{"id":"https://openalex.org/W4402571847","doi":"https://doi.org/10.1109/snpd61259.2024.10673965","title":"Exploring Personality and Emotion in Risk Prediction of Depression","display_name":"Exploring Personality and Emotion in Risk Prediction of Depression","publication_year":2024,"publication_date":"2024-07-05","ids":{"openalex":"https://openalex.org/W4402571847","doi":"https://doi.org/10.1109/snpd61259.2024.10673965"},"language":"en","primary_location":{"id":"doi:10.1109/snpd61259.2024.10673965","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/snpd61259.2024.10673965","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACIS 27th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)","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/A5114227712","display_name":"Jiaying Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiaying Wei","raw_affiliation_strings":["Communication University of China,School of Computer and Cyber Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Communication University of China,School of Computer and Cyber Sciences,Beijing,China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016271216","display_name":"Jing Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zhou","raw_affiliation_strings":["Communication University of China,School of Computer and Cyber Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Communication University of China,School of Computer and Cyber Sciences,Beijing,China","institution_ids":["https://openalex.org/I75689368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5114227712"],"corresponding_institution_ids":["https://openalex.org/I75689368"],"apc_list":null,"apc_paid":null,"fwci":0.533,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7013674,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"228","last_page":"233"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9484000205993652,"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":0.9484000205993652,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.6470266580581665},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.6009753346443176},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.45091208815574646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.34886956214904785},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3230617642402649},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.18204590678215027},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06499752402305603}],"concepts":[{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.6470266580581665},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6009753346443176},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.45091208815574646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34886956214904785},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3230617642402649},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.18204590678215027},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06499752402305603},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/snpd61259.2024.10673965","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/snpd61259.2024.10673965","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACIS 27th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1604601673","https://openalex.org/W2089844253","https://openalex.org/W2119595472","https://openalex.org/W2211282830","https://openalex.org/W2317341307","https://openalex.org/W2740966010","https://openalex.org/W2962848499","https://openalex.org/W3203310594","https://openalex.org/W4308202698","https://openalex.org/W4310720906","https://openalex.org/W4316126749","https://openalex.org/W4367146937","https://openalex.org/W4379382378","https://openalex.org/W4385572374","https://openalex.org/W4392412512","https://openalex.org/W6861752835"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"During":[0],"the":[1,10,16,22,67,93,117,150],"pandemic,":[2],"there":[3],"has":[4,27],"been":[5],"a":[6,100],"significant":[7,141],"increase":[8],"in":[9,131,157],"number":[11],"of":[12,18],"depression":[13,73,125,132,158],"diagnoses.":[14],"Meanwhile,":[15],"popularity":[17],"social":[19,51,81],"media":[20,52,82],"and":[21,34,46,59,84,90,139,154],"Myers-Briggs":[23],"Type":[24],"Indicator":[25],"(MBTI)":[26],"provided":[28],"new":[29],"perspectives":[30],"for":[31,39,123],"designing":[32],"lightweight":[33],"effective":[35],"early":[36],"warning":[37],"methods":[38,42],"depression.":[40],"These":[41],"utilize":[43],"personality":[44,153],"traits":[45],"emotional":[47,155],"characteristics":[48],"obtained":[49,78],"from":[50,79,92],"posts":[53,83,94],"to":[54,61,106],"analyze":[55],"users\u2019":[56,72],"mental":[57],"states":[58],"come":[60],"relevant":[62],"conclusions.":[63],"We":[64],"therefore":[65],"designed":[66],"PEER-MIND":[68],"model,":[69,119],"which":[70],"classifies":[71],"status":[74],"using":[75,110],"MBTI":[76,136],"labels":[77],"their":[80],"emotion":[85,112],"features":[86],"determined":[87],"by":[88],"text":[89],"images":[91],"as":[95],"well.":[96],"This":[97,127],"model":[98,128],"achieves":[99],"3.58%":[101],"higher":[102],"prediction":[103],"accuracy":[104],"compared":[105],"baseline":[107],"models":[108],"when":[109],"fine-grained":[111],"detection.":[113,159],"Also,":[114],"we":[115],"developed":[116],"TimeSlider-HMM":[118],"an":[120],"interpretable":[121],"tool":[122],"assessing":[124],"risk.":[126],"evaluates":[129],"changes":[130],"probability":[133],"across":[134],"different":[135],"dimensions":[137],"before":[138],"after":[140],"depressive":[142],"trends":[143],"appear,":[144],"providing":[145],"us":[146],"with":[147],"insights":[148],"into":[149],"interaction":[151],"between":[152],"factors":[156]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
