{"id":"https://openalex.org/W4280563542","doi":"https://doi.org/10.1186/s40537-022-00622-2","title":"Big data analytics on social networks for real-time depression detection","display_name":"Big data analytics on social networks for real-time depression detection","publication_year":2022,"publication_date":"2022-05-20","ids":{"openalex":"https://openalex.org/W4280563542","doi":"https://doi.org/10.1186/s40537-022-00622-2","pmid":"https://pubmed.ncbi.nlm.nih.gov/35610999"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-022-00622-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-022-00622-2","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-022-00622-2","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-022-00622-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045709634","display_name":"Jitimon Angskun","orcid":"https://orcid.org/0000-0002-9373-2723"},"institutions":[{"id":"https://openalex.org/I82475049","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78","country_code":"TH","type":"education","lineage":["https://openalex.org/I82475049"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Jitimon Angskun","raw_affiliation_strings":["DIGITECH, Suranaree University of Technology, Nakhon Ratchasima, Thailand","School of Information Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIGITECH, Suranaree University of Technology, Nakhon Ratchasima, Thailand","institution_ids":["https://openalex.org/I82475049"]},{"raw_affiliation_string":"School of Information Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","institution_ids":["https://openalex.org/I82475049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011157547","display_name":"Suda Tipprasert","orcid":null},"institutions":[{"id":"https://openalex.org/I82475049","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78","country_code":"TH","type":"education","lineage":["https://openalex.org/I82475049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Suda Tipprasert","raw_affiliation_strings":["School of Information Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","institution_ids":["https://openalex.org/I82475049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035177658","display_name":"Thara Angskun","orcid":"https://orcid.org/0000-0003-3677-8327"},"institutions":[{"id":"https://openalex.org/I82475049","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78","country_code":"TH","type":"education","lineage":["https://openalex.org/I82475049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Thara Angskun","raw_affiliation_strings":["DIGITECH, Suranaree University of Technology, Nakhon Ratchasima, Thailand","School of Information Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand"],"raw_orcid":"https://orcid.org/0000-0003-3677-8327","affiliations":[{"raw_affiliation_string":"DIGITECH, Suranaree University of Technology, Nakhon Ratchasima, Thailand","institution_ids":["https://openalex.org/I82475049"]},{"raw_affiliation_string":"School of Information Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","institution_ids":["https://openalex.org/I82475049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5045709634"],"corresponding_institution_ids":["https://openalex.org/I82475049"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":16.5802,"has_fulltext":true,"cited_by_count":81,"citation_normalized_percentile":{"value":0.99562867,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"9","issue":"1","first_page":"69","last_page":"69"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/random-forest","display_name":"Random forest","score":0.7365299463272095},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.7090976238250732},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6990823149681091},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6806049942970276},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6623523235321045},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6038522124290466},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5946385860443115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5659196972846985},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5613481998443604},{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.5460619330406189},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.48424288630485535},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.47181665897369385},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4631333649158478},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.44403403997421265},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.41706767678260803},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33931881189346313},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2411838173866272},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1939033567905426},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19086745381355286},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.11636525392532349}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7365299463272095},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.7090976238250732},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6990823149681091},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6806049942970276},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6623523235321045},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6038522124290466},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5946385860443115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5659196972846985},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5613481998443604},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.5460619330406189},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.48424288630485535},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.47181665897369385},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4631333649158478},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.44403403997421265},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.41706767678260803},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33931881189346313},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2411838173866272},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1939033567905426},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19086745381355286},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.11636525392532349},{"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":4,"locations":[{"id":"doi:10.1186/s40537-022-00622-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-022-00622-2","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-022-00622-2","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmid:35610999","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35610999","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of big data","raw_type":null},{"id":"pmh:oai:doaj.org/article:d60ed49537fc4eefab9e6f2e7c21eb43","is_oa":false,"landing_page_url":"https://doaj.org/article/d60ed49537fc4eefab9e6f2e7c21eb43","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 9, Iss 1, Pp 1-15 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9121859","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9121859","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Big Data","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s40537-022-00622-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-022-00622-2","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-022-00622-2","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8799999952316284,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322574","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78"},{"id":"https://openalex.org/F4320329659","display_name":"Thailand Science Research and Innovation","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4280563542.pdf","grobid_xml":"https://content.openalex.org/works/W4280563542.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1918839972","https://openalex.org/W2099813784","https://openalex.org/W2106686523","https://openalex.org/W2288128171","https://openalex.org/W2513928994","https://openalex.org/W2552192644","https://openalex.org/W2607644382","https://openalex.org/W2623212788","https://openalex.org/W2794065785","https://openalex.org/W2806881496","https://openalex.org/W2888728157","https://openalex.org/W2889097229","https://openalex.org/W2889361304","https://openalex.org/W2889686624","https://openalex.org/W2949006873","https://openalex.org/W2955922784","https://openalex.org/W3118909168","https://openalex.org/W4251372957","https://openalex.org/W6611691246"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W4379620016","https://openalex.org/W3154045278","https://openalex.org/W3210764983","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W4285162676","https://openalex.org/W4382052559","https://openalex.org/W3036529732","https://openalex.org/W2780266336"],"abstract_inverted_index":{"During":[0],"the":[1,4,39,58,73,106,118,124],"coronavirus":[2],"pandemic,":[3],"number":[5],"of":[6,48,139,148],"depression":[7,13,31,40,149],"cases":[8],"has":[9],"dramatically":[10],"increased.":[11],"Several":[12],"sufferers":[14],"disclose":[15],"their":[16],"actual":[17],"feeling":[18],"via":[19],"social":[20,27],"media.":[21],"Thus,":[22,151],"big":[23],"data":[24],"analytics":[25],"on":[26,132],"networks":[28],"for":[29],"real-time":[30],"detection":[32,74],"is":[33,154],"proposed.":[34],"This":[35,120],"research":[36,86,121],"work":[37,153],"detected":[38],"by":[41,126],"analyzing":[42,133],"both":[43],"demographic":[44,134],"characteristics":[45,135],"and":[46,98,136],"opinions":[47],"Twitter":[49,140],"users":[50],"during":[51],"a":[52,128,155],"two-month":[53],"period":[54],"after":[55],"having":[56],"answered":[57],"Patient":[59],"Health":[60],"Questionnaire-9":[61],"used":[62],"as":[63,72],"an":[64],"outcome":[65],"measure.":[66],"Machine":[67],"learning":[68,81],"techniques":[69,82,115],"were":[70],"applied":[71],"model":[75,130,143],"construction.":[76],"There":[77],"are":[78,88],"five":[79],"machine":[80],"explored":[83],"in":[84],"this":[85,152],"which":[87],"Support":[89],"Vector":[90],"Machine,":[91],"Decision":[92],"Tree,":[93],"Na\u00efve":[94],"Bayes,":[95],"Random":[96,107],"Forest,":[97],"Deep":[99],"Learning.":[100],"The":[101,142],"experimental":[102],"results":[103],"revealed":[104],"that":[105],"Forest":[108],"technique":[109],"achieved":[110],"higher":[111],"accuracy":[112],"than":[113],"other":[114],"to":[116,123],"detect":[117],"depression.":[119],"contributes":[122],"literature":[125],"introducing":[127],"novel":[129],"based":[131],"text":[137],"sentiment":[138],"users.":[141],"can":[144],"capture":[145],"depressive":[146],"moods":[147],"sufferers.":[150],"step":[156],"towards":[157],"reducing":[158],"depression-induced":[159],"suicide":[160],"rates.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":7}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}