{"id":"https://openalex.org/W4285195386","doi":"https://doi.org/10.1109/access.2022.3187502","title":"Multimodal Educational Data Fusion for Students\u2019 Mental Health Detection","display_name":"Multimodal Educational Data Fusion for Students\u2019 Mental Health Detection","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285195386","doi":"https://doi.org/10.1109/access.2022.3187502"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3187502","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3187502","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09810926.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09810926.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012129627","display_name":"Teng Guo","orcid":"https://orcid.org/0000-0001-6604-475X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Teng Guo","raw_affiliation_strings":["School of Software, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063131254","display_name":"Wenhong Zhao","orcid":"https://orcid.org/0000-0003-3740-4829"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhong Zhao","raw_affiliation_strings":["Ultraprecision Machining Center, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3740-4829","affiliations":[{"raw_affiliation_string":"Ultraprecision Machining Center, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049726789","display_name":"Mubarak Alrashoud","orcid":"https://orcid.org/0000-0002-5902-7414"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mubarak Alrashoud","raw_affiliation_strings":["Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-5902-7414","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004131475","display_name":"Amr Tolba","orcid":"https://orcid.org/0000-0003-3439-6413"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]},{"id":"https://openalex.org/I63601056","display_name":"Menoufia University","ror":"https://ror.org/05sjrb944","country_code":"EG","type":"education","lineage":["https://openalex.org/I63601056"]}],"countries":["EG","SA"],"is_corresponding":false,"raw_author_name":"Amr Tolba","raw_affiliation_strings":["Department of Computer Science, Community College, King Saud University, Riyadh, Saudi Arabia","Faculty of Science, Menoufia University, Shebin-El-kom, Egypt"],"raw_orcid":"https://orcid.org/0000-0003-3439-6413","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Community College, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]},{"raw_affiliation_string":"Faculty of Science, Menoufia University, Shebin-El-kom, Egypt","institution_ids":["https://openalex.org/I63601056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037655602","display_name":"Sally Firmin","orcid":"https://orcid.org/0000-0003-2146-902X"},"institutions":[{"id":"https://openalex.org/I149672521","display_name":"Federation University","ror":"https://ror.org/05qbzwv83","country_code":"AU","type":"education","lineage":["https://openalex.org/I149672521"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Selena Firmin","raw_affiliation_strings":["Institute of Innovation, Science and Sustainability, Federation University Australia, Ballarat, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2146-902X","affiliations":[{"raw_affiliation_string":"Institute of Innovation, Science and Sustainability, Federation University Australia, Ballarat, VIC, Australia","institution_ids":["https://openalex.org/I149672521"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089615958","display_name":"Feng Xia","orcid":"https://orcid.org/0000-0002-8324-1859"},"institutions":[{"id":"https://openalex.org/I149672521","display_name":"Federation University","ror":"https://ror.org/05qbzwv83","country_code":"AU","type":"education","lineage":["https://openalex.org/I149672521"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Feng Xia","raw_affiliation_strings":["Institute of Innovation, Science and Sustainability, Federation University Australia, Ballarat, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8324-1859","affiliations":[{"raw_affiliation_string":"Institute of Innovation, Science and Sustainability, Federation University Australia, Ballarat, VIC, Australia","institution_ids":["https://openalex.org/I149672521"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":11.2787,"has_fulltext":true,"cited_by_count":61,"citation_normalized_percentile":{"value":0.99021361,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"70370","last_page":"70382"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9602000117301941,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9602000117301941,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9068999886512756,"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/computer-science","display_name":"Computer science","score":0.6586055755615234},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.6238247752189636},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5289602279663086},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4455118775367737},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3303340673446655},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.323156476020813},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16713443398475647},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.09727919101715088}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6586055755615234},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.6238247752189636},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5289602279663086},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4455118775367737},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3303340673446655},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.323156476020813},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16713443398475647},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.09727919101715088},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2022.3187502","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3187502","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09810926.