{"id":"https://openalex.org/W2774823188","doi":"https://doi.org/10.1109/access.2017.2779794","title":"Optimal Hyper-Parameter Tuning of SVM Classifiers With Application to Medical Diagnosis","display_name":"Optimal Hyper-Parameter Tuning of SVM Classifiers With Application to Medical Diagnosis","publication_year":2017,"publication_date":"2017-12-04","ids":{"openalex":"https://openalex.org/W2774823188","doi":"https://doi.org/10.1109/access.2017.2779794","mag":"2774823188"},"language":"en","primary_location":{"id":"doi:10.1109/access.2017.2779794","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2779794","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2017.2779794","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063638393","display_name":"Alfonso Rojas\u2010Dom\u00ednguez","orcid":"https://orcid.org/0000-0003-1818-4162"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210128463","display_name":"Instituto Tecnol\u00f3gico de Le\u00f3n","ror":"https://ror.org/02zmh8h66","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210128463"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Alfonso Rojas-Dominguez","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico","institution_ids":["https://openalex.org/I4210128463","https://openalex.org/I4210090124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018502199","display_name":"Luis Carlos Padierna","orcid":"https://orcid.org/0000-0002-7474-9159"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210128463","display_name":"Instituto Tecnol\u00f3gico de Le\u00f3n","ror":"https://ror.org/02zmh8h66","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210128463"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Luis Carlos Padierna","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico","institution_ids":["https://openalex.org/I4210128463","https://openalex.org/I4210090124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012122073","display_name":"Mart\u00edn Carpio","orcid":"https://orcid.org/0000-0002-1191-2676"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210128463","display_name":"Instituto Tecnol\u00f3gico de Le\u00f3n","ror":"https://ror.org/02zmh8h66","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210128463"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Martin Carpio Valadez","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico","institution_ids":["https://openalex.org/I4210128463","https://openalex.org/I4210090124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012114447","display_name":"H\u00e9ctor Jos\u00e9 Puga Soberanes","orcid":"https://orcid.org/0000-0002-1315-1436"},"institutions":[{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210128463","display_name":"Instituto Tecnol\u00f3gico de Le\u00f3n","ror":"https://ror.org/02zmh8h66","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210128463"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Hector J. Puga-Soberanes","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Le\u00f3n, Le\u00f3n, M\u00e9xico","institution_ids":["https://openalex.org/I4210128463","https://openalex.org/I4210090124"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003131464","display_name":"H\u00e9ctor J. Fraire-Huacuja","orcid":"https://orcid.org/0000-0003-3326-8807"},"institutions":[{"id":"https://openalex.org/I177400693","display_name":"Instituto Tecnol\u00f3gico de Ciudad Madero","ror":"https://ror.org/04cymm537","country_code":"MX","type":"education","lineage":["https://openalex.org/I1302736544","https://openalex.org/I177400693","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]},{"id":"https://openalex.org/I4210090124","display_name":"Tecnol\u00f3gico Nacional de M\u00e9xico","ror":"https://ror.org/00davry38","country_code":"MX","type":"government","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Hector J. Fraire","raw_affiliation_strings":["Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Ciudad Madero, Ciudad Madero, M\u00e9xico"],"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico Nacional de M\u00e9xico\u2013Instituto Tecnol\u00f3gico de Ciudad Madero, Ciudad Madero, M\u00e9xico","institution_ids":["https://openalex.org/I177400693","https://openalex.org/I4210090124"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063638393"],"corresponding_institution_ids":["https://openalex.org/I4210090124","https://openalex.org/I4210128463"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.2358,"has_fulltext":false,"cited_by_count":84,"citation_normalized_percentile":{"value":0.97088483,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"6","issue":null,"first_page":"7164","last_page":"7176"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9990000128746033,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9990000128746033,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9958000183105469,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9933000206947327,"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/edas","display_name":"EDAS","score":0.8166905641555786},{"id":"https://openalex.org/keywords/firefly-algorithm","display_name":"Firefly algorithm","score":0.6194618344306946},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5899618268013},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.567720353603363},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5590088963508606},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5522183179855347},{"id":"https://openalex.org/keywords/estimation-of-distribution-algorithm","display_name":"Estimation of distribution algorithm","score":0.5448976755142212},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5410595536231995},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.5350984334945679},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"Hyperparameter