{"id":"https://openalex.org/W4309973150","doi":"https://doi.org/10.1109/acii55700.2022.9953850","title":"Bias Reducing Multitask Learning on Mental Health Prediction","display_name":"Bias Reducing Multitask Learning on Mental Health Prediction","publication_year":2022,"publication_date":"2022-10-18","ids":{"openalex":"https://openalex.org/W4309973150","doi":"https://doi.org/10.1109/acii55700.2022.9953850"},"language":"en","primary_location":{"id":"doi:10.1109/acii55700.2022.9953850","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acii55700.2022.9953850","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Conference on Affective Computing and Intelligent Interaction (ACII)","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/A5040203552","display_name":"Khadija Zanna","orcid":"https://orcid.org/0000-0002-3553-303X"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Khadija Zanna","raw_affiliation_strings":["Rice University,Department of Electrical and Computer Engineering,Houston,USA","Department of Electrical and Computer Engineering, Rice University, Houston, USA"],"affiliations":[{"raw_affiliation_string":"Rice University,Department of Electrical and Computer Engineering,Houston,USA","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Rice University, Houston, USA","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113916280","display_name":"Kusha Sridhar","orcid":null},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kusha Sridhar","raw_affiliation_strings":["Rice University,Department of Electrical and Computer Engineering,Houston,USA","Department of Electrical and Computer Engineering, Rice University, Houston, USA"],"affiliations":[{"raw_affiliation_string":"Rice University,Department of Electrical and Computer Engineering,Houston,USA","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Rice University, Houston, USA","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101836669","display_name":"Han Yu","orcid":"https://orcid.org/0000-0003-1944-4173"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Han Yu","raw_affiliation_strings":["Rice University,Department of Electrical and Computer Engineering,Houston,USA","Department of Electrical and Computer Engineering, Rice University, Houston, USA"],"affiliations":[{"raw_affiliation_string":"Rice University,Department of Electrical and Computer Engineering,Houston,USA","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Rice University, Houston, USA","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061041118","display_name":"Akane Sano","orcid":"https://orcid.org/0000-0003-4484-8946"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akane Sano","raw_affiliation_strings":["Rice University,Department of Electrical and Computer Engineering,Houston,USA","Department of Electrical and Computer Engineering, Rice University, Houston, USA"],"affiliations":[{"raw_affiliation_string":"Rice University,Department of Electrical and Computer Engineering,Houston,USA","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Rice University, Houston, USA","institution_ids":["https://openalex.org/I74775410"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5040203552"],"corresponding_institution_ids":["https://openalex.org/I74775410"],"apc_list":null,"apc_paid":null,"fwci":3.1456,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.91904721,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9991000294685364,"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":0.9991000294685364,"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/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7198792695999146},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.7124760150909424},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6133862733840942},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5902776122093201},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.5696676969528198},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5298129320144653},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.51783686876297},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5103923678398132},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.46453219652175903},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.43544501066207886},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.389822781085968},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3067338764667511},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1508084535598755},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10624504089355469}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7198792695999146},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.7124760150909424},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6133862733840942},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5902776122093201},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.5696676969528198},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5298129320144653},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.51783686876297},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5103923678398132},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.46453219652175903},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.43544501066207886},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.389822781085968},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3067338764667511},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1508084535598755},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10624504089355469},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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":1,"locations":[{"id":"doi:10.1109/acii55700.2022.9953850","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acii55700.2022.9953850","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Conference