[102],"norm":[103],"estimate":[106],"dense":[108],"connections":[109],"between":[110],"lying":[113],"same":[116],"instead":[118],"following":[120],"standard":[122],"compressive":[123],"sensing":[124],"approach.":[125],"In":[126],"second":[128],"part,":[129],"correntropy-induced":[131],"metric":[132],"(CIM)":[133],"introduced":[135],"characterize":[137],"noise":[139],"utilize":[144],"different":[149],"views":[150],"an":[152,156],"information-theoretic":[153],"perspective.":[154],"Furthermore,":[155],"efficient":[157],"iterative":[158],"algorithm":[159],"based":[160],"on":[161,187],"half-quadratic":[163],"technique":[164],"(HQ)":[165],"alternating":[168],"direction":[169],"multipliers":[172],"(ADMM)":[173],"developed":[175],"optimize":[177],"joint":[180],"learning":[181],"problem,":[182],"extensive":[184],"experimental":[185],"results":[186],"six":[188],"real-world":[189],"benchmarks":[191],"demonstrate":[192],"that":[193],"methods":[196],"can":[197],"outperform":[198],"several":[199],"state-of-the-art":[200],"methods.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":4}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}
