{"id":"https://openalex.org/W2040801950","doi":"https://doi.org/10.1145/1143997.1144238","title":"On semi-supervised clustering via multiobjective optimization","display_name":"On semi-supervised clustering via multiobjective optimization","publication_year":2006,"publication_date":"2006-07-08","ids":{"openalex":"https://openalex.org/W2040801950","doi":"https://doi.org/10.1145/1143997.1144238","mag":"2040801950"},"language":"en","primary_location":{"id":"doi:10.1145/1143997.1144238","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1143997.1144238","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-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/A5020541197","display_name":"Julia Handl","orcid":"https://orcid.org/0000-0002-4338-1806"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Julia Handl","raw_affiliation_strings":["University of Manchester, UK","University of Manchester (UK)"],"affiliations":[{"raw_affiliation_string":"University of Manchester, UK","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"University of Manchester (UK)","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102858903","display_name":"Joshua Knowles","orcid":"https://orcid.org/0000-0001-8112-6112"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joshua Knowles","raw_affiliation_strings":["University of Manchester, UK","University of Manchester (UK)"],"affiliations":[{"raw_affiliation_string":"University of Manchester, UK","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"University of Manchester (UK)","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020541197"],"corresponding_institution_ids":["https://openalex.org/I28407311"],"apc_list":null,"apc_paid":null,"fwci":2.845,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.91120955,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1465","last_page":"1472"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9653000235557556,"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":0.9653000235557556,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9587000012397766,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9573000073432922,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8726553916931152},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6827818155288696},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6476597785949707},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6321156024932861},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6197618842124939},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.4824836552143097},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.4806305766105652},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.46832162141799927},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4581735134124756},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.42548608779907227},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.10223209857940674}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8726553916931152},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6827818155288696},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6476597785949707},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6321156024932861},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6197618842124939},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.4824836552143097},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.4806305766105652},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.46832162141799927},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4581735134124756},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.42548608779907227},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.10223209857940674},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/1143997.1144238","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1143997.1144238","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.420.9271","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.420.9271","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.york.ac.uk/rts/docs/GECCO_2006/docs/p1465.pdf","raw_type":"text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/4698b255-7422-4884-aa8b-47993f8ddeb7","is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/4698b255-7422-4884-aa8b-47993f8ddeb7","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Handl, J & Knowles, J 2006, On semi-supervised clustering via multiobjective optimization. in GECCO 2006 - Genetic and Evolutionary Computation Conference. GECCO 2006 - Genetic and Evolutionary Computation Conference, vol. 2, Association for Computing Machinery, pp. 1465-1472, 8th Annual Genetic and Evolutionary Computation Conference 2006, Seattle, WA, United States, 8/07/06. https://doi.org/10.1145/1143997.1144238","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320875","display_name":"Deutscher Akademischer Austauschdienst","ror":"https://ror.org/039djdh30"},{"id":"https://openalex.org/F4320334629","display_name":"Biotechnology and Biological Sciences Research Council","ror":"https://ror.org/00cwqg982"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1480428252","https://openalex.org/W1536492814","https://openalex.org/W1561625715","https://openalex.org/W1583837637","https://openalex.org/W1610836425","https://openalex.org/W1987971958","https://openalex.org/W2009685079","https://openalex.org/W2018116321","https://openalex.org/W2033836270","https://openalex.org/W2047467486","https://openalex.org/W2048679005","https://openalex.org/W2084812512","https://openalex.org/W2102524069","https://openalex.org/W2107008379","https://openalex.org/W2112995888","https://openalex.org/W2127218421","https://openalex.org/W2144317357","https://openalex.org/W2148053532","https://openalex.org/W2148603752","https://openalex.org/W2299467264","https://openalex.org/W2312704740","https://openalex.org/W2914393402","https://openalex.org/W3009784374","https://openalex.org/W4235169531","https://openalex.org/W4400412639","https://openalex.org/W6675528751","https://openalex.org/W7071374342"],"related_works":["https://openalex.org/W1586607209","https://openalex.org/W122912556","https://openalex.org/W4312414840","https://openalex.org/W2621411691","https://openalex.org/W2271357838","https://openalex.org/W2556866732","https://openalex.org/W2328989934","https://openalex.org/W2348322200","https://openalex.org/W2981952041","https://openalex.org/W3148060700"],"abstract_inverted_index":{"Semi-supervised":[0,19],"classification":[1,17,77],"uses":[2],"aspects":[3],"of":[4,15,44,48,71],"both":[5,25],"unsupervised":[6],"and":[7,31,55,79],"supervised":[8],"learning":[9],"to":[10,60],"improve":[11],"upon":[12],"the":[13,28,36,42,49,61],"performance":[14,69,78],"traditional":[16],"methods.":[18],"clustering,":[20],"in":[21],"particular,":[22],"explicitly":[23],"integrates":[24],"information":[26],"about":[27,32],"data":[29],"distribution":[30],"class":[33],"memberships":[34],"into":[35],"clustering":[37,51],"process.":[38],"In":[39],"this":[40,72],"paper,":[41],"potential":[43],"a":[45],"multiobjective":[46,58],"formulation":[47],"semi-supervised":[50],"problem":[52,62],"is":[53],"explored,":[54],"two":[56],"evolutionary":[57],"approaches":[59],"are":[63],"outlined.":[64],"Experimental":[65],"results":[66],"demonstrate":[67],"practical":[68],"benefits":[70],"methodology,":[73],"including":[74],"an":[75,80],"improved":[76],"increased":[81],"robustness":[82],"towards":[83],"annotation":[84],"errors.":[85]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
