{"id":"https://openalex.org/W2125390132","doi":"https://doi.org/10.4304/jcp.8.9.2296-2303","title":"Twin Support Vector Machines Based on Particle Swarm Optimization","display_name":"Twin Support Vector Machines Based on Particle Swarm Optimization","publication_year":2013,"publication_date":"2013-09-01","ids":{"openalex":"https://openalex.org/W2125390132","doi":"https://doi.org/10.4304/jcp.8.9.2296-2303","mag":"2125390132"},"language":"en","primary_location":{"id":"doi:10.4304/jcp.8.9.2296-2303","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jcp.8.9.2296-2303","pdf_url":null,"source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","raw_type":"journal-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/A5082274996","display_name":"Shifei Ding","orcid":"https://orcid.org/0000-0002-1391-2717"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shifei Ding","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100868807","display_name":"Junzhao Yu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junzhao Yu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040638247","display_name":"Huajuan Huang","orcid":"https://orcid.org/0000-0003-2391-5409"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huajuan Huang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5026062552","display_name":"Han Zhao","orcid":"https://orcid.org/0000-0003-0680-9479"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Han Zhao","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5082274996"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.5546,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.95741771,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"8","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.9983999729156494,"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":0.9983999729156494,"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/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T14225","display_name":"Advanced Sensor and Control Systems","score":0.9872999787330627,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6877639293670654},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6022027730941772},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.49622637033462524},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.48583313822746277},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.4593818783760071},{"id":"https://openalex.org/keywords/particle","display_name":"Particle (ecology)","score":0.4147379696369171},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.40142586827278137},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2736992835998535},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2665679454803467},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17945808172225952},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10157942771911621}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6877639293670654},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6022027730941772},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.49622637033462524},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.48583313822746277},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.4593818783760071},{"id":"https://openalex.org/C2778517922","wikidata":"https://www.wikidata.org/wiki/Q7140482","display_name":"Particle (ecology)","level":2,"score":0.4147379696369171},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.40142586827278137},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2736992835998535},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2665679454803467},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17945808172225952},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10157942771911621},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4304/jcp.8.9.2296-2303","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jcp.8.9.2296-2303","pdf_url":null,"source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1528620860","https://openalex.org/W1563088657","https://openalex.org/W1966553326","https://openalex.org/W1966665485","https://openalex.org/W1972180027","https://openalex.org/W1972555289","https://openalex.org/W1978884524","https://openalex.org/W1979312565","https://openalex.org/W1991043035","https://openalex.org/W1995013121","https://openalex.org/W1999466278","https://openalex.org/W2014908235","https://openalex.org/W2019184604","https://openalex.org/W2026261055","https://openalex.org/W2036368324","https://openalex.org/W2064575768","https://openalex.org/W2069231281","https://openalex.org/W2090089568","https://openalex.org/W2091672503","https://openalex.org/W2123066915","https://openalex.org/W2130912910","https://openalex.org/W2132425109","https://openalex.org/W2136793041","https://openalex.org/W2140509289","https://openalex.org/W2143328598","https://openalex.org/W2148603752","https://openalex.org/W2156909104","https://openalex.org/W2169033885","https://openalex.org/W2170860445","https://openalex.org/W2323758998","https://openalex.org/W2329045241","https://openalex.org/W2335683634","https://openalex.org/W2353241037","https://openalex.org/W2357642844","https://openalex.org/W2359333354","https://openalex.org/W2367077992","https://openalex.org/W2373748291","https://openalex.org/W2380986483","https://openalex.org/W2390179755","https://openalex.org/W2393129636","https://openalex.org/W2493235117","https://openalex.org/W2543580944","https://openalex.org/W2548899708","https://openalex.org/W2623182889","https://openalex.org/W3009911580","https://openalex.org/W3142290721","https://openalex.org/W4230674625","https://openalex.org/W4234105715","https://openalex.org/W6633442887","https://openalex.org/W6667932774","https://openalex.org/W6682642761","https://openalex.org/W6774645939"],"related_works":["https://openalex.org/W1601689643","https://openalex.org/W2132113279","https://openalex.org/W58882117","https://openalex.org/W2134114282","https://openalex.org/W86240527","https://openalex.org/W3201210475","https://openalex.org/W2994220932","https://openalex.org/W2322270513","https://openalex.org/W2372447950","https://openalex.org/W2084289551"],"abstract_inverted_index":{"Twin":[0],"support":[1,94],"vector":[2,95],"machines":[3,96],"(TWSVM)":[4],"is":[5,37,56,77,118,127],"similar":[6],"in":[7,33,70,81,87],"spirit":[8],"to":[9,45,73,83,107,129],"proximal":[10],"SVM":[11],"based":[12,97],"on":[13,98],"generalized":[14],"eigenvalues":[15],"(GEPSVM),":[16],"which":[17],"constructs":[18],"two":[19,24],"nonparallel":[20],"planes":[21],"by":[22],"solving":[23],"related":[25],"SVM-type":[26],"problems,":[27],"so":[28,113],"that":[29,61,114,124],"its":[30],"computing":[31],"cost":[32],"the":[34,47,51,75,92,109,131],"training":[35],"phase":[36],"only":[38],"1/4":[39],"of":[40,49,54,62,79],"standard":[41],"SVM.":[42],"In":[43],"addition":[44],"keeping":[46],"advantages":[48],"GEPSVM,":[50],"classification":[52,137],"performance":[53],"TWSVM":[55],"also":[57,67],"significantly":[58],"better":[59],"than":[60],"GEPSVM.":[63],"However,":[64],"there":[65],"are":[66],"many":[68],"deficiencies":[69],"TWSVM,":[71,112],"difficult":[72],"specify":[74],"parameters":[76,110,116],"one":[78],"them,":[80],"order":[82],"overcome":[84],"this":[85,88,125],"deficiency,":[86],"paper,":[89],"we":[90],"propose":[91],"twin":[93],"particle":[99],"swarm":[100],"optimization":[101],"(PSO-TWSVM).":[102],"This":[103],"algorithm":[104,126],"use":[105],"PSO":[106],"find":[108,130],"for":[111],"blindly":[115],"selection":[117],"avoided.":[119],"The":[120],"experimental":[121],"results":[122],"show":[123],"able":[128],"suitable":[132],"parameters,":[133],"and":[134],"has":[135],"higher":[136],"accuracy":[138],"compared":[139],"with":[140],"some":[141],"other":[142],"algorithms.":[143]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
