{"id":"https://openalex.org/W1968335639","doi":"https://doi.org/10.1109/icmlc.2012.6358944","title":"Model selection of RBF kernel for C-SVM based on genetic algorithm and multithreading","display_name":"Model selection of RBF kernel for C-SVM based on genetic algorithm and multithreading","publication_year":2012,"publication_date":"2012-07-01","ids":{"openalex":"https://openalex.org/W1968335639","doi":"https://doi.org/10.1109/icmlc.2012.6358944","mag":"1968335639"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc.2012.6358944","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2012.6358944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Conference on Machine Learning and Cybernetics","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/A5100991973","display_name":"Guoyou Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guo-You Shi","raw_affiliation_strings":["College of Navigation, Dalian Maritime University, Dalian, China","College of Navigation, Dalian Maritime University, 116026, China"],"affiliations":[{"raw_affiliation_string":"College of Navigation, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"College of Navigation, Dalian Maritime University, 116026, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028038162","display_name":"Shuang Liu","orcid":"https://orcid.org/0000-0003-4073-1409"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Liu","raw_affiliation_strings":["School of Computer Science & Engineering, Dalian Nationalities University, Dalian, China","School of Computer Science & Engineering, Dalian Nationalities University, 116026, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Dalian Nationalities University, Dalian, China","institution_ids":["https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science & Engineering, Dalian Nationalities University, 116026, China","institution_ids":["https://openalex.org/I61565387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100991973"],"corresponding_institution_ids":["https://openalex.org/I43313876"],"apc_list":null,"apc_paid":null,"fwci":0.563,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.71449301,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"4","issue":null,"first_page":"382","last_page":"386"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9904999732971191,"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/multithreading","display_name":"Multithreading","score":0.8437418937683105},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7588672637939453},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7254967093467712},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5821340680122375},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5758342146873474},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5515482425689697},{"id":"https://openalex.org/keywords/radial-basis-function-kernel","display_name":"Radial basis function kernel","score":0.5449491739273071},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5153328776359558},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4844253361225128},{"id":"https://openalex.org/keywords/simultaneous-multithreading","display_name":"Simultaneous multithreading","score":0.4391219913959503},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.42329853773117065},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4176546335220337},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3990715742111206},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.3275867998600006},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32072532176971436},{"id":"https://openalex.org/keywords/thread","display_name":"Thread (computing)","score":0.27131974697113037},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1311689019203186},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0666840672492981}],"concepts":[{"id":"https://openalex.org/C201410400","wikidata":"https://www.wikidata.org/wiki/Q1064412","display_name":"Multithreading","level":3,"score":0.8437418937683105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7588672637939453},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7254967093467712},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5821340680122375},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5758342146873474},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5515482425689697},{"id":"https://openalex.org/C75866337","wikidata":"https://www.wikidata.org/wiki/Q7280263","display_name":"Radial basis function kernel","level":4,"score":0.5449491739273071},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5153328776359558},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4844253361225128},{"id":"https://openalex.org/C85717602","wikidata":"https://www.wikidata.org/wiki/Q82178","display_name":"Simultaneous multithreading","level":4,"score":0.4391219913959503},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.42329853773117065},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4176546335220337},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3990715742111206},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.3275867998600006},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32072532176971436},{"id":"https://openalex.org/C138101251","wikidata":"https://www.wikidata.org/wiki/Q213092","display_name":"Thread (computing)","level":2,"score":0.27131974697113037},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1311689019203186},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0666840672492981},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc.2012.6358944","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2012.6358944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Conference on Machine Learning and Cybernetics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1562251502","https://openalex.org/W2034781672","https://openalex.org/W2084812512","https://openalex.org/W2153635508","https://openalex.org/W2156909104","https://openalex.org/W2317131429","https://openalex.org/W2510469759"],"related_works":["https://openalex.org/W1603091392","https://openalex.org/W3123056048","https://openalex.org/W2095626363","https://openalex.org/W4389428786","https://openalex.org/W2079825755","https://openalex.org/W4389251307","https://openalex.org/W4386075310","https://openalex.org/W2089892314","https://openalex.org/W2974741803","https://openalex.org/W1983263273"],"abstract_inverted_index":{"Generalization":[0],"performance":[1],"of":[2,10,58,90,121],"support":[3],"vector":[4],"machines":[5],"depends":[6],"on":[7,110],"optimal":[8,87],"selection":[9,89],"parameter":[11],"values.":[12],"But":[13],"training":[14,33,107],"the":[15,56,117],"best":[16],"parameters":[17],"for":[18,35],"C-Support":[19],"Vector":[20],"Machines":[21],"(C-SVM)":[22],"classifier":[23,92],"with":[24,39,93],"RBF":[25,94],"kernel":[26],"is":[27],"time-consuming.":[28],"We":[29],"can":[30],"hardly":[31],"finish":[32],"process":[34],"large":[36],"data":[37,68],"sets":[38],"traditional":[40],"methods.":[41],"Multithreading":[42],"as":[43],"a":[44,59],"widespread":[45],"programming":[46],"and":[47,70,82,119],"execution":[48],"model":[49,84,88],"allows":[50],"multiple":[51],"threads":[52],"to":[53,78,85],"exist":[54],"within":[55],"context":[57],"single":[60],"process,":[61],"which":[62],"has":[63],"been":[64],"widely":[65],"applied":[66],"in":[67],"processing":[69],"analyzing.":[71],"In":[72],"this":[73],"paper,":[74],"we":[75],"studied":[76],"how":[77],"adopt":[79],"genetic":[80],"algorithm":[81],"multithreading":[83],"complete":[86],"C-SVM":[91],"kernel.":[95],"This":[96],"new":[97,122],"approach":[98],"not":[99],"only":[100],"chooses":[101],"global":[102],"parameters,":[103],"but":[104],"also":[105],"saves":[106],"time":[108],"based":[109],"parallel":[111],"computing":[112],"process.":[113],"Experimental":[114],"results":[115],"show":[116],"efficiency":[118],"feasibility":[120],"approach.":[123]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}