{"id":"https://openalex.org/W4398250379","doi":"https://doi.org/10.4018/ijsir.343989","title":"Using Deep Learning and Swarm Intelligence to Achieve Personalized English-Speaking Education","display_name":"Using Deep Learning and Swarm Intelligence to Achieve Personalized English-Speaking Education","publication_year":2024,"publication_date":"2024-05-23","ids":{"openalex":"https://openalex.org/W4398250379","doi":"https://doi.org/10.4018/ijsir.343989"},"language":"en","primary_location":{"id":"doi:10.4018/ijsir.343989","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijsir.343989","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343989&isxn=9798369323502","source":{"id":"https://openalex.org/S146254016","display_name":"International Journal of Swarm Intelligence Research","issn_l":"1947-9263","issn":["1947-9263","1947-9271"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Swarm Intelligence Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343989&isxn=9798369323502","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067272435","display_name":"Yang Liu","orcid":"https://orcid.org/0009-0008-8449-6213"},"institutions":[{"id":"https://openalex.org/I92092256","display_name":"Huanghe Science and Technology College","ror":"https://ror.org/008p6rr25","country_code":"CN","type":"education","lineage":["https://openalex.org/I92092256"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Liu","raw_affiliation_strings":["Huanghe Science and Technology University, China"],"raw_orcid":"https://orcid.org/0009-0008-8449-6213","affiliations":[{"raw_affiliation_string":"Huanghe Science and Technology University, China","institution_ids":["https://openalex.org/I92092256"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5067272435"],"corresponding_institution_ids":["https://openalex.org/I92092256"],"apc_list":null,"apc_paid":null,"fwci":0.7142,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69396973,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"15","issue":"1","first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9818000197410583,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9818000197410583,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9473000168800354,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.9466000199317932,"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/computer-science","display_name":"Computer science","score":0.6087957620620728},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48218005895614624},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45951807498931885},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.42876893281936646},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.33078211545944214},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20306119322776794},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.1353018879890442},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.13211458921432495},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.07966643571853638}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6087957620620728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48218005895614624},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45951807498931885},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.42876893281936646},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.33078211545944214},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20306119322776794},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.1353018879890442},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.13211458921432495},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.07966643571853638}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijsir.343989","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijsir.343989","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343989&isxn=9798369323502","source":{"id":"https://openalex.org/S146254016","display_name":"International Journal of Swarm Intelligence Research","issn_l":"1947-9263","issn":["1947-9263","1947-9271"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Swarm Intelligence Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jsir00:v:15:y:2024:i:1:p:1-15","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJSIR.343989","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.4018/ijsir.343989","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijsir.343989","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=343989&isxn=9798369323502","source":{"id":"https://openalex.org/S146254016","display_name":"International Journal of Swarm Intelligence Research","issn_l":"1947-9263","issn":["1947-9263","1947-9271"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Swarm Intelligence Research","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8700000047683716,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4398250379.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W277238768","https://openalex.org/W1032614754","https://openalex.org/W1979364015","https://openalex.org/W2059376792","https://openalex.org/W2063915318","https://openalex.org/W2139008940","https://openalex.org/W2161988551","https://openalex.org/W2167665328","https://openalex.org/W2250290162","https://openalex.org/W2312090189","https://openalex.org/W2395066838","https://openalex.org/W2398423749","https://openalex.org/W2400596636","https://openalex.org/W2617089797","https://openalex.org/W2740984590","https://openalex.org/W2803039862","https://openalex.org/W2889080286","https://openalex.org/W2919115771","https://openalex.org/W2919358988","https://openalex.org/W2939437245","https://openalex.org/W2946511237","https://openalex.org/W3102661755","https://openalex.org/W3114728946","https://openalex.org/W3176299274","https://openalex.org/W3192013383","https://openalex.org/W4246390368","https://openalex.org/W4312112856","https://openalex.org/W4386620937"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W4323565446"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3],"pioneering":[4],"approach":[5,128],"to":[6,48,52,74],"personalized":[7,131],"English":[8,132],"oral":[9,133],"education":[10],"through":[11],"the":[12,58,76,79,89,92,96,101,108,113,123,126,136],"integration":[13],"of":[14,30,33,78,91,125],"deep":[15,22],"learning":[16,23,143],"and":[17,39,66,112],"swarm":[18,45,64,102],"intelligence":[19,46,65,103],"algorithms.":[20],"Leveraging":[21],"techniques,":[24],"our":[25],"system":[26],"offers":[27],"precise":[28],"evaluation":[29],"various":[31],"aspects":[32],"spoken":[34],"language,":[35],"including":[36],"pronunciation,":[37],"fluency,":[38],"grammatical":[40],"accuracy.":[41],"Furthermore,":[42],"we":[43],"combine":[44],"algorithms":[47],"optimize":[49],"model":[50],"parameters":[51],"achieve":[53],"optimal":[54],"performance.":[55],"We":[56],"compare":[57],"proposed":[59,80,127],"optimization":[60,97],"algorithm":[61,70,98,104],"based":[62,99],"on":[63,100],"its":[67],"corresponding":[68,109],"original":[69,110],"for":[71,138],"training":[72,114],"comparison":[73],"test":[75,93],"effect":[77],"optimizer.":[81],"Experimental":[82],"results":[83,115,121],"show":[84],"that":[85],"in":[86,129,141],"most":[87],"cases,":[88],"accuracy":[90],"set":[94],"using":[95],"is":[105],"better":[106],"than":[107],"version,":[111],"are":[116],"more":[117],"stable.":[118],"Our":[119],"experimental":[120],"demonstrate":[122],"efficacy":[124],"enhancing":[130],"education,":[134],"paving":[135],"way":[137],"transformative":[139],"advancements":[140],"language":[142],"technologies.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
