{"id":"https://openalex.org/W2056005830","doi":"https://doi.org/10.1109/sis.2014.7011769","title":"A social-spider optimization approach for support vector machines parameters tuning","display_name":"A social-spider optimization approach for support vector machines parameters tuning","publication_year":2014,"publication_date":"2014-12-01","ids":{"openalex":"https://openalex.org/W2056005830","doi":"https://doi.org/10.1109/sis.2014.7011769","mag":"2056005830"},"language":"en","primary_location":{"id":"doi:10.1109/sis.2014.7011769","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sis.2014.7011769","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Symposium on Swarm Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11449/186400","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069650618","display_name":"Danillo Roberto Pereira","orcid":"https://orcid.org/0000-0001-7934-6482"},"institutions":[{"id":"https://openalex.org/I4210089278","display_name":"Universidade do Oeste Paulista","ror":"https://ror.org/00ccec020","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210089278"]},{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["BR","CA"],"is_corresponding":true,"raw_author_name":"Danillo R. Pereira","raw_affiliation_strings":["Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE), Brazil","Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE) - Brazil"],"affiliations":[{"raw_affiliation_string":"Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE), Brazil","institution_ids":["https://openalex.org/I4210089278"]},{"raw_affiliation_string":"Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE) - Brazil","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080842431","display_name":"M\u00e1rio Augusto Pazoti","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089278","display_name":"Universidade do Oeste Paulista","ror":"https://ror.org/00ccec020","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210089278"]},{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["BR","CA"],"is_corresponding":false,"raw_author_name":"Mario A. Pazoti","raw_affiliation_strings":["Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE), Brazil","Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE) - Brazil"],"affiliations":[{"raw_affiliation_string":"Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE), Brazil","institution_ids":["https://openalex.org/I4210089278"]},{"raw_affiliation_string":"Informatics Faculty of Presidente Prudente, University of Western Sao Paulo (UNOESTE) - Brazil","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102013214","display_name":"Lu\u00eds A. M. Pereira","orcid":"https://orcid.org/0000-0002-0628-4847"},"institutions":[{"id":"https://openalex.org/I879563668","display_name":"Universidade Estadual Paulista (Unesp)","ror":"https://ror.org/00987cb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I879563668"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luis A. M. Pereira","raw_affiliation_strings":["Department of Computing, Sao Paulo State University, Brazil","Department of Computing, S\u00e3o Paulo State University \u2013 Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Sao Paulo State University, Brazil","institution_ids":["https://openalex.org/I879563668"]},{"raw_affiliation_string":"Department of Computing, S\u00e3o Paulo State University \u2013 Brazil","institution_ids":["https://openalex.org/I879563668"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003275797","display_name":"Jo\u00e3o Paulo Papa","orcid":"https://orcid.org/0000-0002-6494-7514"},"institutions":[{"id":"https://openalex.org/I879563668","display_name":"Universidade Estadual Paulista (Unesp)","ror":"https://ror.org/00987cb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I879563668"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Joao Paulo Papa","raw_affiliation_strings":["Department of Computing, Sao Paulo State University, Brazil","Department of Computing, S\u00e3o Paulo State University \u2013 Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Sao Paulo State University, Brazil","institution_ids":["https://openalex.org/I879563668"]},{"raw_affiliation_string":"Department of Computing, S\u00e3o Paulo State University \u2013 Brazil","institution_ids":["https://openalex.org/I879563668"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5069650618"],"corresponding_institution_ids":["https://openalex.org/I125749732","https://openalex.org/I4210089278"],"apc_list":null,"apc_paid":null,"fwci":2.1143,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.89597879,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9993000030517578,"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/T10320","display_name":"Neural Networks and Applications","score":0.9976999759674072,"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":0.7983179688453674},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7068724036216736},{"id":"https://openalex.org/keywords/sort","display_name":"sort","score":0.6729165315628052},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.632889449596405},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6301162838935852},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"Hyperparameter