{"id":"https://openalex.org/W2789712634","doi":"https://doi.org/10.1109/tkde.2018.2818729","title":"Semi-Supervised Ensemble Clustering Based on Selected Constraint Projection","display_name":"Semi-Supervised Ensemble Clustering Based on Selected Constraint Projection","publication_year":2018,"publication_date":"2018-03-23","ids":{"openalex":"https://openalex.org/W2789712634","doi":"https://doi.org/10.1109/tkde.2018.2818729","mag":"2789712634"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2018.2818729","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2018.2818729","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","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/A5100701158","display_name":"Zhiwen Yu","orcid":"https://orcid.org/0000-0002-0935-5890"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Yu","raw_affiliation_strings":["Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China"],"raw_orcid":"https://orcid.org/0000-0002-0935-5890","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036030365","display_name":"Peinan Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peinan Luo","raw_affiliation_strings":["Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114376575","display_name":"Jiming Liu","orcid":"https://orcid.org/0000-0003-1798-5021"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jiming Liu","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Kowloon Tong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-1798-5021","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014196059","display_name":"Hau\u2212San Wong","orcid":"https://orcid.org/0000-0002-1530-7529"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hau-San Wong","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Kowloon Tong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-1530-7529","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045562050","display_name":"Jane You","orcid":"https://orcid.org/0000-0002-8181-4836"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jane You","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Hung Hom, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-8181-4836","affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100682155","display_name":"Guoqiang Han","orcid":"https://orcid.org/0000-0002-9687-3900"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoqiang Han","raw_affiliation_strings":["Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China"],"raw_orcid":"https://orcid.org/0000-0002-9687-3900","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100400217","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0001-7835-9871"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China"],"raw_orcid":"https://orcid.org/0000-0001-7835-9871","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Lab of Computational Intelligence and Cyberspace Information, South China University of Technology, Guangzhou Shi, Guangdong Sheng, China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.0777,"has_fulltext":false,"cited_by_count":67,"citation_normalized_percentile":{"value":0.96181208,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"30","issue":"12","first_page":"2394","last_page":"2407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9983999729156494,"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":0.9983999729156494,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9944999814033508,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9837999939918518,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.8090989589691162},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7674530148506165},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7539911270141602},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7230360507965088},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5896125435829163},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5722732543945312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5408267974853516},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.5357626676559448},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4867401123046875},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.4632467031478882},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4616564214229584},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.4537721574306488},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42381593585014343},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2557896375656128},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.214177668094635}],"concepts":[{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.8090989589691162},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7674530148506165},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7539911270141602},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7230360507965088},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5896125435829163},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5722732543945312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5408267974853516},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.5357626676559448},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4867401123046875},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.4632467031478882},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4616564214229584},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.4537721574306488},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42381593585014343},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2557896375656128},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.214177668094635},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2018.2818729","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2018.2818729","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2498485471","display_name":null,"funder_award_id":"7004884","funder_id":"https://openalex.org/F4320309893","funder_display_name":"City University of Hong