{"id":"https://openalex.org/W4409767136","doi":"https://doi.org/10.2139/ssrn.5132301","title":"Utilizing Emotion Analysis for Suicide Prediction and Mental Health Detection in Students with Deep Learning","display_name":"Utilizing Emotion Analysis for Suicide Prediction and Mental Health Detection in Students with Deep Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409767136","doi":"https://doi.org/10.2139/ssrn.5132301"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.5132301","doi":"https://doi.org/10.2139/ssrn.5132301","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5132301","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.5132301","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003127076","display_name":"Sesha Bhargavi Velagaleti","orcid":"https://orcid.org/0000-0001-9111-0528","observed_orcids":["https://orcid.org/0000-0001-9111-0528"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sesha Bhargavi Velagaleti","raw_affiliation_strings":["G. Narayanamma Institute of Technology and Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"G. Narayanamma Institute of Technology and Science","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117293907","display_name":"Dhouha Choukaier","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Dhouha Choukaier","raw_affiliation_strings":["Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045105273","display_name":"Surjeet Singh","orcid":"https://orcid.org/0000-0002-4646-2089","observed_orcids":["https://orcid.org/0000-0002-4646-2089","https://orcid.org/0000-0002-0631-1593"]},"institutions":[{"id":"https://openalex.org/I4405259495","display_name":"Bharati Vidyapeeth's College of Engineering, Delhi","ror":"https://ror.org/02akhpg19","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405259495"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Surjeet Singh","raw_affiliation_strings":["Bharati Vidyapeeth's College of Engineering, New Delhi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bharati Vidyapeeth's College of Engineering, New Delhi","institution_ids":["https://openalex.org/I4405259495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100045948","display_name":"Jagneet Kour","orcid":"https://orcid.org/0009-0003-0341-3636","observed_orcids":["https://orcid.org/0009-0003-0341-3636"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jagneet Kour","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0003-0341-3636","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047217258","display_name":"Alok Kumar Dubey","orcid":"https://orcid.org/0000-0002-0161-7788","observed_orcids":["https://orcid.org/0000-0002-0161-7788"]},"institutions":[{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Alok Dubey","raw_affiliation_strings":["Jazan University - Department of Physics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jazan University - Department of Physics","institution_ids":["https://openalex.org/I91450128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036921912","display_name":"Sheetal Mujoo","orcid":"https://orcid.org/0000-0001-7272-4671","observed_orcids":["https://orcid.org/0000-0001-7272-4671"]},"institutions":[{"id":"https://openalex.org/I4210120010","display_name":"Punjab Government Dental College and Hospital","ror":"https://ror.org/02pp7xn25","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210120010"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sheetal Mujoo","raw_affiliation_strings":["Punjab Govt. Dental College & Hospital - Department of Oral & Maxillofacial Surgery"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Punjab Govt. Dental College & Hospital - Department of Oral & Maxillofacial Surgery","institution_ids":["https://openalex.org/I4210120010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117293908","display_name":"Kanchan Tolani","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I133978751","display_name":"Rashtrasant Tukadoji Maharaj Nagpur University","ror":"https://ror.org/04esgv207","country_code":"IN","type":"education","lineage":["https://openalex.org/I133978751"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kanchan Tolani","raw_affiliation_strings":["Shri Ramdeobaba College of Engineering and Management, Nagpur"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shri Ramdeobaba College of Engineering and Management, Nagpur","institution_ids":["https://openalex.org/I133978751"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102997708","display_name":"Raino Bhatia","orcid":"https://orcid.org/0000-0002-5379-3003","observed_orcids":["https://orcid.org/0000-0002-5379-3003"]},"institutions":[{"id":"https://openalex.org/I46781620","display_name":"Eternal University","ror":"https://ror.org/05ch82e76","country_code":"IN","type":"education","lineage":["https://openalex.org/I46781620"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Raino Bhatia","raw_affiliation_strings":["Eternal University"],"raw_orcid":"https://orcid.org/0000-0002-5379-3003","affiliations":[{"raw_affiliation_string":"Eternal University","institution_ids":["https://openalex.org/I46781620"]}]},{"author_position":"last","author":{"id":null,"display_name":"Rinkey Singh","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rinkey Singh","raw_affiliation_strings":["Shri Atmanand Jain Institute of management and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shri Atmanand Jain Institute of management and Technology","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.6220999956130981,"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":0.6220999956130981,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.33980000019073486,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.020999999716877937,"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/emotion-analysis","display_name":"emotion