on Affective Computing and Intelligent Interaction (ACII)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4172558679","display_name":null,"funder_award_id":"1840167,2047296","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W582134693","https://openalex.org/W2014352947","https://openalex.org/W2034550669","https://openalex.org/W2044620539","https://openalex.org/W2060000410","https://openalex.org/W2071427714","https://openalex.org/W2075084647","https://openalex.org/W2095233676","https://openalex.org/W2625333165","https://openalex.org/W2751039952","https://openalex.org/W2789640263","https://openalex.org/W2814508204","https://openalex.org/W2887175137","https://openalex.org/W2902802452","https://openalex.org/W2914202940","https://openalex.org/W2962851944","https://openalex.org/W2964151070","https://openalex.org/W2972935927","https://openalex.org/W3011735246","https://openalex.org/W3014590323","https://openalex.org/W3023069697","https://openalex.org/W3036745657","https://openalex.org/W3082177341","https://openalex.org/W3094268584","https://openalex.org/W3095789936","https://openalex.org/W3127463063","https://openalex.org/W3131167370","https://openalex.org/W3135927599","https://openalex.org/W3141797743","https://openalex.org/W3152856173","https://openalex.org/W3162380478","https://openalex.org/W3169580333","https://openalex.org/W3199470976","https://openalex.org/W3204990179","https://openalex.org/W3206637938","https://openalex.org/W3217627075","https://openalex.org/W4200057192","https://openalex.org/W4200319912","https://openalex.org/W4205308427","https://openalex.org/W4285790115","https://openalex.org/W4287262329","https://openalex.org/W4304091998","https://openalex.org/W6617145748","https://openalex.org/W6685133223","https://openalex.org/W6742058293","https://openalex.org/W6753777961","https://openalex.org/W6767327189","https://openalex.org/W6780201975","https://openalex.org/W6791593765","https://openalex.org/W6791806579","https://openalex.org/W6799882128"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W4318559728","https://openalex.org/W2775233965","https://openalex.org/W4360995913","https://openalex.org/W4312193868","https://openalex.org/W4308165509"],"abstract_inverted_index":{"There":[0],"has":[1],"been":[2],"an":[3,55],"increase":[4],"in":[5,7,18,27,72,75,80,87,92,143,222,238],"research":[6],"developing":[8],"machine":[9,77],"learning":[10,78,166],"models":[11,37,79,147,174],"for":[12,119],"mental":[13,24,32,40,44,144],"health":[14,25,33,41,112,145],"detection":[15,36],"or":[16,35,225],"prediction":[17,34,146,173,204],"recent":[19],"years":[20],"due":[21,100],"to":[22,85,101,157,212,243],"increased":[23],"issues":[26],"society.":[28],"Effective":[29],"use":[30],"of":[31,70,97,108,127,140,185],"can":[38],"help":[39],"practitioners":[42],"re-define":[43],"illnesses":[45,53],"more":[46,62],"objectively":[47],"than":[48],"currently":[49],"done,":[50],"and":[51,91,162,188,194,216,227,261],"identify":[52,255],"at":[54,234],"earlier":[56],"stage":[57],"when":[58,241],"interventions":[59],"may":[60],"be":[61],"effective.":[63],"However,":[64],"there":[65],"is":[66,180,220],"still":[67],"a":[68,159,164,218],"lack":[69,96],"standard":[71],"evaluating":[73],"bias":[74,142,168,209,229,237],"such":[76,103],"the":[81,138,183,223,236,239,244],"field,":[82],"which":[83,115],"leads":[84],"challenges":[86],"providing":[88],"reliable":[89],"predictions":[90],"addressing":[93],"disparities.":[94],"This":[95,122],"standards":[98],"persists":[99],"factors":[102],"as":[104],"technical":[105],"difficulties,":[106],"complexities":[107],"high":[109],"dimensional":[110],"clinical":[111],"data,":[113],"etc.,":[114],"are":[116],"especially":[117],"true":[118],"physiological":[120,131,150],"signals.":[121,151],"along":[123],"with":[124,133,191,210],"prior":[125],"evidence":[126],"relations":[128],"between":[129,257],"some":[130,208],"signals":[132],"certain":[134],"demographic":[135,263],"identities":[136],"restates":[137],"importance":[139,252],"exploring":[141],"that":[148,201],"utilize":[149],"In":[152],"this":[153],"work,":[154],"we":[155],"aim":[156],"perform":[158],"fairness":[160],"analysis":[161,199,249],"implement":[163],"multi-task":[165],"based":[167,181],"mitigation":[169,230,246],"method":[170,179,231],"on":[171,182,250],"anxiety":[172,203],"using":[175],"ECG":[176],"data.":[177],"Our":[178,198,248],"idea":[184],"epistemic":[186],"uncertainty":[187],"its":[189],"relationship":[190],"model":[192,206],"weights":[193],"feature":[195,251],"space":[196],"representation.":[197],"showed":[200],"our":[202,228],"base":[205],"introduced":[207],"regards":[211],"age,":[213],"income,":[214],"ethnicity,":[215],"whether":[217],"participant":[219],"born":[221],"U.S.":[224],"not,":[226],"performed":[232],"better":[233],"reducing":[235],"model,":[240],"compared":[242],"reweighting":[245],"technique.":[247],"also":[253],"helped":[254],"relationships":[256],"heart":[258],"rate":[259],"variability":[260],"multiple":[262],"groupings.":[264]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}