{"id":"https://openalex.org/W3013280359","doi":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00230","title":"Predicting Future Alleviation of Mental Illness in Social Media: An Empathy-Based Social Network Perspective","display_name":"Predicting Future Alleviation of Mental Illness in Social Media: An Empathy-Based Social Network Perspective","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3013280359","doi":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00230","mag":"3013280359"},"language":"en","primary_location":{"id":"doi:10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00230","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00230","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom)","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/A5108300723","display_name":"Yibo Chai","orcid":null},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yibo Chai","raw_affiliation_strings":["School of Culture and Communication, Central University of Finance and Economics, Beijing, China","School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Culture and Communication, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]},{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049437213","display_name":"Fengyang Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengyang Wu","raw_affiliation_strings":["School of Culture and Communication, Central University of Finance and Economics, Beijing, China","School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Culture and Communication, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]},{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004574781","display_name":"Rui Sun","orcid":"https://orcid.org/0000-0002-2518-7460"},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Sun","raw_affiliation_strings":["School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009338775","display_name":"Zhong-Liang Zhang","orcid":"https://orcid.org/0000-0001-6555-7908"},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongliang Zhang","raw_affiliation_strings":["School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010206530","display_name":"Jie Bao","orcid":"https://orcid.org/0000-0002-1993-7309"},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Bao","raw_affiliation_strings":["School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101183111","display_name":"Runxin Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runxin Ma","raw_affiliation_strings":["School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054916881","display_name":"Qizhou Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qizhou Peng","raw_affiliation_strings":["School of Insurance, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Insurance, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084422828","display_name":"Danqin Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danqin Wu","raw_affiliation_strings":["School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039001935","display_name":"Yexing Wan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yexing Wan","raw_affiliation_strings":["Shenzhen Corerain Technologies Co. Ltd, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Corerain Technologies Co. Ltd, Shenzhen, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101829324","display_name":"Keyu Li","orcid":null},"institutions":[{"id":"https://openalex.org/I137867983","display_name":"Central University of Finance and Economics","ror":"https://ror.org/008e3hf02","country_code":"CN","type":"education","lineage":["https://openalex.org/I137867983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keyu Li","raw_affiliation_strings":["School of Information, Central University of Finance and Economics, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information, Central University of Finance and Economics, Beijing, China","institution_ids":["https://openalex.org/I137867983"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5108300723"],"corresponding_institution_ids":["https://openalex.org/I137867983"],"apc_list":null,"apc_paid":null,"fwci":0.2592,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67054787,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1405","issue":null,"first_page":"1564","last_page":"1571"},"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/T11519","display_name":"Digital Mental Health Interventions","score":0.992900013923645,"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"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9894000291824341,"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/empathy","display_name":"Empathy","score":0.7451251745223999},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7148395776748657},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6393526196479797},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6296525001525879},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6168312430381775},{"id":"https://openalex.org/keywords/mental-illness","display_name":"Mental illness","score":0.5722855925559998},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5312696695327759},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.529344916343689},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5026652812957764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49604353308677673},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4436432719230652},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42216426134109497},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.2793131470680237},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2346167266368866},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13927572965621948},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.12287861108779907}],"concepts":[{"id":"https://openalex.org/C2779885105","wikidata":"https://www.wikidata.org/wiki/Q182263","display_name":"Empathy","level":2,"score":0.7451251745223999},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7148395776748657},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6393526196479797},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6296525001525879},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6168312430381775},{"id":"https://openalex.org/C2776674806","wikidata":"https://www.wikidata.org/wiki/Q12135","display_name":"Mental