{"id":"https://openalex.org/W2098420224","doi":"https://doi.org/10.1109/icpr.2002.1048282","title":"Multi-class support vector machine","display_name":"Multi-class support vector machine","publication_year":2003,"publication_date":"2003-06-25","ids":{"openalex":"https://openalex.org/W2098420224","doi":"https://doi.org/10.1109/icpr.2002.1048282","mag":"2098420224"},"language":"en","primary_location":{"id":"doi:10.1109/icpr.2002.1048282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2002.1048282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Object recognition supported by user interaction for service robots","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/A5055011124","display_name":"Vojt\u011bch Franc","orcid":"https://orcid.org/0000-0001-7189-1224"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"V. Franc","raw_affiliation_strings":["Faculty of Electrical Engineering, Czech Technical University, Prague, Czech Republic","Fac. of Electr. Eng., Czech Tech. Univ., Karlovo, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Czech Technical University, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]},{"raw_affiliation_string":"Fac. of Electr. Eng., Czech Tech. Univ., Karlovo, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087754464","display_name":"V\u00e1clav Hlav\u00e1\u010d","orcid":"https://orcid.org/0000-0002-8472-3147"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"V. Hlavac","raw_affiliation_strings":["Faculty of Electrical Engineering, Czech Technical University, Czech Republic","Fac. of Electr. Eng., Czech Tech. Univ., Karlovo, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Czech Technical University, Czech Republic","institution_ids":["https://openalex.org/I44504214"]},{"raw_affiliation_string":"Fac. of Electr. Eng., Czech Tech. Univ., Karlovo, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5055011124"],"corresponding_institution_ids":["https://openalex.org/I44504214"],"apc_list":null,"apc_paid":null,"fwci":13.9031,"has_fulltext":false,"cited_by_count":163,"citation_normalized_percentile":{"value":0.98826647,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2","issue":null,"first_page":"236","last_page":"239"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.989300012588501,"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/T10057","display_name":"Face and Expression Recognition","score":0.9864000082015991,"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/support-vector-machine","display_name":"Support vector machine","score":0.8723334074020386},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6996054649353027},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.6685635447502136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6518071293830872},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6392336487770081},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.5437508821487427},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5330153107643127},{"id":"https://openalex.org/keywords/relevance-vector-machine","display_name":"Relevance vector machine","score":0.5064665079116821},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47950035333633423},{"id":"https://openalex.org/keywords/structured-support-vector-machine","display_name":"Structured support vector machine","score":0.4670167565345764},{"id":"https://openalex.org/keywords/least-squares-support-vector-machine","display_name":"Least squares support vector machine","score":0.46649953722953796},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.4522269070148468},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3881683647632599},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.259377658367157},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.06026509404182434}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8723334074020386},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6996054649353027},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6685635447502136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6518071293830872},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6392336487770081},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.5437508821487427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5330153107643127},{"id":"https://openalex.org/C14948415","wikidata":"https://www.wikidata.org/wiki/Q7310972","display_name":"Relevance vector machine","level":3,"score":0.5064665079116821},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47950035333633423},{"id":"https://openalex.org/C125168437","wikidata":"https://www.wikidata.org/wiki/Q7625184","display_name":"Structured support vector machine","level":3,"score":0.4670167565345764},{"id":"https://openalex.org/C145828037","wikidata":"https://www.wikidata.org/wiki/Q17086219","display_name":"Least squares support vector machine","level":3,"score":0.46649953722953796},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.4522269070148468},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3881683647632599},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.259377658367157},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.06026509404182434},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icpr.2002.1048282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2002.1048282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Object recognition supported by user interaction for service robots","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.7.1511","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.7.1511","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ftp://cmp.felk.cvut.cz/pub/cmp/articles/franc/franc-multiSVM02.ps.gz","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W1512098439","https://openalex.org/W2100038678","https://openalex.org/W2148603752","https://openalex.org/W2166282318","https://openalex.org/W2282078507"],"related_works":["https://openalex.org/W2122277321","https://openalex.org/W2049586051","https://openalex.org/W2169520161","https://openalex.org/W2769345709","https://openalex.org/W2178308471","https://openalex.org/W2361876834","https://openalex.org/W2023602538","https://openalex.org/W2315850941","https://openalex.org/W2350916155","https://openalex.org/W2071357642"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2],"transformation":[3,26],"from":[4],"the":[5,14,31,36,45,57,63,68],"multi-class":[6],"support":[7],"vector":[8],"machine":[9],"(SVM)":[10],"classification":[11],"problem":[12,17,33],"to":[13],"single-class":[15],"SVM":[16],"which":[18,39],"is":[19,27,60],"more":[20],"convenient":[21],"for":[22],"optimization.":[23],"The":[24,52],"proposed":[25,58],"based":[28],"on":[29],"simplifying":[30],"original":[32],"and":[34],"employing":[35],"Kesler":[37],"construction":[38],"can":[40],"be":[41],"carried":[42],"out":[43],"by":[44,67],"use":[46],"of":[47],"properly":[48],"defined":[49],"kernel":[50],"only.":[51],"experiments":[53],"conducted":[54],"indicate":[55],"that":[56],"method":[59],"comparable":[61],"with":[62],"one-against-all":[64],"decomposition":[65],"solved":[66],"state-of-the-art":[69],"sequential":[70],"minimal":[71],"optimizer":[72],"algorithm.":[73]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":11},{"year":2013,"cited_by_count":12},{"year":2012,"cited_by_count":12}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}