{"id":"https://openalex.org/W4411099229","doi":"https://doi.org/10.1145/3723178.3723243","title":"Mental Health Analysis: ML And Explainable AI Predict Depression Among Bangladeshi University Students","display_name":"Mental Health Analysis: ML And Explainable AI Predict Depression Among Bangladeshi University Students","publication_year":2024,"publication_date":"2024-10-17","ids":{"openalex":"https://openalex.org/W4411099229","doi":"https://doi.org/10.1145/3723178.3723243"},"language":"en","primary_location":{"id":"doi:10.1145/3723178.3723243","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723243","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723243","source":null,"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Computing Advancements","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723243","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094006887","display_name":"Sarzila Sahrin Jisha","orcid":null},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Sarzila Sahrin Jisha","raw_affiliation_strings":["Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-7081-2658","affiliations":[{"raw_affiliation_string":"Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114287991","display_name":"Shahriar Siddique Ayon","orcid":"https://orcid.org/0009-0005-0030-5060"},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Shahriar Ayon","raw_affiliation_strings":["Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-0030-5060","affiliations":[{"raw_affiliation_string":"Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092556717","display_name":"Sharia Arfin Tanim","orcid":"https://orcid.org/0009-0009-5231-3432"},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sharia Arfin Tanim","raw_affiliation_strings":["Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0009-5231-3432","affiliations":[{"raw_affiliation_string":"Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117857700","display_name":"Fahim Abdullah Md. Raeid","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fahim Abdullah Md. Raeid","raw_affiliation_strings":["Artificial Intelligence Research and Innovation Lab, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0001-6496-9529","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research and Innovation Lab, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098790308","display_name":"Tahmid Enam Shrestha","orcid":null},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Tahmid Enam Shrestha","raw_affiliation_strings":["Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0007-0075-5699","affiliations":[{"raw_affiliation_string":"Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111103246","display_name":"Md Sadi Al Huda","orcid":"https://orcid.org/0009-0007-3023-8457"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Md Sadi Al Huda","raw_affiliation_strings":["Artificial Intelligence Research & Innovation Lab, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0007-3023-8457","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research & Innovation Lab, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027624326","display_name":"Md. Asraf Ali","orcid":"https://orcid.org/0000-0002-4732-5529"},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Asraf Ali","raw_affiliation_strings":["Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-4732-5529","affiliations":[{"raw_affiliation_string":"Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5094006887"],"corresponding_institution_ids":["https://openalex.org/I103434671"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.33504723,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"491","last_page":"497"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T13283","display_name":"Mental Health Research Topics","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11519","display_name":"Digital Mental Health Interventions","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T13702","display_name":"Machine Learning in Healthcare","score":0.9370999932289124,"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/depression","display_name":"Depression (economics)","score":0.7203348875045776},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6146939992904663},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4284314215183258},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39008891582489014},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.26981085538864136}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.7203348875045776},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6146939992904663},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4284314215183258},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39008891582489014},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.26981085538864136},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3723178.3723243","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723243","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723243","source":null,"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Computing Advancements","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3723178.3723243","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723243","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723243","source":null,"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Computing Advancements","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411099229.pdf","grobid_xml":"https://content.openalex.org/works/W4411099229.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2883754470","https://openalex.org/W2921011303","https://openalex.org/W2924650674","https://openalex.org/W2982361207","https://openalex.org/W3022757652","https://openalex.org/W3118213772","https://openalex.org/W3120523998","https://openalex.org/W3142083060","https://openalex.org/W3156395981","https://openalex.org/W3166988518","https://openalex.org/W4206979435","https://openalex.org/W4317042343","https://openalex.org/W4328115601","https://openalex.org/W4382883424","https://openalex.org/W4393260616"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"paper":[1],"uses":[2],"Machine-learning":[3],"and":[4,14,27,46,67,85,103,138,152,159,165],"Explainable":[5],"AI":[6],"techniques":[7],"to":[8,107,114,129],"investigate":[9],"the":[10,18,78,88,91,94,109,118,146,154],"prevalence":[11],"of":[12,22,25,77,87,148,156],"depression":[13,44,131],"its":[15],"determinants":[16],"among":[17,49,90],"Bangladeshi":[19,50],"university":[20,133],"students.Because":[21],"a":[23,37,57],"variety":[24],"socioeconomic":[26],"cultural":[28],"factors,":[29],"young":[30,171],"adults":[31],"are":[32],"disproportionately":[33],"affected":[34],"by":[35,55],"depression,":[36],"common":[38],"mental":[39,149,167],"health":[40,150,168],"issue.The":[41],"study":[42,144],"examines":[43],"rates":[45],"contributing":[47],"factors":[48],"students":[51],"across":[52],"39":[53],"features":[54],"utilizing":[56],"Kaggle":[58],"dataset":[59,71,79],"with":[60,72,135],"1,977":[61],"data":[62],"points.With":[63],"careful":[64],"feature":[65],"engineering":[66],"preprocessing,":[68],"an":[69],"improved":[70],"eighteen":[73],"columns":[74],"was":[75],"produced.Subsets":[76],"were":[80],"used":[81],"for":[82],"training,":[83],"testing,":[84],"validation":[86],"models;":[89],"evaluation":[92],"metrics,":[93],"ensemble":[95,119],"model":[96,120],"that":[97],"combines":[98],"Support":[99],"Vector":[100],"Machine":[101],"(SVR)":[102],"Linear":[104],"Regression":[105],"proved":[106],"be":[108],"most":[110],"effective.Notably,":[111],"when":[112],"compared":[113],"individual":[115],"ML":[116],"models,":[117],"performed":[121],"better.The":[122],"results":[123],"emphasize":[124],"how":[125],"important":[126],"it":[127],"is":[128],"address":[130],"in":[132,163,170],"settings":[134],"early":[136],"detection":[137],"intervention":[139],"techniques.All":[140],"things":[141],"considered,":[142],"this":[143],"advances":[145],"field":[147],"analysis":[151],"highlights":[153],"potential":[155],"machine":[157],"learning":[158],"explainable":[160],"artificial":[161],"intelligence":[162],"detecting":[164],"treating":[166],"issues":[169],"adults.":[172]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}