{"id":"https://openalex.org/W1545008731","doi":"https://doi.org/10.1109/icsmc.2003.1243910","title":"Expediting model selection for support vector machines based on data reduction","display_name":"Expediting model selection for support vector machines based on data reduction","publication_year":2004,"publication_date":"2004-06-22","ids":{"openalex":"https://openalex.org/W1545008731","doi":"https://doi.org/10.1109/icsmc.2003.1243910","mag":"1545008731"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2003.1243910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2003.1243910","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483)","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/A5008287088","display_name":"Yu\u2010Yen Ou","orcid":"https://orcid.org/0000-0002-9894-926X"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Yen Ou","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100710720","display_name":"Chien\u2010Yu Chen","orcid":"https://orcid.org/0000-0002-6940-6389"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chien-Yu Chen","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102114157","display_name":"Shien\u2010Ching Hwang","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shien-Ching Hwang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025555646","display_name":"Yen\u2010Jen Oyang","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yen-Jen Oyang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"[dept. of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan]","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.315,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.9243872,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1","issue":null,"first_page":"786","last_page":"791"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9975000023841858,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9975000023841858,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9894000291824341,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9785000085830688,"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/expediting","display_name":"Expediting","score":0.9864333868026733},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8946071863174438},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7596471905708313},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6274265646934509},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5752326846122742},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5590417981147766},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.5268852710723877},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5089359283447266},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.505378246307373},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4419625401496887},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.43700236082077026},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3821265995502472},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.24306103587150574},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1546928584575653}],"concepts":[{"id":"https://openalex.org/C134448949","wikidata":"https://www.wikidata.org/wiki/Q1384274","display_name":"Expediting","level":2,"score":0.9864333868026733},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8946071863174438},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7596471905708313},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6274265646934509},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5752326846122742},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5590417981147766},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.5268852710723877},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5089359283447266},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.505378246307373},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4419625401496887},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.43700236082077026},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3821265995502472},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.24306103587150574},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1546928584575653},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icsmc.2003.1243910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2003.1243910","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.132.4775","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.132.4775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://csie.org/~yien/papers/smc03_yien.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.97.9882","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.97.9882","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.csie.ntu.edu.tw/~yien/papers/smc_yien_new.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2063513989","https://openalex.org/W2082988498","https://openalex.org/W2099680562","https://openalex.org/W2118286367","https://openalex.org/W2119573243","https://openalex.org/W2119821739","https://openalex.org/W2122496402","https://openalex.org/W2142334564","https://openalex.org/W2143628522","https://openalex.org/W2143950398","https://openalex.org/W2153635508","https://openalex.org/W2158001550","https://openalex.org/W2165558283","https://openalex.org/W2172000360","https://openalex.org/W2982720039","https://openalex.org/W4239510810","https://openalex.org/W6671049489","https://openalex.org/W6681038910"],"related_works":["https://openalex.org/W2071999521","https://openalex.org/W2085395339","https://openalex.org/W2024632604","https://openalex.org/W2068005943","https://openalex.org/W4317792299","https://openalex.org/W2010478499","https://openalex.org/W2050011582","https://openalex.org/W2051220639","https://openalex.org/W2071715249","https://openalex.org/W2091881573"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"Support":[3],"Vector":[4],"Machines":[5],"(SVM)":[6],"have":[7],"been":[8],"extensively":[9],"applied":[10],"to":[11,29,33,87,93],"deal":[12],"with":[13],"various":[14],"data":[15,65],"classification":[16],"problems.":[17],"However,":[18],"in":[19,53,76],"some":[20,46],"cases,":[21],"the":[22,30,55,72,82,90],"application":[23],"of":[24,42],"SVM":[25],"is":[26,41,58,85],"limited":[27],"due":[28],"time":[31,91],"taken":[32,92],"conduct":[34],"model":[35,73,96],"selection":[36,74,97],"for":[37,45],"SVM.":[38,77],"This":[39,61],"issue":[40],"particular":[43],"significant":[44],"modern":[47],"applications,":[48],"such":[49],"as":[50],"web":[51],"mining,":[52],"which":[54],"large-scale":[56],"database":[57],"frequently":[59],"updated.":[60],"paper":[62],"proposes":[63],"a":[64],"reduction":[66],"based":[67],"mechanism":[68,84],"aimed":[69],"at":[70,98],"expediting":[71],"process":[75],"Experimental":[78],"results":[79],"show":[80],"that":[81],"proposed":[83],"able":[86],"greatly":[88],"reduce":[89],"carry":[94],"out":[95],"minimum":[99],"cost.":[100]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
