{"id":"https://openalex.org/W4413124460","doi":"https://doi.org/10.1007/s44163-025-00401-x","title":"Interactive online learning method for students based on artificial intelligence","display_name":"Interactive online learning method for students based on artificial intelligence","publication_year":2025,"publication_date":"2025-08-08","ids":{"openalex":"https://openalex.org/W4413124460","doi":"https://doi.org/10.1007/s44163-025-00401-x"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00401-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00401-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00401-x.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00401-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100451252","display_name":"B. Li","orcid":"https://orcid.org/0000-0002-1974-2229"},"institutions":[{"id":"https://openalex.org/I161222507","display_name":"Open University of China","ror":"https://ror.org/02maxav80","country_code":"CN","type":"education","lineage":["https://openalex.org/I161222507"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cizhang Li","raw_affiliation_strings":["School of Humanities and Law, Hunan Open University, Changsha, 414000, China"],"affiliations":[{"raw_affiliation_string":"School of Humanities and Law, Hunan Open University, Changsha, 414000, China","institution_ids":["https://openalex.org/I161222507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100732225","display_name":"Wuliang Yin","orcid":"https://orcid.org/0000-0001-5927-3052"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfen Yin","raw_affiliation_strings":["School of Marxism, Hunan Open University, Changsha, 414000, China"],"affiliations":[{"raw_affiliation_string":"School of Marxism, Hunan Open University, Changsha, 414000, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100451252"],"corresponding_institution_ids":["https://openalex.org/I161222507"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10581015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13567","display_name":"AI and Multimedia in Education","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T13567","display_name":"AI and Multimedia in Education","score":0.9994000196456909,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9896000027656555,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.9840999841690063,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.5870558619499207},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5528928637504578},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.4843900799751282},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3943007290363312},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3823065161705017},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3254944086074829},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.24674886465072632}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5870558619499207},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5528928637504578},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.4843900799751282},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3943007290363312},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3823065161705017},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3254944086074829},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.24674886465072632}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00401-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00401-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00401-x.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:31e8aadba2d34b728530cc2891e7e50f","is_oa":true,"landing_page_url":"https://doaj.org/article/31e8aadba2d34b728530cc2891e7e50f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Artificial Intelligence, Vol 5, Iss 1, Pp 1-19 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00401-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00401-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00401-x.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413124460.pdf","grobid_xml":"https://content.openalex.org/works/W4413124460.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2989035963","https://openalex.org/W3017131514","https://openalex.org/W3084223432","https://openalex.org/W3084454050","https://openalex.org/W3118946314","https://openalex.org/W3157710576","https://openalex.org/W3158359627","https://openalex.org/W3158696610","https://openalex.org/W3161130779","https://openalex.org/W3173873035","https://openalex.org/W3184974149","https://openalex.org/W3197532846","https://openalex.org/W3199263016","https://openalex.org/W3207037076","https://openalex.org/W3214869169","https://openalex.org/W4200581358","https://openalex.org/W4210401277","https://openalex.org/W4221045121","https://openalex.org/W4225455732","https://openalex.org/W4284991798","https://openalex.org/W4290725518","https://openalex.org/W4290992098","https://openalex.org/W4312181476","https://openalex.org/W4316657447","https://openalex.org/W4376959300","https://openalex.org/W4385876161","https://openalex.org/W4386882430","https://openalex.org/W4387694976","https://openalex.org/W4390197302","https://openalex.org/W4401656430"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"the":[3,17,35,62,103,142,188,196],"demand":[4],"for":[5,19,67],"intelligent":[6],"and":[7,23,70,96,116,134,154,160,177,199],"interactive":[8,53,171],"online":[9,54,202],"education":[10,203],"systems":[11],"has":[12],"grown":[13],"significantly,":[14],"driven":[15],"by":[16],"need":[18],"personalized":[20],"learning":[21,55,78,165],"experiences":[22],"effective":[24],"student":[25,81,164],"engagement.":[26,184],"This":[27,185],"study":[28,186],"proposes":[29],"a":[30,42],"novel":[31],"approach":[32],"that":[33,141],"integrates":[34],"Dwarf":[36],"Mongoose":[37],"Optimization":[38],"(DMO)":[39],"algorithm":[40],"with":[41,136],"Gated":[43],"Recurrent":[44],"Unit":[45],"(GRU)":[46],"neural":[47],"network":[48],"to":[49,181,194],"develop":[50],"an":[51],"AI-powered":[52],"model.":[56],"The":[57,106,167],"proposed":[58],"DMO-GRU":[59,143],"framework":[60],"leverages":[61],"optimization":[63,192],"capability":[64],"of":[65,163,190,201],"DMO":[66],"feature":[68],"selection":[69],"parameter":[71],"tuning,":[72],"while":[73],"GRU":[74],"effectively":[75],"captures":[76],"temporal":[77],"patterns":[79],"in":[80],"data.":[82],"A":[83],"comprehensive":[84],"literature":[85],"review":[86],"was":[87,108],"conducted":[88],"using":[89,113],"databases":[90],"such":[91,147,173],"as":[92,148,174],"IEEE":[93],"Xplore,":[94],"ACM,":[95],"Google":[97],"Scholar,":[98],"focusing":[99],"on":[100],"studies":[101],"from":[102],"last":[104],"decade.":[105],"model":[107],"evaluated":[109],"through":[110],"experimental":[111],"analysis":[112],"key":[114],"regression":[115],"classification":[117],"metrics,":[118],"including":[119],"Mean":[120,124],"Absolute":[121],"Error,":[122,126],"Root":[123],"Square":[125],"R2":[127],"Score,":[128],"Accuracy,":[129],"Precision,":[130],"Recall,":[131],"Sensitivity,":[132],"Specificity,":[133],"F1-Score":[135],"training":[137],"time.":[138],"Results":[139],"indicate":[140],"outperforms":[144],"traditional":[145],"models":[146],"Linear":[149],"Regression,":[150],"Random":[151],"Forest,":[152],"SVR,":[153],"XGBoost,":[155],"offering":[156],"higher":[157],"prediction":[158],"accuracy":[159],"better":[161],"identification":[162],"outcomes.":[166],"system":[168],"also":[169],"supports":[170],"modes":[172],"audio,":[175],"video,":[176],"one-to-one":[178],"sessions,":[179],"contributing":[180],"improved":[182],"learner":[183],"demonstrates":[187],"potential":[189],"AI-driven":[191],"techniques":[193],"enhance":[195],"effectiveness,":[197],"adaptability,":[198],"personalization":[200],"platforms.":[204]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
