{"id":"https://openalex.org/W2981810796","doi":"https://doi.org/10.1145/3347320.3357691","title":"Predicting Depression and Emotions in the Cross-roads of Cultures, Para-linguistics, and Non-linguistics","display_name":"Predicting Depression and Emotions in the Cross-roads of Cultures, Para-linguistics, and Non-linguistics","publication_year":2019,"publication_date":"2019-10-15","ids":{"openalex":"https://openalex.org/W2981810796","doi":"https://doi.org/10.1145/3347320.3357691","mag":"2981810796"},"language":"en","primary_location":{"id":"doi:10.1145/3347320.3357691","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3347320.3357691","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop","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/A5050585145","display_name":"Heysem Kaya","orcid":"https://orcid.org/0000-0001-7947-5508"},"institutions":[{"id":"https://openalex.org/I125454184","display_name":"Tekirda\u011f Nam\u0131k Kemal University","ror":"https://ror.org/01a0mk874","country_code":"TR","type":"education","lineage":["https://openalex.org/I125454184"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Heysem Kaya","raw_affiliation_strings":["Namik Kemal University, \u00c7orlu, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Namik Kemal University, \u00c7orlu, Turkey","institution_ids":["https://openalex.org/I125454184"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002620233","display_name":"Dmitrii Fedotov","orcid":null},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dmitrii Fedotov","raw_affiliation_strings":["Ulm University &amp; ITMO University, Ulm, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulm University &amp; ITMO University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031192722","display_name":"Denis Dresvyanskiy","orcid":"https://orcid.org/0000-0002-5141-2561"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Denis Dresvyanskiy","raw_affiliation_strings":["Ulm University, Ulm, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016693560","display_name":"Metehan Doyran","orcid":"https://orcid.org/0000-0002-9016-955X"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Metehan Doyran","raw_affiliation_strings":["Utrecht University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Utrecht University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060877179","display_name":"Danila Mamontov","orcid":null},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Danila Mamontov","raw_affiliation_strings":["Ulm University, Ulm, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050029665","display_name":"Maxim Markitantov","orcid":"https://orcid.org/0000-0001-7987-1025"},"institutions":[{"id":"https://openalex.org/I4210103826","display_name":"St. Petersburg Institute for Informatics and Automation","ror":"https://ror.org/01ccb9w37","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210103826"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Maxim Markitantov","raw_affiliation_strings":["SPIIRAS, St. Petersburg, Russian Fed"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SPIIRAS, St. Petersburg, Russian Fed","institution_ids":["https://openalex.org/I4210103826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027028450","display_name":"Alk\u0131m Almila Akda\u011f Salah","orcid":"https://orcid.org/0000-0002-7204-5633"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]},{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["NL","TR"],"is_corresponding":false,"raw_author_name":"Alkim Almila Akdag Salah","raw_affiliation_strings":["Utrecht University &amp; Bo\u011fazi\u00e7i University, Utrecht, Netherlands","Utrecht University &amp; Sehir University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Utrecht University &amp; Bo\u011fazi\u00e7i University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353","https://openalex.org/I4405392"]},{"raw_affiliation_string":"Utrecht University &amp; Sehir University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075094345","display_name":"Evrim Kavcar","orcid":null},"institutions":[{"id":"https://openalex.org/I217764696","display_name":"Mardin Artuklu University","ror":"https://ror.org/0396cd675","country_code":"TR","type":"education","lineage":["https://openalex.org/I217764696"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Evrim Kavcar","raw_affiliation_strings":["Mardin Artuklu University, Mardin, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mardin Artuklu University, Mardin, Turkey","institution_ids":["https://openalex.org/I217764696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032870944","display_name":"Alexey Karpov","orcid":"https://orcid.org/0000-0003-3424-652X"},"institutions":[{"id":"https://openalex.org/I4210103826","display_name":"St. Petersburg Institute for Informatics and Automation","ror":"https://ror.org/01ccb9w37","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210103826"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexey Karpov","raw_affiliation_strings":["SPIIRAS, St. Petersburg, Russian Fed"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SPIIRAS, St. Petersburg, Russian Fed","institution_ids":["https://openalex.org/I4210103826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5105769246","display_name":"Albert Ali Salah","orcid":"https://orcid.org/0000-0001-6342-428X"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]},{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["NL","TR"],"is_corresponding":false,"raw_author_name":"Albert Ali Salah","raw_affiliation_strings":["Utrecht University &amp; Bo\u011fazi\u00e7i University, Utrecht, Netherlands","Utrecht University &amp; Sehir University, Utrecht, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Utrecht University &amp; Bo\u011fazi\u00e7i University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353","https://openalex.org/I4405392"]},{"raw_affiliation_string":"Utrecht University &amp; Sehir University, Utrecht, Netherlands","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":10,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.446,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.92500919,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"27","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998000264167786,"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":0.9998000264167786,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9962000250816345,"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/T12488","display_name":"Mental Health via