optimization","score":0.5812053680419922},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.537140965461731},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5072131156921387},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.4953824281692505},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4870584309101105},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.43621718883514404},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4132072925567627},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13484030961990356},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13423234224319458},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.06850248575210571}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7983179688453674},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7068724036216736},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.6729165315628052},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.632889449596405},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6301162838935852},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.5812053680419922},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.537140965461731},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5072131156921387},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.4953824281692505},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4870584309101105},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.43621718883514404},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4132072925567627},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13484030961990356},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13423234224319458},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.06850248575210571},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/sis.2014.7011769","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sis.2014.7011769","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Symposium on Swarm Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:repositorio.unesp.br:11449/186400","is_oa":true,"landing_page_url":"http://hdl.handle.net/11449/186400","pdf_url":null,"source":{"id":"https://openalex.org/S4377196277","display_name":"UNESP Institutional Repository (S\u00e3o Paulo State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I879563668","host_organization_name":"Universidade Estadual Paulista (Unesp)","host_organization_lineage":["https://openalex.org/I879563668"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:repositorio.unesp.br:11449/186400","is_oa":true,"landing_page_url":"http://hdl.handle.net/11449/186400","pdf_url":null,"source":{"id":"https://openalex.org/S4377196277","display_name":"UNESP Institutional Repository (S\u00e3o Paulo State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I879563668","host_organization_name":"Universidade Estadual Paulista (Unesp)","host_organization_lineage":["https://openalex.org/I879563668"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W134001986","https://openalex.org/W1673359695","https://openalex.org/W1701067754","https://openalex.org/W1970343680","https://openalex.org/W2047822984","https://openalex.org/W2060621627","https://openalex.org/W2087347434","https://openalex.org/W2096411924","https://openalex.org/W2118286367","https://openalex.org/W2119821739","https://openalex.org/W2124776405","https://openalex.org/W2149298154","https://openalex.org/W2153635508","https://openalex.org/W2154771646","https://openalex.org/W2492058730","https://openalex.org/W3023786531","https://openalex.org/W4239510810","https://openalex.org/W4248916828"],"related_works":["https://openalex.org/W2953665647","https://openalex.org/W2361805396","https://openalex.org/W4388119537","https://openalex.org/W2972254340","https://openalex.org/W4281646320","https://openalex.org/W3169687406","https://openalex.org/W3200811867","https://openalex.org/W3128602280","https://openalex.org/W3192751261","https://openalex.org/W1805912688"],"abstract_inverted_index":{"The":[0],"choice":[1],"of":[2,83],"hyper-parameters":[3],"in":[4],"Support":[5],"Vector":[6],"Machines":[7],"(SVM)-based":[8],"learning":[9],"is":[10],"a":[11,34,62],"crucial":[12],"task,":[13],"since":[14],"different":[15],"values":[16,44],"may":[17],"degrade":[18],"its":[19],"performance,":[20],"as":[21,23],"well":[22],"can":[24,75],"increase":[25],"the":[26,55,77],"computational":[27],"burden.":[28],"In":[29],"this":[30],"paper,":[31],"we":[32],"introduce":[33],"recently":[35],"developed":[36],"nature-inspired":[37],"optimization":[38],"algorithm":[39],"to":[40],"find":[41],"out":[42],"suitable":[43],"for":[45,80],"SVM":[46],"kernel":[47],"mapping":[48],"named":[49],"Social-Spider":[50],"Optimization":[51,66],"(SSO).":[52],"We":[53],"compare":[54],"results":[56],"obtained":[57],"by":[58],"SSO":[59,74],"against":[60],"with":[61],"Grid-Search,":[63],"Particle":[64],"Swarm":[65],"and":[67,85],"Harmonic":[68],"Search.":[69],"Statistical":[70],"evaluation":[71],"has":[72],"showed":[73],"outperform":[76],"compared":[78],"techniques":[79],"some":[81],"sort":[82],"kernels":[84],"datasets.":[86]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":4},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
