{"id":"https://openalex.org/W4386736917","doi":"https://doi.org/10.1109/tcss.2023.3311013","title":"Uncertainty-Aware Label Contrastive Distribution Learning for Automatic Depression Detection","display_name":"Uncertainty-Aware Label Contrastive Distribution Learning for Automatic Depression Detection","publication_year":2023,"publication_date":"2023-09-14","ids":{"openalex":"https://openalex.org/W4386736917","doi":"https://doi.org/10.1109/tcss.2023.3311013"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2023.3311013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2023.3311013","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5036995131","display_name":"Biao Yang","orcid":"https://orcid.org/0000-0002-4434-0141"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Yang","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4434-0141","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100395965","display_name":"Peng Wang","orcid":"https://orcid.org/0000-0002-0320-1137"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Wang","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032875978","display_name":"Miaomiao Cao","orcid":"https://orcid.org/0000-0001-8899-588X"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaomiao Cao","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Changzhou University, Changzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100617551","display_name":"Xianlin Zhu","orcid":"https://orcid.org/0009-0006-3051-5015"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianlin Zhu","raw_affiliation_strings":["Clinical Psychology, The Third Affiliated Hospital, Soochow University, Changzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology, The Third Affiliated Hospital, Soochow University, Changzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053327243","display_name":"Suhong Wang","orcid":"https://orcid.org/0000-0001-9526-9843"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suhong Wang","raw_affiliation_strings":["Clinical Psychology, The Third Affiliated Hospital, Soochow University, Changzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology, The Third Affiliated Hospital, Soochow University, Changzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044001811","display_name":"Rongrong Ni","orcid":"https://orcid.org/0000-0002-1869-1159"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongrong Ni","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-1869-1159","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003414666","display_name":"Changchun Yang","orcid":"https://orcid.org/0009-0002-6920-707X"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changchun Yang","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-6920-707X","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8904,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.86003572,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"11","issue":"2","first_page":"2979","last_page":"2989"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9853000044822693,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9853000044822693,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9696000218391418,"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":0.9523000121116638,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.5466001033782959},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5463001728057861},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.4983835220336914},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38868987560272217},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3871976137161255},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37011802196502686},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3565768599510193}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5466001033782959},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5463001728057861},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4983835220336914},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38868987560272217},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3871976137161255},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37011802196502686},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3565768599510193},{"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:10.1109/tcss.2023.3311013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2023.3311013","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W33686613","https://openalex.org/W46663288","https://openalex.org/W2000149402","https://openalex.org/W2022566595","https://openalex.org/W2040232951","https://openalex.org/W2048533792","https://openalex.org/W2066454034","https://openalex.org/W2095176743","https://openalex.org/W2132322340","https://openalex.org/W2182295029","https://openalex.org/W2252180568","https://openalex.org/W2346454595","https://openalex.org/W2406717210","https://openalex.org/W2530421149","https://openalex.org/W2531271152","https://openalex.org/W2553156677","https://openalex.org/W2618284707","https://openalex.org/W2767043218","https://openalex.org/W2794557536","https://openalex.org/W2889056793","https://openalex.org/W2905246249","https://openalex.org/W2952506564","https://openalex.org/W2962762902","https://openalex.org/W2981501230","https://openalex.org/W3021378985","https://openalex.org/W3035714233","https://openalex.org/W3040796747","https://openalex.org/W3098383912","https://openalex.org/W3105616927","https://openalex.org/W3160128709","https://openalex.org/W3177214519","https://openalex.org/W3181771624","https://openalex.org/W3210411466","https://openalex.org/W3211189476","https://openalex.org/W4221141813","https://openalex.org/W4223564058","https://openalex.org/W4224924082","https://openalex.org/W4251867726","https://openalex.org/W4282977071","https://openalex.org/W4285132306","https://openalex.org/W4296412923","https://openalex.org/W4297902844","https://openalex.org/W4313443450","https://openalex.org/W4317212825","https://openalex.org/W4321353437","https://openalex.org/W4366967766","https://openalex.org/W4389009436","https://openalex.org/W4389665180","https://openalex.org/W4399040009","https://openalex.org/W6601957410","https://openalex.org/W6691669583","https://openalex.org/W6749879876","https://openalex.org/W6780800997","https://openalex.org/W6796210147","https://openalex.org/W6843259600","https://openalex.org/W6850019337"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Depression":[0],"is":[1,28,142,162,181],"one":[2],"of":[3,12,175],"the":[4,52,63,88,106,112,117,121,126,132,146,173,184],"most":[5],"common":[6,150],"mental":[7],"illnesses,":[8],"affecting":[9],"people\u2019s":[10],"quality":[11],"life":[13],"and":[14,22,72,120,166,199],"posing":[15],"a":[16,41],"risk":[17],"to":[18,77,104,144,153,164],"their":[19],"health.":[20],"Low-cost":[21],"objective":[23],"automatic":[24],"depression":[25,38,83,154,196],"detection":[26,39,197],"(ADD)":[27],"becoming":[29],"increasingly":[30],"critical.":[31],"However,":[32],"existing":[33],"ADD":[34],"methods":[35,198],"usually":[36],"treat":[37],"as":[40],"regression":[42],"problem":[43],"for":[44,148,170],"predicting":[45],"patient":[46],"health":[47],"questionnaire-8":[48],"(PHQ-8)":[49],"scores,":[50,80],"ignoring":[51],"scores\u2019":[53],"ambiguity":[54,89],"caused":[55],"by":[56,93,110],"multiple":[57],"questionnaire":[58],"issues.":[59],"To":[60],"effectively":[61],"leverage":[62],"score":[64,108,118,129,134],"labels,":[65],"we":[66],"propose":[67],"an":[68],"uncertainty-aware":[69],"label":[70,99,123],"contrastive":[71,139],"distribution":[73,109,119,130],"learning":[74,140,149],"(ULCDL)":[75],"method":[76,180],"estimate":[78],"PHQ-8":[79,91,107,128,133,176],"thus":[81],"detecting":[82],"automatically.":[84],"ULCDL":[85,193],"first":[86],"simulates":[87],"within":[90],"scores":[92,96],"converting":[94],"single-valued":[95],"into":[97],"discrete":[98,122],"distributions.":[100],"Afterward,":[101],"it":[102],"learns":[103],"predict":[105],"minimizing":[111],"Kullback\u2013Leibler":[113],"(KL)":[114],"divergence":[115],"between":[116],"distribution.":[124],"Finally,":[125],"predicted":[127],"outperforms":[131,194],"in":[135,155],"ADD.":[136],"Moreover,":[137],"label-based":[138],"(LBCL)":[141],"introduced":[143],"facilitate":[145],"model":[147],"features":[151],"related":[152],"multimodal":[156,168],"data.":[157],"A":[158],"multibranch":[159],"fusion":[160],"module":[161],"proposed":[163,179],"align":[165],"fuse":[167],"data":[169],"better":[171],"exploring":[172],"uncertainty":[174],"labels.":[177],"The":[178,203],"evaluated":[182],"on":[183],"publicly":[185],"available":[186],"DAIC-WOZ":[187],"dataset.":[188],"Experiment":[189],"results":[190],"show":[191],"that":[192],"regression-based":[195],"achieves":[200],"state-of-the-art":[201],"performance.":[202],"code":[204],"will":[205],"be":[206],"released":[207],"after":[208],"acceptance.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}