illness","level":3,"score":0.5722855925559998},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5312696695327759},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.529344916343689},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5026652812957764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49604353308677673},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4436432719230652},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42216426134109497},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.2793131470680237},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2346167266368866},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13927572965621948},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.12287861108779907},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","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},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00230","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00230","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6600000262260437,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W621219034","https://openalex.org/W1247310433","https://openalex.org/W1522301498","https://openalex.org/W1614298861","https://openalex.org/W1963641458","https://openalex.org/W1977556410","https://openalex.org/W1977705949","https://openalex.org/W1991437906","https://openalex.org/W2038181615","https://openalex.org/W2054893680","https://openalex.org/W2087906757","https://openalex.org/W2112615110","https://openalex.org/W2116261113","https://openalex.org/W2116341502","https://openalex.org/W2118826874","https://openalex.org/W2121001699","https://openalex.org/W2121412563","https://openalex.org/W2121875784","https://openalex.org/W2131744502","https://openalex.org/W2135539572","https://openalex.org/W2152300073","https://openalex.org/W2154851992","https://openalex.org/W2154887492","https://openalex.org/W2163605009","https://openalex.org/W2165763581","https://openalex.org/W2171707538","https://openalex.org/W2182854643","https://openalex.org/W2194775991","https://openalex.org/W2251541206","https://openalex.org/W2405042511","https://openalex.org/W2602628430","https://openalex.org/W2611802400","https://openalex.org/W2620864821","https://openalex.org/W2732182643","https://openalex.org/W2741216199","https://openalex.org/W2741937156","https://openalex.org/W2808373708","https://openalex.org/W2889391310","https://openalex.org/W2911964244","https://openalex.org/W2942522401","https://openalex.org/W2962848499","https://openalex.org/W2963840672","https://openalex.org/W2964015378","https://openalex.org/W3104097132","https://openalex.org/W4242088845","https://openalex.org/W6631190155","https://openalex.org/W6636510571","https://openalex.org/W6644682428","https://openalex.org/W6679775712","https://openalex.org/W6684191040","https://openalex.org/W6696085341","https://openalex.org/W6726873649","https://openalex.org/W6758327135","https://openalex.org/W6779674110"],"related_works":["https://openalex.org/W2022249999","https://openalex.org/W2790197180","https://openalex.org/W2321298859","https://openalex.org/W2020597600","https://openalex.org/W2623239735","https://openalex.org/W2914237138","https://openalex.org/W2049690772","https://openalex.org/W1443290736","https://openalex.org/W2894933737","https://openalex.org/W3216436282"],"abstract_inverted_index":{"Numerous":[0],"studies":[1],"have":[2],"shown":[3],"that":[4],"users'":[5],"posts":[6],"on":[7],"social":[8,75,83],"media":[9,84],"can":[10,25,36],"explicitly":[11],"or":[12],"implicitly":[13],"reflect":[14],"various":[15,79],"human":[16],"psychological":[17],"characteristics.":[18],"Through":[19],"mining":[20],"these":[21],"data,":[22],"predictive":[23],"models":[24],"be":[26],"built":[27],"to":[28,77,92,113],"forecast":[29],"and":[30,41,49,59,101,121],"analyze":[31],"potential":[32],"mental":[33,126],"illness,":[34],"which":[35],"facilitate":[37],"therapeutic":[38],"decision":[39],"making":[40],"offer":[42],"the":[43,61,69,117,135],"best":[44],"hope":[45],"for":[46],"early":[47],"interventions":[48],"treatments.":[50],"However,":[51],"most":[52],"existing":[53],"approaches":[54],"face":[55],"severe":[56],"information":[57,80,100],"loss":[58],"ignore":[60],"time":[62],"dynamics":[63],"of":[64,125],"user":[65],"behaviour.":[66],"To":[67],"fill":[68],"research":[70],"gaps,":[71],"we":[72,106],"use":[73],"time-aware":[74],"networks":[76,120],"combine":[78],"sources":[81],"in":[82],"posts.":[85],"Also,":[86],"machine":[87],"learning":[88,111],"detectors":[89],"are":[90],"trained":[91],"automatically":[93],"identify":[94],"empathic":[95],"interactions,":[96],"filter":[97],"out":[98],"irrelevant":[99],"construct":[102],"empathy-based":[103],"networks.":[104],"Finally,":[105],"devise":[107],"a":[108],"hybrid":[109],"deep":[110],"algorithm":[112],"learn":[114],"embeddings":[115],"from":[116],"dynamic":[118],"feature-rich":[119],"predict":[122],"future":[123],"alleviation":[124],"illness.":[127],"Compared":[128],"with":[129,138],"strong":[130],"baselines,":[131],"our":[132],"approach":[133],"achieves":[134],"best-performing":[136],"results":[137],"efficient":[139],"computation":[140],"speed.":[141]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}