{"id":"https://openalex.org/W4319778979","doi":"https://doi.org/10.1109/iscslp57327.2022.10038078","title":"Depressive Tendency Recognition by Fusing Speech and Text Features: A Comparative Analysis","display_name":"Depressive Tendency Recognition by Fusing Speech and Text Features: A Comparative Analysis","publication_year":2022,"publication_date":"2022-12-11","ids":{"openalex":"https://openalex.org/W4319778979","doi":"https://doi.org/10.1109/iscslp57327.2022.10038078"},"language":"en","primary_location":{"id":"doi:10.1109/iscslp57327.2022.10038078","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscslp57327.2022.10038078","pdf_url":null,"source":{"id":"https://openalex.org/S4363607181","display_name":"2022 13th International Symposium on Chinese Spoken Language Processing (ISCSLP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Symposium on Chinese Spoken Language Processing (ISCSLP)","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/A5102033195","display_name":"Yimin He","orcid":null},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yimin He","raw_affiliation_strings":["Northwest Normal University Lanzhou,Gansu,China","Northwest Normal University Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Northwest Normal University Lanzhou,Gansu,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"Northwest Normal University Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112306287","display_name":"Xiaoyong Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyong Lu","raw_affiliation_strings":["Northwest Normal University Lanzhou,Gansu,China","Northwest Normal University Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Northwest Normal University Lanzhou,Gansu,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"Northwest Normal University Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071836230","display_name":"Jingyi Yuan","orcid":"https://orcid.org/0000-0002-2850-1582"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyi Yuan","raw_affiliation_strings":["Northwest Normal University Lanzhou,Gansu,China","Northwest Normal University Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Northwest Normal University Lanzhou,Gansu,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"Northwest Normal University Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101730104","display_name":"Tao Pan","orcid":"https://orcid.org/0000-0002-6447-8893"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Pan","raw_affiliation_strings":["Northwest Normal University Lanzhou,Gansu,China","Northwest Normal University Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Northwest Normal University Lanzhou,Gansu,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"Northwest Normal University Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039398140","display_name":"Yafan Wang","orcid":"https://orcid.org/0009-0001-1581-3958"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafan Wang","raw_affiliation_strings":["Northwest Normal University Lanzhou,Gansu,China","Northwest Normal University Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Northwest Normal University Lanzhou,Gansu,China","institution_ids":["https://openalex.org/I68986083"]},{"raw_affiliation_string":"Northwest Normal University Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I68986083"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102033195"],"corresponding_institution_ids":["https://openalex.org/I68986083"],"apc_list":null,"apc_paid":null,"fwci":0.4457,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59094791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"344","last_page":"348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9995999932289124,"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/T12488","display_name":"Mental Health via Writing","score":0.9995999932289124,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9958000183105469,"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":0.982200026512146,"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/stimulus","display_name":"Stimulus (psychology)","score":0.5912308096885681},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5891273617744446},{"id":"https://openalex.org/keywords/harm","display_name":"Harm","score":0.5213788151741028},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.477143257856369},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4588696360588074},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45245182514190674},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4451097548007965},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.42139485478401184},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4077732264995575},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28992408514022827},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.20525884628295898},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1612643599510193}],"concepts":[{"id":"https://openalex.org/C2779918689","wikidata":"https://www.wikidata.org/wiki/Q3771842","display_name":"Stimulus (psychology)","level":2,"score":0.5912308096885681},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5891273617744446},{"id":"https://openalex.org/C2777363581","wikidata":"https://www.wikidata.org/wiki/Q15098235","display_name":"Harm","level":2,"score":0.5213788151741028},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.477143257856369},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4588696360588074},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45245182514190674},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4451097548007965},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.42139485478401184},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4077732264995575},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28992408514022827},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.20525884628295898},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1612643599510193},{"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/iscslp57327.2022.10038078","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscslp57327.2022.10038078","pdf_url":null,"source":{"id":"https://openalex.org/S4363607181","display_name":"2022 13th International Symposium on Chinese Spoken Language Processing (ISCSLP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Symposium on Chinese Spoken Language Processing (ISCSLP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.550000011920929}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320313889","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1971560161","https://openalex.org/W2003502731","https://openalex.org/W2054341704","https://openalex.org/W2085662862","https://openalex.org/W2112928541","https://openalex.org/W2113669296","https://openalex.org/W2250539671","https://openalex.org/W2512302303","https://openalex.org/W2587078977","https://openalex.org/W2889504825","https://openalex.org/W6733198291"],"related_works":["https://openalex.org/W2385859805","https://openalex.org/W2530972254","https://openalex.org/W3203175338","https://openalex.org/W2356901839","https://openalex.org/W2374013449","https://openalex.org/W3209501579","https://openalex.org/W73545470","https://openalex.org/W2969547062","https://openalex.org/W2364381299","https://openalex.org/W2497114785"],"abstract_inverted_index":{"Depression":[0],"will":[1],"be":[2],"accompanied":[3,53],"by":[4,54],"long-term":[5],"depression,":[6],"loss":[7],"of":[8,49,61,111,117],"interest,":[9],"excessive":[10],"guilt,":[11],"and":[12,19,29,37,63,121,136,141],"other":[13],"states,":[14],"seriously":[15],"affecting":[16],"people\u2019s":[17],"physical":[18],"mental":[20],"health,":[21],"causing":[22],"certain":[23,144],"harm":[24],"to":[25,81,85],"the":[26,38,44,47,59,78,82,87,105,108],"individual":[27],"family":[28],"society.":[30],"Depressed":[31],"people":[32],"speak":[33],"slowly,":[34],"single":[35,97,134],"tone,":[36],"pause":[39],"time":[40],"is":[41,51,90,129],"longer.":[42],"At":[43,104],"same":[45,106],"time,":[46,107],"expression":[48],"emotion":[50],"often":[52],"many":[55],"negative":[56],"words.":[57],"Therefore,":[58],"combination":[60],"speech":[62,98,113,137],"text":[64,101],"information":[65],"using":[66],"Gated":[67],"Recurrent":[68],"Neural":[69],"Network":[70],"for":[71],"depression":[72],"prediction,":[73],"this":[74],"fusion":[75],"method":[76],"from":[77],"signal":[79],"layer":[80,84],"language":[83],"analyze":[86],"data.":[88],"It":[89],"more":[91,130],"comprehensive":[92],"than":[93,132],"only":[94],"use":[95],"a":[96,133],"feature":[99,102],"or":[100],"model.":[103],"comparative":[109],"analysis":[110],"different":[112],"types,":[114],"three":[115],"kinds":[116],"emotional":[118,139],"stimulus":[119],"corpus,":[120],"gender":[122,142],"was":[123],"carried":[124],"out.":[125],"The":[126],"multimodal":[127],"system":[128],"effective":[131],"modality,":[135],"type,":[138],"stimulus,":[140],"have":[143],"effects":[145],"on":[146],"depressive":[147],"recognition.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-02-25T08:12:03.925757","created_date":"2025-10-10T00:00:00"}