{"id":"https://openalex.org/W3094268584","doi":"https://doi.org/10.1145/3382507.3418889","title":"Mitigating Biases in Multimodal Personality Assessment","display_name":"Mitigating Biases in Multimodal Personality Assessment","publication_year":2020,"publication_date":"2020-10-21","ids":{"openalex":"https://openalex.org/W3094268584","doi":"https://doi.org/10.1145/3382507.3418889","mag":"3094268584"},"language":"en","primary_location":{"id":"doi:10.1145/3382507.3418889","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3382507.3418889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 International Conference on Multimodal Interaction","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/A5101816796","display_name":"Shen Yan","orcid":"https://orcid.org/0000-0003-4911-5397"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Shen Yan","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056972984","display_name":"Di Huang","orcid":"https://orcid.org/0000-0002-2412-9330"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Di Huang","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024169758","display_name":"Mohammad Soleymani","orcid":"https://orcid.org/0000-0002-5873-1434"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Soleymani","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101816796"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":4.9564,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.95509549,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"361","last_page":"369"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12268","display_name":"Deception detection and forensic psychology","score":0.9962999820709229,"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/T12268","display_name":"Deception detection and forensic psychology","score":0.9962999820709229,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9937999844551086,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9830999970436096,"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/debiasing","display_name":"Debiasing","score":0.9821146726608276},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.751327395439148},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7090386152267456},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.545235812664032},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.534736156463623},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.521513044834137},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.468906044960022},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.455766499042511},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.45311084389686584},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.45020192861557007},{"id":"https://openalex.org/keywords/multimodal-learning","display_name":"Multimodal learning","score":0.4449571371078491},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3672299385070801},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1528095304965973},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.10659480094909668}],"concepts":[{"id":"https://openalex.org/C2779458634","wikidata":"https://www.wikidata.org/wiki/Q24963715","display_name":"Debiasing","level":2,"score":0.9821146726608276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.751327395439148},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7090386152267456},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.545235812664032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.534736156463623},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.521513044834137},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.468906044960022},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.455766499042511},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.45311084389686584},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.45020192861557007},{"id":"https://openalex.org/C2780660688","wikidata":"https://www.wikidata.org/wiki/Q25052564","display_name":"Multimodal learning","level":2,"score":0.4449571371078491},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3672299385070801},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1528095304965973},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.10659480094909668},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3382507.3418889","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3382507.3418889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 International Conference on Multimodal Interaction","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G5451360146","display_name":null,"funder_award_id":"W911NF-20-2-0053","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"}],"funders":[{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W55356581","https://openalex.org/W1686810756","https://openalex.org/W1961345416","https://openalex.org/W1999042468","https://openalex.org/W2000436309","https://openalex.org/W2014352947","https://openalex.org/W2100960835","https://openalex.org/W2133009022","https://openalex.org/W2144005487","https://openalex.org/W2157285372","https://openalex.org/W2298393688","https://openalex.org/W2325939864","https://openalex.org/W2330055266","https://openalex.org/W2395427386","https://openalex.org/W2412492422","https://openalex.org/W2474667434","https://openalex.org/W2548717229","https://openalex.org/W2573933330","https://openalex.org/W2607750223","https://openalex.org/W2610332124","https://openalex.org/W2749525589","https://openalex.org/W2787369546","https://openalex.org/W2807251972","https://openalex.org/W2905029197","https://openalex.org/W2940983946","https://openalex.org/W2962925443","https://openalex.org/W2963116854","https://openalex.org/W2990002983","https://openalex.org/W2993129827","https://openalex.org/W3005891272","https://openalex.org/W3016937276","https://openalex.org/W4247162688","https://openalex.org/W4288083801"],"related_works":["https://openalex.org/W4221165959","https://openalex.org/W4225810998","https://openalex.org/W4280601492","https://openalex.org/W4389505417","https://openalex.org/W2962931510","https://openalex.org/W4380551887","https://openalex.org/W4285159263","https://openalex.org/W2904518532","https://openalex.org/W4280529741","https://openalex.org/W4293919860"],"abstract_inverted_index":{"As":[0],"algorithmic":[1],"decision":[2],"making":[3],"systems":[4,34,47,154],"are":[5,35],"increasingly":[6],"used":[7],"in":[8,70,138,151],"high-stake":[9],"scenarios,":[10],"concerns":[11],"have":[12],"risen":[13],"about":[14],"the":[15,28,45,58,68,78,107,111,136],"potential":[16],"unfairness":[17],"of":[18,32,96],"these":[19],"decisions":[20],"to":[21,66,106,155],"certain":[22],"social":[23],"groups.":[24],"Despite":[25],"its":[26],"importance,":[27],"bias":[29],"and":[30,53,83,98,115,125],"fairness":[31],"multimodal":[33,46,153],"not":[36],"thoroughly":[37],"studied.":[38],"In":[39],"this":[40],"work,":[41],"we":[42,113],"focus":[43],"on":[44,77,122],"designed":[48],"for":[49],"apparent":[50],"personality":[51],"assessment":[52],"hirability":[54],"prediction.":[55],"We":[56,73],"use":[57],"First":[59],"Impression":[60],"dataset":[61],"as":[62],"a":[63],"case":[64],"study":[65],"investigate":[67],"biases":[69,79,97,105,137],"such":[71],"systems.":[72],"provide":[74,156],"detailed":[75],"analyses":[76,88],"from":[80],"different":[81,91,118],"modalities":[82,92],"data":[84,99,123],"fusion":[85,100],"strategies.":[86],"Our":[87,145],"reveal":[89],"that":[90,131],"show":[93,130],"various":[94],"patterns":[95],"process":[101],"also":[102],"introduces":[103],"additional":[104],"model.":[108],"To":[109],"mitigate":[110],"biases,":[112],"develop":[114],"evaluate":[116],"two":[117],"debiasing":[119,146],"approaches":[120,133],"based":[121],"balancing":[124],"adversarial":[126],"learning.":[127],"Experimental":[128],"results":[129],"both":[132],"can":[134,148],"reduce":[135],"model":[139],"outcomes":[140],"without":[141],"sacrificing":[142],"much":[143],"performance.":[144],"strategies":[147],"be":[149],"deployed":[150],"real-world":[152],"fairer":[157],"outcomes.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