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:vital:17447","is_oa":true,"landing_page_url":"http://researchonline.federation.edu.au/vital/access/HandleResolver/1959.17/189513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400234","display_name":"FedUni ResearchOnline (Federation University Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210158496","host_organization_name":"Australian Federation of University Women \u2013 South Australia","host_organization_lineage":["https://openalex.org/I4210158496"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:182f01d053fa470eacd22cee1ab9e3bc","is_oa":true,"landing_page_url":"https://doaj.org/article/182f01d053fa470eacd22cee1ab9e3bc","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 70370-70382 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3187502","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3187502","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09810926.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"No poverty","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/1"}],"awards":[{"id":"https://openalex.org/G467820625","display_name":null,"funder_award_id":"ISPP-78","funder_id":"https://openalex.org/F4320321145","funder_display_name":"King Saud University"}],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"},{"id":"https://openalex.org/F4320338071","display_name":"Institute of Population and Public Health","ror":"https://ror.org/04dh0w640"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285195386.pdf","grobid_xml":"https://content.openalex.org/works/W4285195386.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W1560724230","https://openalex.org/W1966875508","https://openalex.org/W1977843657","https://openalex.org/W2018096495","https://openalex.org/W2031961563","https://openalex.org/W2148143831","https://openalex.org/W2152831629","https://openalex.org/W2154851992","https://openalex.org/W2295598076","https://openalex.org/W2331783107","https://openalex.org/W2603652808","https://openalex.org/W2752583125","https://openalex.org/W2754255270","https://openalex.org/W2770009055","https://openalex.org/W2789528847","https://openalex.org/W2792764867","https://openalex.org/W2794298852","https://openalex.org/W2801632865","https://openalex.org/W2883246998","https://openalex.org/W2907709209","https://openalex.org/W2911378332","https://openalex.org/W2911964244","https://openalex.org/W2913730195","https://openalex.org/W2916321247","https://openalex.org/W2921752035","https://openalex.org/W2943939821","https://openalex.org/W2944851425","https://openalex.org/W2951180793","https://openalex.org/W2990908872","https://openalex.org/W2995709807","https://openalex.org/W2998372459","https://openalex.org/W3003417734","https://openalex.org/W3009113541","https://openalex.org/W3010674319","https://openalex.org/W3012111473","https://openalex.org/W3015188018","https://openalex.org/W3025739297","https://openalex.org/W3035127876","https://openalex.org/W3036861534","https://openalex.org/W3037755857","https://openalex.org/W3080763598","https://openalex.org/W3086291318","https://openalex.org/W3087236504","https://openalex.org/W3092141712","https://openalex.org/W3093456338","https://openalex.org/W3094330626","https://openalex.org/W3101407668","https://openalex.org/W3104097132","https://openalex.org/W3106006733","https://openalex.org/W3168186765","https://openalex.org/W3169987460","https://openalex.org/W3170917002","https://openalex.org/W4206014989","https://openalex.org/W4206257220","https://openalex.org/W6749825310"],"related_works":["https://openalex.org/W3139055845","https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W3120669673","https://openalex.org/W2967030268","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2353265673","https://openalex.org/W2152662039"],"abstract_inverted_index":{"Mental":[0],"health":[1,30,98],"issues":[2],"can":[3],"lead":[4],"to":[5,61,64,112,131,157,188],"serious":[6],"consequences":[7],"like":[8],"depression,":[9],"self-mutilation,":[10],"and":[11,21,36,68,118],"worse,":[12],"especially":[13],"for":[14,86,96,171],"university":[15],"students":[16,26],"who":[17],"are":[18,31,59,102],"not":[19],"physically":[20],"mentally":[22],"mature.":[23],"Not":[24],"all":[25],"with":[27],"poor":[28],"mental":[29,43,89,97],"aware":[32],"of":[33,42,70,182,192],"their":[34],"situation":[35],"actively":[37],"seek":[38],"help.":[39],"Proactive":[40],"detection":[41,84],"problems":[44],"is":[45,129,155,169],"a":[46,83,137,148,163],"critical":[47],"step":[48],"in":[49,53,104,136,186],"addressing":[50],"this":[51,54,79,105],"issue":[52],"case.":[55],"However,":[56],"accurate":[57],"detections":[58],"hard":[60],"achieve":[62],"due":[63],"the":[65,158,172,179,183],"inherent":[66],"complexity":[67],"heterogeneity":[69],"unstructured":[71],"multi-modal":[72],"data":[73,94],"generated":[74],"by":[75,140],"campus":[76],"life.":[77],"Against":[78],"background,":[80],"we":[81,108],"propose":[82],"framework":[85],"detecting":[87],"students&#x2019;":[88,133,142],"health,":[90],"named":[91,123],"CASTLE":[92],"(educational":[93],"fusion":[95],"detection).":[99],"Three":[100],"parts":[101],"involved":[103],"framework.":[106],"First,":[107],"utilize":[109],"representation":[110],"learning":[111],"fuse":[113],"social":[114,126,134,144],"life,":[115],"academic":[116],"performance,":[117],"physical":[119],"appearance.":[120],"An":[121],"algorithm,":[122],"MOON":[124],"(multi-view":[125],"network":[127],"embedding),":[128],"proposed":[130,184],"combine":[132],"life":[135],"comprehensive":[138],"way":[139],"fusing":[141],"heterogeneous":[143],"relations":[145],"effectively.":[146],"Second,":[147],"synthetic":[149],"minority":[150],"oversampling":[151],"technique":[152],"algorithm":[153],"(SMOTE)":[154],"applied":[156],"label":[159],"imbalance":[160],"issue.":[161],"Finally,":[162],"DNN":[164],"(deep":[165],"neural":[166],"network)":[167],"model":[168],"utilized":[170],"final":[173],"detection.":[174],"The":[175],"extensive":[176,190],"results":[177],"demonstrate":[178],"promising":[180],"performance":[181],"methods":[185],"comparison":[187],"an":[189],"range":[191],"state-of-the-art":[193],"baselines.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
