{"id":"https://openalex.org/W4398233565","doi":"https://doi.org/10.1145/3652628.3652660","title":"Optimization of Support Vector Machines Based on Sparrow Search Algorithm","display_name":"Optimization of Support Vector Machines Based on Sparrow Search Algorithm","publication_year":2023,"publication_date":"2023-11-17","ids":{"openalex":"https://openalex.org/W4398233565","doi":"https://doi.org/10.1145/3652628.3652660"},"language":"en","primary_location":{"id":"doi:10.1145/3652628.3652660","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3652628.3652660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Artificial Intelligence and Computer Engineering","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/A5102943428","display_name":"Rongxin Zou","orcid":"https://orcid.org/0009-0005-4596-3067"},"institutions":[{"id":"https://openalex.org/I4210165204","display_name":"Zhuhai Institute of Advanced Technology","ror":"https://ror.org/05r1mzq61","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761","https://openalex.org/I4210165204"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rongxin Zou","raw_affiliation_strings":["Computer College of Zhuhai University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0005-4596-3067","affiliations":[{"raw_affiliation_string":"Computer College of Zhuhai University of Science and Technology, China","institution_ids":["https://openalex.org/I4210165204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049459778","display_name":"Haifan Xie","orcid":"https://orcid.org/0009-0002-1887-5916"},"institutions":[{"id":"https://openalex.org/I4210165204","display_name":"Zhuhai Institute of Advanced Technology","ror":"https://ror.org/05r1mzq61","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761","https://openalex.org/I4210165204"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifan Xie","raw_affiliation_strings":["Computer College of Zhuhai University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0002-1887-5916","affiliations":[{"raw_affiliation_string":"Computer College of Zhuhai University of Science and Technology, China","institution_ids":["https://openalex.org/I4210165204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038783679","display_name":"Jiehui Zhong","orcid":"https://orcid.org/0009-0001-6759-2536"},"institutions":[{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhao Zhong","raw_affiliation_strings":["School of Pharmacy and Food Science, Zhuhai University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0001-6759-2536","affiliations":[{"raw_affiliation_string":"School of Pharmacy and Food Science, Zhuhai University of Science and Technology, China","institution_ids":["https://openalex.org/I32820368"]}]},{"author_position":"last","author":{"id":null,"display_name":"Shishi Zheng","orcid":"https://orcid.org/0009-0004-3764-7876"},"institutions":[{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shishi Zheng","raw_affiliation_strings":["School of Pharmacy and Food Science, Zhuhai University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0004-3764-7876","affiliations":[{"raw_affiliation_string":"School of Pharmacy and Food Science, Zhuhai University of Science and Technology, China","institution_ids":["https://openalex.org/I32820368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102943428"],"corresponding_institution_ids":["https://openalex.org/I4210165204"],"apc_list":null,"apc_paid":null,"fwci":0.4486,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76234248,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"187","last_page":"193"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14139","display_name":"E-commerce and Technology Innovations","score":0.7434999942779541,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14139","display_name":"E-commerce and Technology Innovations","score":0.7434999942779541,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13647","display_name":"AI and Big Data Applications","score":0.6363000273704529,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14155","display_name":"Advanced Technology in Applications","score":0.6255999803543091,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8666908144950867},{"id":"https://openalex.org/keywords/relevance-vector-machine","display_name":"Relevance vector machine","score":0.7291048169136047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7227966785430908},{"id":"https://openalex.org/keywords/structured-support-vector-machine","display_name":"Structured support vector machine","score":0.639418363571167},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5971888303756714},{"id":"https://openalex.org/keywords/sequential-minimal-optimization","display_name":"Sequential minimal optimization","score":0.5640177726745605},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5416643023490906},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4501032531261444},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43493399024009705},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33238744735717773}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8666908144950867},{"id":"https://openalex.org/C14948415","wikidata":"https://www.wikidata.org/wiki/Q7310972","display_name":"Relevance vector machine","level":3,"score":0.7291048169136047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7227966785430908},{"id":"https://openalex.org/C125168437","wikidata":"https://www.wikidata.org/wiki/Q7625184","display_name":"Structured support vector machine","level":3,"score":0.639418363571167},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5971888303756714},{"id":"https://openalex.org/C10719679","wikidata":"https://www.wikidata.org/wiki/Q2679145","display_name":"Sequential minimal optimization","level":3,"score":0.5640177726745605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5416643023490906},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4501032531261444},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43493399024009705},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33238744735717773},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3652628.3652660","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3652628.3652660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Artificial Intelligence and Computer Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2683383161","https://openalex.org/W2186666570","https://openalex.org/W2010005619","https://openalex.org/W2539940072","https://openalex.org/W2565312173","https://openalex.org/W2364362706","https://openalex.org/W2394447189","https://openalex.org/W2104936869","https://openalex.org/W2206547991","https://openalex.org/W2084859959"],"abstract_inverted_index":{"In":[0],"today's":[1],"rapidly":[2],"developing":[3],"information":[4],"technology":[5],"environment,":[6],"support":[7,31,67,76,102,110,116],"vector":[8,32,68,77,103,117],"machines,":[9,118],"as":[10],"an":[11],"important":[12],"machine":[13,78],"learning":[14],"algorithm,":[15],"have":[16],"received":[17],"widespread":[18],"attention":[19],"in":[20,82,131],"the":[21,49,55,61,74,113],"fields":[22],"of":[23,51,115],"data":[24],"classification":[25],"and":[26,87,93,119,129],"pattern":[27],"recognition.":[28],"However,":[29],"traditional":[30,101],"machines":[33],"face":[34],"performance":[35,98,114],"challenges":[36],"when":[37],"dealing":[38],"with":[39,123],"complex":[40],"datasets,":[41],"so":[42],"seeking":[43],"effective":[44],"optimization":[45,121],"methods":[46,122],"has":[47],"become":[48],"focus":[50],"current":[52],"research.":[53],"Given":[54],"above":[56],"situation,":[57],"this":[58],"article":[59],"uses":[60],"sparrow":[62],"search":[63],"algorithm":[64],"to":[65,100,127],"optimize":[66],"machines.":[69,104],"Through":[70],"experimental":[71],"results":[72],"analysis,":[73],"optimized":[75],"showed":[79],"significant":[80],"improvements":[81],"accuracy,":[83,88],"recall,":[84],"F1":[85],"score,":[86],"reaching":[89],"97.5881%,":[90],"97.4074%,":[91],"97.4977%,":[92],"95.7265%,":[94],"respectively,":[95],"demonstrating":[96],"better":[97],"compared":[99],"This":[105],"study":[106],"provides":[107],"strong":[108],"empirical":[109],"for":[111],"improving":[112],"contributes":[120],"practical":[124],"application":[125,130],"significance":[126],"research":[128],"related":[132],"fields.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
