{"id":"https://openalex.org/W2159524357","doi":"https://doi.org/10.1109/icsmc.2012.6378235","title":"Combining a multi-objective optimization approach with meta-learning for SVM parameter selection","display_name":"Combining a multi-objective optimization approach with meta-learning for SVM parameter selection","publication_year":2012,"publication_date":"2012-10-01","ids":{"openalex":"https://openalex.org/W2159524357","doi":"https://doi.org/10.1109/icsmc.2012.6378235","mag":"2159524357"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2012.6378235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2012.6378235","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5078294323","display_name":"P\u00e9ricles Miranda","orcid":"https://orcid.org/0000-0002-5767-7544"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Pericles B. C. de Miranda","raw_affiliation_strings":["Center of Informatics, Federal University of Pernambuco, Recife, Brazil"],"affiliations":[{"raw_affiliation_string":"Center of Informatics, Federal University of Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083998049","display_name":"Ricardo B. C. Prud\u00eancio","orcid":"https://orcid.org/0000-0001-7084-1233"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ricardo B. C. Prudencio","raw_affiliation_strings":["Center of Informatics, Federal University of Pernambuco, Recife, Brazil"],"affiliations":[{"raw_affiliation_string":"Center of Informatics, Federal University of Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079499583","display_name":"Andr\u00e9 C. P. L. F. de Carvalho","orcid":"https://orcid.org/0000-0002-4765-6459"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andre Carlos P. L. F. de Carvalho","raw_affiliation_strings":["University of S\u00e3o Paulo, S\u00e3o Carlos, Brazil"],"affiliations":[{"raw_affiliation_string":"University of S\u00e3o Paulo, S\u00e3o Carlos, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058183984","display_name":"Carlos Soares","orcid":"https://orcid.org/0000-0003-4549-8917"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]},{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos Soares","raw_affiliation_strings":["INESC TEC, University of Porto, Porto, Portugal","University of Porta, Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"INESC TEC, University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I4210166615","https://openalex.org/I182534213"]},{"raw_affiliation_string":"University of Porta, Porto, Portugal","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078294323"],"corresponding_institution_ids":["https://openalex.org/I25112270"],"apc_list":null,"apc_paid":null,"fwci":2.0217,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.87398844,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2909","last_page":"2914"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9921000003814697,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9912999868392944,"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/support-vector-machine","display_name":"Support vector machine","score":0.6828317642211914},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.6791576743125916},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6720166802406311},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6561678647994995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5318975448608398},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48227646946907043},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.47832465171813965},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.45528778433799744},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.43551886081695557},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3987123370170593},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.190513014793396}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6828317642211914},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6791576743125916},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6720166802406311},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6561678647994995},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5318975448608398},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48227646946907043},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.47832465171813965},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.45528778433799744},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.43551886081695557},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3987123370170593},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.190513014793396},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsmc.2012.6378235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2012.6378235","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W176885764","https://openalex.org/W1489517264","https://openalex.org/W1575661061","https://openalex.org/W1577668191","https://openalex.org/W1969163824","https://openalex.org/W1989048657","https://openalex.org/W2072880371","https://openalex.org/W2089213632","https://openalex.org/W2091296147","https://openalex.org/W2101578906","https://openalex.org/W2112299196","https://openalex.org/W2123541507","https://openalex.org/W2125899728","https://openalex.org/W2134126174","https://openalex.org/W2143628522","https://openalex.org/W2158001550","https://openalex.org/W2159214028","https://openalex.org/W2165171393","https://openalex.org/W2171579938","https://openalex.org/W2311688056","https://openalex.org/W3120740533","https://openalex.org/W4231214146","https://openalex.org/W6634389535","https://openalex.org/W6634715273"],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W3176564347","https://openalex.org/W2355833770","https://openalex.org/W1985458517","https://openalex.org/W3031039437","https://openalex.org/W183202219","https://openalex.org/W3095877357","https://openalex.org/W2072565696","https://openalex.org/W2050451745","https://openalex.org/W2378903222"],"abstract_inverted_index":{"Support":[0],"Vector":[1],"Machine":[2],"(SVM)":[3],"is":[4],"a":[5,67,70,100,129,150,193],"supervised":[6],"technique,":[7],"which":[8,42,103,153],"achieves":[9],"good":[10,121],"performance":[11],"on":[12,18,192],"different":[13],"learning":[14,45,63],"problems.":[15,46,167,198],"However,":[16],"adjustments":[17],"its":[19],"model":[20],"are":[21,65,117],"essentials":[22],"to":[23,33,55,76,157,180],"the":[24,56,62,78,83,89,94,105,124,135,159,169,172,181],"SVM":[25,57,163],"work":[26,48],"well.":[27],"Optimization":[28,52],"techniques":[29],"have":[30],"been":[31],"used":[32,75,156],"automatize":[34],"this":[35,111],"process":[36,137],"finding":[37],"suitable":[38],"configurations":[39],"of":[40,85,88,96,132,161,195],"parameters":[41,164],"attends":[43],"some":[44],"This":[47],"utilizes":[49],"Particle":[50],"Swarm":[51],"(PSO)":[53],"applied":[54],"parameter":[58],"selection":[59],"problem.":[60],"As":[61],"systems":[64],"essentially":[66],"multi-objective":[68,71],"problem,":[69],"PSO":[72],"(MOPSO)":[73],"was":[74,155,178],"maximize":[77],"success":[79],"rate":[80],"and":[81,141],"minimize":[82],"number":[84,131],"support":[86],"vectors":[87],"model.":[90],"Nevertheless,":[91],"we":[92,148],"propose":[93],"combination":[95],"Meta-Learning":[97],"(ML)":[98],"with":[99,183,189],"modified":[101],"MOPSO":[102],"uses":[104],"crowding":[106],"distance":[107],"mechanism":[108],"(MOPSO-CDR).":[109],"In":[110,145,168],"combination,":[112],"solutions":[113],"provided":[114],"by":[115],"ML":[116],"possibly":[118],"located":[119],"in":[120,123,152],"regions":[122],"search":[125,136],"space.":[126],"Hence,":[127],"using":[128,176],"reduced":[130],"successful":[133],"candidates,":[134],"would":[138],"converge":[139],"faster":[140],"be":[142],"less":[143],"expensive.":[144],"our":[146],"work,":[147],"implemented":[149],"prototype":[151],"MOPSO-CDR":[154,182],"select":[158],"values":[160],"two":[162],"for":[165],"classification":[166,197],"performed":[170],"experiments,":[171],"proposed":[173],"solution":[174],"(MOPSO-CDR":[175],"ML)":[177],"compared":[179],"random":[184],"initialization,":[185],"obtaining":[186],"pareto":[187],"fronts":[188],"higher":[190],"quality":[191],"set":[194],"40":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}