optimization","score":0.4381875991821289},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42555978894233704},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35828161239624023},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3229266405105591}],"concepts":[{"id":"https://openalex.org/C49284225","wikidata":"https://www.wikidata.org/wiki/Q5322829","display_name":"EDAS","level":3,"score":0.8166905641555786},{"id":"https://openalex.org/C154982244","wikidata":"https://www.wikidata.org/wiki/Q5451844","display_name":"Firefly algorithm","level":3,"score":0.6194618344306946},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5899618268013},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.567720353603363},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5590088963508606},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5522183179855347},{"id":"https://openalex.org/C162500139","wikidata":"https://www.wikidata.org/wiki/Q2835887","display_name":"Estimation of distribution algorithm","level":2,"score":0.5448976755142212},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5410595536231995},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.5350984334945679},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.4381875991821289},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42555978894233704},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35828161239624023},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3229266405105591},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2017.2779794","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2779794","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ab1a8d723df04717a120ef6b1f0be155","is_oa":true,"landing_page_url":"https://doaj.org/article/ab1a8d723df04717a120ef6b1f0be155","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 7164-7176 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2017.2779794","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2779794","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1108327838","display_name":null,"funder_award_id":"375524","funder_id":"https://openalex.org/F4320321739","funder_display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda"},{"id":"https://openalex.org/G7236490454","display_name":null,"funder_award_id":"CATEDRAS-2598","funder_id":"https://openalex.org/F4320321739","funder_display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda"}],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W43561063","https://openalex.org/W1503196035","https://openalex.org/W1510073064","https://openalex.org/W1629102637","https://openalex.org/W1788708300","https://openalex.org/W1988053887","https://openalex.org/W2023961611","https://openalex.org/W2024518622","https://openalex.org/W2029900871","https://openalex.org/W2036657109","https://openalex.org/W2037575202","https://openalex.org/W2050215344","https://openalex.org/W2053867472","https://openalex.org/W2059115408","https://openalex.org/W2061575757","https://openalex.org/W2077388991","https://openalex.org/W2097998348","https://openalex.org/W2103780778","https://openalex.org/W2123367805","https://openalex.org/W2139015486","https://openalex.org/W2148603752","https://openalex.org/W2152195021","https://openalex.org/W2153635508","https://openalex.org/W2158001550","https://openalex.org/W2165466912","https://openalex.org/W2171029115","https://openalex.org/W2232748179","https://openalex.org/W2509288123","https://openalex.org/W2531479340","https://openalex.org/W2543580944","https://openalex.org/W2559969670","https://openalex.org/W3015571647","https://openalex.org/W3105346980","https://openalex.org/W3150204026","https://openalex.org/W4294576732","https://openalex.org/W4297825776","https://openalex.org/W4301410233","https://openalex.org/W6674385629","https://openalex.org/W6728768473"],"related_works":["https://openalex.org/W1982259447","https://openalex.org/W2496664933","https://openalex.org/W1503012231","https://openalex.org/W1058439126","https://openalex.org/W2360241151","https://openalex.org/W2547072840","https://openalex.org/W1522658100","https://openalex.org/W2124261928","https://openalex.org/W2047098179","https://openalex.org/W2096498780"],"abstract_inverted_index":{"Proper":[0],"tuning":[1],"of":[2,10,25,35,74,111],"hyper-parameters":[3],"is":[4,38,118],"essential":[5],"to":[6,39,102],"the":[7,41,91,104,109,112],"successful":[8],"application":[9],"SVM-classifiers.":[11],"Several":[12],"methods":[13],"have":[14],"been":[15],"used":[16],"for":[17,70],"this":[18,36],"problem:":[19],"grid":[20],"search,":[21,23],"random":[22],"estimation":[24],"distribution":[26],"Algorithms":[27],"(EDAs),":[28],"bio-inspired":[29],"metaheuristics,":[30],"among":[31,44],"others.":[32],"The":[33,68],"objective":[34],"paper":[37],"determine":[40],"optimal":[42,92],"method":[43],"those":[45],"that":[46,88,107],"recently":[47],"reported":[48],"good":[49],"results:":[50],"Bat":[51],"algorithm,":[52,54,57],"Firefly":[53],"Fruit-fly":[55],"optimization":[56,105],"particle":[58],"Swarm":[59],"optimization,":[60],"Univariate":[61],"Marginal":[62],"Distribution":[63],"Algorithm":[64],"(UMDA),":[65],"and":[66,78],"Boltzmann-UMDA.":[67],"criteria":[69],"optimality":[71],"include":[72],"measures":[73],"effectiveness,":[75,117],"generalization,":[76],"efficiency,":[77],"complexity.":[79],"Experimental":[80],"results":[81],"on":[82],"15":[83],"medical":[84],"diagnosis":[85],"problems":[86],"reveal":[87],"EDAs":[89],"are":[90],"strategy":[93],"under":[94],"such":[95],"criteria.":[96],"Finally,":[97],"a":[98],"novel":[99],"performance":[100],"index":[101],"guide":[103],"process,":[106],"improves":[108],"generalization":[110],"solutions":[113],"while":[114],"maintaining":[115],"their":[116],"presented.":[119]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":18},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