Writing","score":0.9937000274658203,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5927370190620422},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.5072862505912781},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5055201053619385},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4952773153781891},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4639551043510437},{"id":"https://openalex.org/keywords/affective-computing","display_name":"Affective computing","score":0.4287205636501312},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.4170342683792114},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.4128257930278778},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40029919147491455},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.32491469383239746},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.09154689311981201}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5927370190620422},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.5072862505912781},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5055201053619385},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4952773153781891},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4639551043510437},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.4287205636501312},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.4170342683792114},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.4128257930278778},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40029919147491455},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32491469383239746},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.09154689311981201},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3347320.3357691","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3347320.3357691","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W46663288","https://openalex.org/W1499332833","https://openalex.org/W1581984155","https://openalex.org/W1608705073","https://openalex.org/W1686810756","https://openalex.org/W1976066595","https://openalex.org/W1985867508","https://openalex.org/W2003502731","https://openalex.org/W2026131661","https://openalex.org/W2040232951","https://openalex.org/W2045528981","https://openalex.org/W2056403322","https://openalex.org/W2074037951","https://openalex.org/W2078622091","https://openalex.org/W2090777335","https://openalex.org/W2097117768","https://openalex.org/W2111072639","https://openalex.org/W2113087918","https://openalex.org/W2125462608","https://openalex.org/W2130162821","https://openalex.org/W2132555391","https://openalex.org/W2143902665","https://openalex.org/W2147243899","https://openalex.org/W2157331557","https://openalex.org/W2163928333","https://openalex.org/W2182205001","https://openalex.org/W2184507896","https://openalex.org/W2185887892","https://openalex.org/W2239141610","https://openalex.org/W2252180568","https://openalex.org/W2313339984","https://openalex.org/W2322208196","https://openalex.org/W2346454595","https://openalex.org/W2397175282","https://openalex.org/W2407346284","https://openalex.org/W2512306956","https://openalex.org/W2526261811","https://openalex.org/W2570412145","https://openalex.org/W2626522798","https://openalex.org/W2736814566","https://openalex.org/W2742148605","https://openalex.org/W2752818578","https://openalex.org/W2759261664","https://openalex.org/W2761514455","https://openalex.org/W2765291577","https://openalex.org/W2765966232","https://openalex.org/W2767030624","https://openalex.org/W2767043218","https://openalex.org/W2771976988","https://openalex.org/W2800833042","https://openalex.org/W2807126412","https://openalex.org/W2889070090","https://openalex.org/W2895907940","https://openalex.org/W2896480997","https://openalex.org/W2897444637","https://openalex.org/W2901051558","https://openalex.org/W2910165986","https://openalex.org/W2939570038","https://openalex.org/W2940060706","https://openalex.org/W2962762902","https://openalex.org/W2964262738","https://openalex.org/W2981619156","https://openalex.org/W2981677410","https://openalex.org/W3098431772","https://openalex.org/W4247665917","https://openalex.org/W6637244077"],"related_works":["https://openalex.org/W2029072726","https://openalex.org/W91913183","https://openalex.org/W2936882366","https://openalex.org/W2736893848","https://openalex.org/W2128698257","https://openalex.org/W1544055438","https://openalex.org/W3003450285","https://openalex.org/W2013608943","https://openalex.org/W4399628019","https://openalex.org/W4310841718"],"abstract_inverted_index":{"Cross-language,":[0],"cross-cultural":[1],"emotion":[2],"recognition":[3],"and":[4,34,64,83,139,172,176],"accurate":[5],"prediction":[6],"of":[7,12,44,96,114,122,130,137,170],"affective":[8,17],"disorders":[9],"are":[10,40,74,90,133],"two":[11],"the":[13,45,57,68,77,94,97,131,146,151,159],"major":[14],"challenges":[15],"in":[16,116],"computing":[18],"today.":[19],"In":[20],"this":[21,103,141],"work,":[22],"we":[23,54,79],"compare":[24],"several":[25],"systems":[26,153],"for":[27,102,135,174],"Detecting":[28],"Depression":[29],"with":[30,142],"AI":[31],"Sub-challenge":[32,37],"(DDS)":[33],"Cross-cultural":[35],"Emotion":[36,47],"(CES)":[38],"that":[39,127],"published":[41],"as":[42],"part":[43],"Audio-Visual":[46],"Challenge":[48],"(AVEC)":[49],"2019.":[50],"For":[51,67,149],"both":[52],"sub-challenges,":[53],"benefit":[55],"from":[56],"baselines,":[58],"while":[59],"introducing":[60],"our":[61],"own":[62],"features":[63,89,101],"regression":[65],"models.":[66],"DDS":[69],"challenge,":[70],"where":[71],"ASR":[72,87],"transcripts":[73],"provided":[75],"by":[76],"organizers,":[78],"propose":[80],"simple":[81],"linguistic":[82,143],"word-duration":[84],"features.":[85],"These":[86],"transcript-based":[88],"shown":[91],"to":[92,118],"outperform":[93,158],"state":[95],"art":[98],"audio":[99],"visual":[100],"task,":[104],"reaching":[105,165],"a":[106,119],"test":[107,166],"set":[108,167],"Concordance":[109],"Correlation":[110],"Coefficient":[111],"(CCC)":[112],"performance":[113],"0.344":[115],"comparison":[117],"challenge":[120,160],"baseline":[121],"0.120.":[123],"Our":[124],"results":[125],"show":[126],"non-verbal":[128],"parts":[129],"signal":[132],"important":[134],"detection":[136],"depression,":[138],"combining":[140],"information":[144],"produces":[145],"best":[147],"results.":[148],"CES,":[150],"proposed":[152],"using":[154],"unsupervised":[155],"feature":[156],"adaptation":[157],"baselines":[161],"on":[162],"emotional":[163],"primitives,":[164],"CCC":[168],"performances":[169],"0.466":[171],"0.499":[173],"arousal":[175],"valence,":[177],"respectively.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