Kong"},{"id":"https://openalex.org/G3677684130","display_name":null,"funder_award_id":"61722205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5526867466","display_name":null,"funder_award_id":"U1611461","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5534731291","display_name":"\u57fa\u4e8e\u884d\u751f\u8ddd\u79bb\u6570\u5b66\u6a21\u578b\u7684\u534a\u76d1\u7763\u805a\u7c7b\u96c6\u6210\u7814\u7a76","funder_award_id":"61572199","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7611596349","display_name":null,"funder_award_id":"61751205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8927398668","display_name":"\u57fa\u4e8e\u591a\u7ebf\u6027\u5b50\u7a7a\u95f4\u5206\u6790\u7684\u89c6\u9891\u7279\u5f81\u538b\u7f29\u8868\u793a\u53ca\u5e94\u7528\u7814\u7a76","funder_award_id":"61472145","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G936074557","display_name":null,"funder_award_id":"61572540","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320309893","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23"},{"id":"https://openalex.org/F4320320955","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131"},{"id":"https://openalex.org/F4320320966","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321895","display_name":"Government of Jiangxi Province","ror":"https://ror.org/02fzqav45"},{"id":"https://openalex.org/F4320322170","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86"},{"id":"https://openalex.org/F4320322598","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98"},{"id":"https://openalex.org/F4320329815","display_name":"Hong Kong Government","ror":"https://ror.org/034179816"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1503906615","https://openalex.org/W1548779692","https://openalex.org/W1875623881","https://openalex.org/W1919721856","https://openalex.org/W1965450189","https://openalex.org/W1966162499","https://openalex.org/W1966286510","https://openalex.org/W1968970305","https://openalex.org/W1987839426","https://openalex.org/W1999077402","https://openalex.org/W2031805499","https://openalex.org/W2033429890","https://openalex.org/W2039849619","https://openalex.org/W2042484140","https://openalex.org/W2043829186","https://openalex.org/W2048202762","https://openalex.org/W2071282973","https://openalex.org/W2076769479","https://openalex.org/W2077276425","https://openalex.org/W2098029000","https://openalex.org/W2098777834","https://openalex.org/W2099984621","https://openalex.org/W2106852142","https://openalex.org/W2108343180","https://openalex.org/W2109566206","https://openalex.org/W2115346774","https://openalex.org/W2116984363","https://openalex.org/W2121757144","https://openalex.org/W2121947440","https://openalex.org/W2127966029","https://openalex.org/W2135076825","https://openalex.org/W2136504847","https://openalex.org/W2149739421","https://openalex.org/W2150200997","https://openalex.org/W2153241548","https://openalex.org/W2153293405","https://openalex.org/W2153839362","https://openalex.org/W2155916898","https://openalex.org/W2158854411","https://openalex.org/W2160437295","https://openalex.org/W2161498107","https://openalex.org/W2162833336","https://openalex.org/W2170584976","https://openalex.org/W2181151470","https://openalex.org/W2193183414","https://openalex.org/W2262682506","https://openalex.org/W2318136105","https://openalex.org/W2338231020","https://openalex.org/W2343958847","https://openalex.org/W2416590358","https://openalex.org/W2468752595","https://openalex.org/W2568618480","https://openalex.org/W2570942281","https://openalex.org/W2605427894","https://openalex.org/W2769674252","https://openalex.org/W2952171869","https://openalex.org/W3100648197","https://openalex.org/W3101747232","https://openalex.org/W3121976317","https://openalex.org/W4285719527","https://openalex.org/W6680140577","https://openalex.org/W6684050148"],"related_works":["https://openalex.org/W2133713536","https://openalex.org/W2794896638","https://openalex.org/W2891633941","https://openalex.org/W3202800081","https://openalex.org/W3101614107","https://openalex.org/W1909207154","https://openalex.org/W4390971112","https://openalex.org/W3036530763","https://openalex.org/W1514365828","https://openalex.org/W3204228978"],"abstract_inverted_index":{"Traditional":[0],"cluster":[1],"ensemble":[2,36,46,69,81,126,130,143],"approaches":[3],"have":[4],"several":[5],"limitations.":[6,87],"(1)":[7],"Few":[8],"make":[9],"use":[10],"of":[11,30,34,61,112,121],"prior":[12,110],"knowledge":[13,111],"provided":[14],"by":[15],"experts.":[16],"(2)":[17],"It":[18],"is":[19,134,151],"difficult":[20],"to":[21,54,84,103,124,136,153,168],"achieve":[22],"good":[23],"performance":[24],"in":[25,96],"high-dimensional":[26,105,179],"datasets.":[27,106,174],"(3)":[28],"All":[29],"the":[31,35,55,59,92,99,146,159],"weight":[32,139],"values":[33,140],"members":[37],"are":[38,166],"equal,":[39],"which":[40,76],"ignores":[41],"different":[42,45,119,125,138,142],"contributions":[43],"from":[44],"members.":[47,127,144],"(4)":[48],"Not":[49],"all":[50],"pairwise":[51,115,122],"constraints":[52,123],"contribute":[53],"final":[56,160],"result.":[57,161],"In":[58],"face":[60],"this":[62],"situation,":[63],"we":[64],"propose":[65],"double":[66],"weighting":[67,79,83,132],"semi-supervised":[68],"clustering":[70,155,188],"based":[71],"on":[72,172,177],"selected":[73],"constraint":[74,78,100],"projection(DCECP)":[75],"applies":[77],"and":[80,117,157],"member":[82,131],"address":[85],"these":[86],"Specifically,":[88],"DCECP":[89,183],"first":[90],"adopts":[91],"random":[93],"subspace":[94],"technique":[95],"combination":[97],"with":[98,141],"projection":[101],"procedure":[102],"handle":[104],"Second,":[107],"it":[108],"treats":[109],"experts":[113],"as":[114],"constraints,":[116],"assigns":[118],"subsets":[120],"An":[128],"adaptive":[129],"process":[133],"designed":[135],"associate":[137],"Third,":[145],"weighted":[147],"normalized":[148],"cut":[149],"algorithm":[150],"adopted":[152],"summarize":[154],"solutions":[156],"generate":[158],"Finally,":[162],"nonparametric":[163],"statistical":[164],"tests":[165],"used":[167],"compare":[169],"multiple":[170],"algorithms":[171],"real-world":[173],"Our":[175],"experiments":[176],"15":[178],"datasets":[180],"show":[181],"that":[182],"performs":[184],"better":[185],"than":[186],"most":[187],"algorithms.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}