{"id":"https://openalex.org/W3001833370","doi":"https://doi.org/10.1109/besc48373.2019.8963550","title":"Twitter Analysis for Depression on Social Networks based on Sentiment and Stress","display_name":"Twitter Analysis for Depression on Social Networks based on Sentiment and Stress","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3001833370","doi":"https://doi.org/10.1109/besc48373.2019.8963550","mag":"3001833370"},"language":"en","primary_location":{"id":"doi:10.1109/besc48373.2019.8963550","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc48373.2019.8963550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 6th International Conference on Behavioral, Economic and Socio-Cultural Computing (BESC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5065941595","display_name":"Xiaohui Tao","orcid":"https://orcid.org/0000-0002-0020-077X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaohui Tao","raw_affiliation_strings":["School of Sciences, University of Southern Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Sciences, University of Southern Queensland, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042159806","display_name":"R. Dharmalingam","orcid":null},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ravi Dharmalingam","raw_affiliation_strings":["School of Sciences, University of Southern Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Sciences, University of Southern Queensland, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100705326","display_name":"Ji Zhang","orcid":"https://orcid.org/0000-0001-7167-6970"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ji Zhang","raw_affiliation_strings":["School of Sciences, University of Southern Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Sciences, University of Southern Queensland, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056799282","display_name":"Xujuan Zhou","orcid":"https://orcid.org/0000-0002-1736-739X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xujuan Zhou","raw_affiliation_strings":["School of Management and Enterprise, University of Southern Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412815","display_name":"Lin Li","orcid":"https://orcid.org/0000-0001-7553-6916"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["School of Computer Science and Technology, Wuhan University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Wuhan University of Technology, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073458655","display_name":"Raj Gururajan","orcid":"https://orcid.org/0000-0002-5919-0174"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Raj Gururajan","raw_affiliation_strings":["School of Management and Enterprise, University of Southern Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Enterprise, University of Southern Queensland, Australia","institution_ids":["https://openalex.org/I185523456"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6746,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.85481917,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":1.0,"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":1.0,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9993000030517578,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.989300012588501,"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/sentiment-analysis","display_name":"Sentiment analysis","score":0.7701094150543213},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7402852773666382},{"id":"https://openalex.org/keywords/negativity-effect","display_name":"Negativity effect","score":0.707260012626648},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.570254921913147},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5646065473556519},{"id":"https://openalex.org/keywords/meaning","display_name":"Meaning (existential)","score":0.49510613083839417},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.4755375385284424},{"id":"https://openalex.org/keywords/microblogging","display_name":"Microblogging","score":0.46979770064353943},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4515610337257385},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.4494653344154358},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4359048008918762},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4116332530975342},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2678524851799011},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22143155336380005},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.17695030570030212},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11720466613769531}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7701094150543213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7402852773666382},{"id":"https://openalex.org/C7453019","wikidata":"https://www.wikidata.org/wiki/Q16254302","display_name":"Negativity effect","level":2,"score":0.707260012626648},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.570254921913147},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5646065473556519},{"id":"https://openalex.org/C2780876879","wikidata":"https://www.wikidata.org/wiki/Q3054749","display_name":"Meaning (existential)","level":2,"score":0.49510613083839417},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.4755375385284424},{"id":"https://openalex.org/C143275388","wikidata":"https://www.wikidata.org/wiki/Q92438","display_name":"Microblogging","level":3,"score":0.46979770064353943},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4515610337257385},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.4494653344154358},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4359048008918762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4116332530975342},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2678524851799011},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22143155336380005},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.17695030570030212},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11720466613769531},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/besc48373.2019.8963550","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc48373.2019.8963550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 6th International Conference on Behavioral, Economic and Socio-Cultural Computing (BESC)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.usq.edu.au:38102","is_oa":false,"landing_page_url":"http://eprints.usq.edu.au/38102/1/besc2019_conference_17.pdf","pdf_url":"http://eprints.usq.edu.au/38102/1/besc2019_conference_17.pdf","source":null,"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item (Commonwealth Reporting Category E)"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.41999998688697815,"display_name":"Reduced inequalities"},{"id":"https://metadata.un.org/sdg/4","score":0.41999998688697815,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1529574916","https://openalex.org/W1538325750","https://openalex.org/W1999331356","https://openalex.org/W2005311637","https://openalex.org/W2022226725","https://openalex.org/W2093974670","https://openalex.org/W2094553285","https://openalex.org/W2106686523","https://openalex.org/W2251387197","https://openalex.org/W2328597754","https://openalex.org/W2462290672","https://openalex.org/W2470380728","https://openalex.org/W2588917609","https://openalex.org/W4239946314","https://openalex.org/W6720480686"],"related_works":["https://openalex.org/W2275433313","https://openalex.org/W2053241453","https://openalex.org/W2017590198","https://openalex.org/W2978974359","https://openalex.org/W2036556872","https://openalex.org/W2728430307","https://openalex.org/W2153980712","https://openalex.org/W2107786128","https://openalex.org/W2087532526","https://openalex.org/W1540611520"],"abstract_inverted_index":{"Detecting":[0],"words":[1,38,72,133,143,193],"that":[2,39,73,92,113,138,182],"express":[3],"negativity":[4,75],"in":[5,34,42,85,176],"a":[6,20,27,48,52,58,196],"social":[7],"media":[8],"message":[9],"is":[10,91,112],"one":[11],"step":[12,50],"towards":[13],"detecting":[14],"depressive":[15],"moods.":[16],"To":[17],"understand":[18],"if":[19],"Twitter":[21,82,93],"user":[22],"could":[23],"exhibit":[24],"depression":[25],"over":[26],"period":[28],"of":[29,89,122,131,141],"time,":[30],"we":[31,56],"applied":[32,57],"techniques":[33],"stages":[35],"to":[36,64,102,105,115,158,191],"discover":[37,70,192],"are":[40],"negative":[41,173],"expression.":[43],"Existing":[44],"methods":[45,190],"either":[46],"use":[47],"single":[49],"or":[51],"data":[53,94,108],"subset,":[54],"whereas":[55],"multi-step":[59],"approach":[60],"which":[61,90,169],"allowed":[62],"us":[63],"identify":[65],"potential":[66],"users":[67,186],"and":[68,126,147,187],"then":[69,188],"the":[71,107,120,128,132,139,151,166,177],"expressed":[74,175],"by":[76,183],"these":[77,142,154,160],"users.":[78,162],"We":[79,163],"address":[80],"some":[81],"specific":[83],"characteristics":[84],"our":[86,100],"research.":[87],"One":[88],"can":[95,144,194],"be":[96,103,145,195],"very":[97,197],"large,":[98],"hence":[99],"desire":[101],"able":[104],"process":[106],"efficiently.":[109],"The":[110],"other":[111],"due":[114],"its":[116],"enforced":[117],"character":[118],"limitation,":[119],"style":[121],"writing":[123],"makes":[124],"interpreting":[125],"obtaining":[127],"semantic":[129],"meaning":[130],"more":[134],"challenging.":[135],"Results":[136],"show":[137],"sentiment":[140,174],"obtained":[146,165],"scored":[148],"efficiently":[149],"as":[150],"computation":[152],"on":[153],"dataset":[155],"were":[156],"narrowed":[157],"only":[159],"selected":[161],"also":[164],"stress":[167],"scores":[168],"correlated":[170],"well":[171],"with":[172],"content.":[178],"This":[179],"work":[180],"shows":[181],"first":[184],"identifying":[185],"using":[189],"effective":[198],"technique.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-27T14:10:00.468798","created_date":"2025-10-10T00:00:00"}
