{"id":"https://openalex.org/W4409917784","doi":"https://doi.org/10.1109/ocit65031.2024.00035","title":"A Multimodal Deep Learning Approach to Decoding Student Participation in Online Classrooms","display_name":"A Multimodal Deep Learning Approach to Decoding Student Participation in Online Classrooms","publication_year":2024,"publication_date":"2024-12-12","ids":{"openalex":"https://openalex.org/W4409917784","doi":"https://doi.org/10.1109/ocit65031.2024.00035"},"language":"en","primary_location":{"id":"doi:10.1109/ocit65031.2024.00035","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ocit65031.2024.00035","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 OITS International Conference on Information Technology (OCIT)","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/A5016018868","display_name":"T. Mutharasi","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"T. Mutharasi","raw_affiliation_strings":["Thiagarajar College of Engineering, Affiliated by Anna Univeristy,Department of Computer Applications,Madurai,Tamilnadu"],"affiliations":[{"raw_affiliation_string":"Thiagarajar College of Engineering, Affiliated by Anna Univeristy,Department of Computer Applications,Madurai,Tamilnadu","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006822346","display_name":"S. Vijayalakshmi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. Vijayalakshmi","raw_affiliation_strings":["Thiagarajar College of Engineering, Affiliated by Anna Univeristy,Department of Computer Applications,Madurai,Tamilnadu"],"affiliations":[{"raw_affiliation_string":"Thiagarajar College of Engineering, Affiliated by Anna Univeristy,Department of Computer Applications,Madurai,Tamilnadu","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5016018868"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42063313,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"149","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9361000061035156,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9361000061035156,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9350000023841858,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/decoding-methods","display_name":"Decoding methods","score":0.7537287473678589},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6568040251731873},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4464414417743683},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4119469225406647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3909364938735962},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3525758981704712},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15901121497154236},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.13868296146392822}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7537287473678589},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6568040251731873},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4464414417743683},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4119469225406647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3909364938735962},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3525758981704712},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15901121497154236},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.13868296146392822}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ocit65031.2024.00035","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ocit65031.2024.00035","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 OITS International Conference on Information Technology (OCIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1588539311","https://openalex.org/W1880262756","https://openalex.org/W1964716415","https://openalex.org/W1966797434","https://openalex.org/W2053101950","https://openalex.org/W2064675550","https://openalex.org/W2081112272","https://openalex.org/W2115417283","https://openalex.org/W2127429655","https://openalex.org/W2151562475","https://openalex.org/W2164598857","https://openalex.org/W2619383789","https://openalex.org/W2799930024","https://openalex.org/W2981863007","https://openalex.org/W3014513422","https://openalex.org/W4385245566"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"The":[0],"COVID-19":[1],"has":[2],"accelerated":[3],"the":[4,111,116,137,140,150,153,186,189],"e-learning":[5,193],"usage,":[6],"stressing":[7],"a":[8,43,53,132],"proper":[9],"research":[10,184],"of":[11,47,113,115,139,152,164,191],"how":[12],"students":[13],"engage":[14],"themselves":[15],"in":[16,86,121],"online":[17,199],"classes.":[18],"Previous":[19],"works":[20],"are":[21],"mainly":[22],"concerned":[23],"with":[24,71,143],"uni-modal":[25],"treatment":[26],"where":[27],"data":[28,73,85],"from":[29],"only":[30,159],"one":[31],"modality":[32],"such":[33],"as":[34,147,149],"facial":[35,60],"expressions":[36],"or":[37],"eye-gaze":[38],"is":[39,162],"analyzed":[40],"which":[41,109],"provides":[42],"very":[44],"narrow":[45],"perspective":[46],"engagement.":[48],"Towards":[49],"this,":[50],"we":[51],"introduce":[52],"novel":[54],"multimodal":[55,84,155],"deep":[56,79],"learning":[57,80,180,200],"framework":[58,77,142],"fusing":[59],"expression":[61],"and":[62,67,93,119,167,178],"eye":[63],"gaze,":[64],"textual":[65],"chat":[66],"interaction":[68],"transcripts,":[69],"along":[70],"contextual":[72],"on":[74,131],"learning.":[75],"This":[76,183],"uses":[78],"models":[81],"for":[82],"analysing":[83],"real":[87],"time":[88],"so":[89],"that":[90,195],"timely":[91],"interventions":[92],"feedbacks":[94],"can":[95],"be":[96],"given":[97],"to":[98,145,172,188],"each":[99],"learner.":[100],"It":[101],"also":[102,126,168],"improves":[103],"interpretability":[104],"by":[105],"including":[106],"attention":[107],"mechanisms,":[108],"show":[110,127],"level":[112],"importance":[114],"different":[117],"modalities":[118],"features":[120],"producing":[122],"engagement":[123,166],"estimates.":[124],"We":[125],"through":[128],"real-world":[129],"experiments":[130],"carefully":[133],"selected":[134],"benchmark":[135],"set":[136],"effectiveness":[138],"presented":[141],"respect":[144],"unimodal":[146],"well":[148],"state":[151],"art":[154],"techniques.":[156],"And":[157],"not":[158],"that,":[160],"it":[161],"capable":[163],"identifying":[165],"giving":[169],"instructional":[170],"suggestions":[171],"help":[173],"educators":[174],"modify":[175],"their":[176],"course":[177],"make":[179],"more":[181],"engaging.":[182],"opens":[185],"way":[187],"creation":[190],"adaptive":[192],"systems":[194],"could":[196],"enhance":[197],"student-centered":[198],"environment.":[201]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
