{"id":"https://openalex.org/W2146435996","doi":"https://doi.org/10.1109/icassp.2005.1416284","title":"Selection of Tuning Parameters for Support Vector Machines","display_name":"Selection of Tuning Parameters for Support Vector Machines","publication_year":2006,"publication_date":"2006-10-04","ids":{"openalex":"https://openalex.org/W2146435996","doi":"https://doi.org/10.1109/icassp.2005.1416284","mag":"2146435996"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2005.1416284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2005.1416284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005.","raw_type":"proceedings-article"},"type":"conference-paper","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/A5091154507","display_name":"Victor Solo","orcid":"https://orcid.org/0000-0002-5123-7708"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"V. Solo","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Michigan Ann Arbor, Ann Arbor, MI, USA","Dept., of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Michigan Ann Arbor, Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]},{"raw_affiliation_string":"Dept., of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5091154507"],"corresponding_institution_ids":["https://openalex.org/I27837315"],"apc_list":null,"apc_paid":null,"fwci":0.4885,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.62605746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"237","last_page":"240"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9961000084877014,"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/T10320","display_name":"Neural Networks and Applications","score":0.9961000084877014,"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":0.9901999831199646,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9878000020980835,"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":0.7708797454833984},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7184377908706665},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6671427488327026},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6550434231758118},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6374141573905945},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.6369128227233887},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5778250694274902},{"id":"https://openalex.org/keywords/relevance-vector-machine","display_name":"Relevance vector machine","score":0.4825257956981659},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.4690205156803131},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.45287996530532837},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44582781195640564},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.440494179725647},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3206530213356018},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11945915222167969}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7708797454833984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7184377908706665},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6671427488327026},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6550434231758118},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6374141573905945},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.6369128227233887},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5778250694274902},{"id":"https://openalex.org/C14948415","wikidata":"https://www.wikidata.org/wiki/Q7310972","display_name":"Relevance vector machine","level":3,"score":0.4825257956981659},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.4690205156803131},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.45287996530532837},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44582781195640564},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.440494179725647},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3206530213356018},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11945915222167969},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp.2005.1416284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2005.1416284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005.","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1530699444","https://openalex.org/W1534799688","https://openalex.org/W2097570306","https://openalex.org/W2120466359","https://openalex.org/W2136053918","https://openalex.org/W2136180695","https://openalex.org/W2137842936","https://openalex.org/W2142312479","https://openalex.org/W2156909104","https://openalex.org/W2157777966","https://openalex.org/W2158001550","https://openalex.org/W2540258018","https://openalex.org/W2611210475","https://openalex.org/W3151435374","https://openalex.org/W4285719527","https://openalex.org/W4302591315"],"related_works":["https://openalex.org/W2137512539","https://openalex.org/W1501713092","https://openalex.org/W2089892314","https://openalex.org/W1482554501","https://openalex.org/W2615845286","https://openalex.org/W1603091392","https://openalex.org/W4386075310","https://openalex.org/W2169565408","https://openalex.org/W1576366693","https://openalex.org/W2127229869"],"abstract_inverted_index":{"Support":[0],"vector":[1],"machines":[2],"have":[3],"become":[4],"important":[5],"in":[6],"classification,":[7],"biometrics,":[8],"machine":[9],"learning":[10],"and":[11,27],"pattern":[12],"recognition.":[13],"However,":[14],"successful":[15],"application":[16],"requires":[17],"selection":[18],"of":[19],"various":[20],"tuning":[21],"parameters":[22,26],"such":[23],"as":[24],"kernel":[25],"penalty":[28],"or":[29],"margin":[30],"parameters.":[31],"We":[32],"apply":[33],"a":[34],"new":[35],"technique":[36],"for":[37,45],"this":[38],"problem":[39],"which":[40],"provides":[41],"very":[42],"simple":[43],"structure":[44],"the":[46],"automatic":[47],"selector.":[48]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