analysis","score":0.8479999899864197},{"id":"https://openalex.org/keywords/suicide-prediction","display_name":"suicide risk prediction","score":0.906000018119812},{"id":"https://openalex.org/keywords/mental-health-detection","display_name":"mental health detection","score":0.9679999947547913},{"id":"https://openalex.org/keywords/student-mental-health","display_name":"student mental health","score":0.777999997138977},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.9079999923706055},{"id":"https://openalex.org/keywords/multimodal-data","display_name":"multimodal data","score":0.8479999899864197},{"id":"https://openalex.org/keywords/student-well-being","display_name":"student well-being","score":0.6019999980926514},{"id":"https://openalex.org/keywords/personalized-student-support","display_name":"personalized student support","score":0.6449999809265137}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6814243793487549},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5679742693901062},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5498903393745422},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28229397535324097},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2659164071083069},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.25658780336380005}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2139/ssrn.5132301","doi":"https://doi.org/10.2139/ssrn.5132301","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5132301","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},{"id":"pmh:oai:www.ijisae.org:article/5236","doi":null,"is_oa":true,"landing_page_url":"https://ijisae.org/index.php/IJISAE/article/view/5236","pdf_url":"https://ijisae.org/index.php/IJISAE/article/download/5236/3960","source":{"id":"https://openalex.org/S2764360368","display_name":"International Journal of Intelligent Systems and Applications in Engineering","issn_l":"2147-6799","issn":["2147-6799"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2147-6799","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.2139/ssrn.5132301","doi":"https://doi.org/10.2139/ssrn.5132301","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5132301","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"sustainable_development_goals":[{"score":0.6164000034332275,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409767136.pdf","grobid_xml":"https://content.openalex.org/works/W4409767136.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W4390721881"],"related_works":["https://openalex.org/W7110657445","https://openalex.org/W7125598429","https://openalex.org/W7164649720","https://openalex.org/W4411409701","https://openalex.org/W4408500819","https://openalex.org/W4415303736","https://openalex.org/W7172428674","https://openalex.org/W7203535791","https://openalex.org/W4293773707","https://openalex.org/W4414701121"],"abstract_inverted_index":{"The":[0,198],"mental":[1,19,46,106,170,196,226],"well-being":[2,227],"of":[3,9,51,93,166,191,200,211,215],"students":[4,27],"is":[5],"a":[6],"critical":[7],"aspect":[8],"their":[10,225],"overall":[11],"development":[12,210],"and":[13,18,80,105,120,135,145,155,164,169,195,218,228],"academic":[14,229],"success.":[15,230],"Emotion":[16],"analysis":[17,104,168],"health":[20,47,107,171],"detection":[21,108,172],"play":[22],"vital":[23],"roles":[24],"in":[25,109,118,142],"identifying":[26],"who":[28],"may":[29,62],"be":[30,65],"struggling":[31],"with":[32,152],"various":[33],"psychological":[34,153],"challenges.":[35],"These":[36],"challenges":[37],"can":[38,76],"range":[39],"from":[40,182],"everyday":[41],"stressors":[42],"to":[43,83,160,178,205,208,221],"more":[44,78,188],"serious":[45],"disorders.":[48],"Traditional":[49],"methods":[50,151],"assessment":[52],"often":[53,140],"rely":[54],"on":[55],"self-reporting":[56],"or":[57,67],"observations":[58],"by":[59],"professionals,":[60],"which":[61,138],"not":[63],"always":[64],"accurate":[66],"timely.":[68],"Therefore,":[69],"leveraging":[70],"advanced":[71],"technologies":[72],"like":[73],"deep":[74,94,149],"learning":[75,95,112,150],"provide":[77],"effective":[79],"scalable":[81],"solutions":[82],"address":[84],"these":[85],"issues.":[86],"This":[87],"research":[88,202],"paper":[89],"explores":[90],"the":[91,162,183,209],"application":[92],"techniques,":[96],"particularly":[97],"CNN,":[98],"alongside":[99],"other":[100],"methodologies,":[101],"for":[102,127],"emotion":[103,167],"students.":[110],"Deep":[111],"algorithms":[113],"have":[114],"demonstrated":[115],"remarkable":[116],"capabilities":[117],"processing":[119],"understanding":[121],"complex":[122],"data,":[123,186],"making":[124],"them":[125],"wellsuited":[126],"analysing":[128],"multimodal":[129],"inputs":[130],"such":[131],"as":[132],"text,":[133],"audio,":[134],"visual":[136],"cues,":[137],"are":[139,176,203],"present":[141],"students'":[143,192],"interactions":[144],"expressions.":[146],"By":[147],"integrating":[148],"theories":[154],"principles,":[156],"this":[157,201],"study":[158],"aims":[159],"enhance":[161],"accuracy":[163],"interpretability":[165],"models.":[173],"Specifically,":[174],"CNNs":[175],"employed":[177],"learn":[179],"hierarchical":[180],"features":[181],"diverse":[184],"input":[185],"enabling":[187],"nuanced":[189],"interpretations":[190],"emotional":[193],"states":[194],"well-being.":[197],"findings":[199],"expected":[204],"contribute":[206],"significantly":[207],"intelligent":[212],"systems":[213],"capable":[214],"providing":[216],"timely":[217],"personalized":[219],"support":[220],"students,":[222],"thereby":[223],"fostering":[224]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2025-04-25T00:00:00"}