{"id":"https://openalex.org/W2897980426","doi":"https://doi.org/10.1145/3269206.3269313","title":"Predicting Personal Life Events from Streaming Social Content","display_name":"Predicting Personal Life Events from Streaming Social Content","publication_year":2018,"publication_date":"2018-10-17","ids":{"openalex":"https://openalex.org/W2897980426","doi":"https://doi.org/10.1145/3269206.3269313","mag":"2897980426"},"language":"en","primary_location":{"id":"doi:10.1145/3269206.3269313","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3269206.3269313","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM International Conference on Information and Knowledge Management","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/A5038592712","display_name":"Maryam Khodabakhsh","orcid":"https://orcid.org/0009-0009-8631-8872"},"institutions":[{"id":"https://openalex.org/I86958956","display_name":"Ferdowsi University of Mashhad","ror":"https://ror.org/00g6ka752","country_code":"IR","type":"education","lineage":["https://openalex.org/I86958956"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Maryam Khodabakhsh","raw_affiliation_strings":["Ferdowsi University of Mashhad, Mashhad, Iran"],"affiliations":[{"raw_affiliation_string":"Ferdowsi University of Mashhad, Mashhad, Iran","institution_ids":["https://openalex.org/I86958956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019367061","display_name":"Hossein Fani","orcid":"https://orcid.org/0000-0002-6033-6564"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hossein Fani","raw_affiliation_strings":["University of New Brunswick, Fredericton, Canada"],"affiliations":[{"raw_affiliation_string":"University of New Brunswick, Fredericton, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084754913","display_name":"Fattane Zarrinkalam","orcid":null},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fattane Zarrinkalam","raw_affiliation_strings":["Ryerson University, Toronto, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ryerson University, Toronto, ON, Canada","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064660738","display_name":"Ebrahim Bagheri","orcid":"https://orcid.org/0000-0002-5148-6237"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ebrahim Bagheri","raw_affiliation_strings":["Ryerson University, Toronto, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ryerson University, Toronto, ON, Canada","institution_ids":["https://openalex.org/I530967"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038592712"],"corresponding_institution_ids":["https://openalex.org/I86958956"],"apc_list":null,"apc_paid":null,"fwci":0.7854,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.81171377,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1751","last_page":"1754"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10028","display_name":"Topic Modeling","score":0.9927999973297119,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/event","display_name":"Event (particle physics)","score":0.8044500350952148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6748204231262207},{"id":"https://openalex.org/keywords/personal-life","display_name":"Personal life","score":0.655060887336731},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5815449357032776},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.48269081115722656},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4629676342010498},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.4133099615573883},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20965564250946045},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11895310878753662}],"concepts":[{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.8044500350952148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6748204231262207},{"id":"https://openalex.org/C2780323112","wikidata":"https://www.wikidata.org/wiki/Q2867027","display_name":"Personal life","level":2,"score":0.655060887336731},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5815449357032776},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.48269081115722656},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4629676342010498},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.4133099615573883},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20965564250946045},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11895310878753662},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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":1,"locations":[{"id":"doi:10.1145/3269206.3269313","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3269206.3269313","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1079929410","display_name":null,"funder_award_id":"RGPIN-2015-06118","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W114461282","https://openalex.org/W1667916464","https://openalex.org/W2015229913","https://openalex.org/W2064675550","https://openalex.org/W2079061956","https://openalex.org/W2106191791","https://openalex.org/W2161628678","https://openalex.org/W2169240294","https://openalex.org/W2397829822","https://openalex.org/W2793180589"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2085384747","https://openalex.org/W2088166309","https://openalex.org/W1891216533","https://openalex.org/W4312133475","https://openalex.org/W4238976562","https://openalex.org/W2276587472","https://openalex.org/W2615795876","https://openalex.org/W2049612369","https://openalex.org/W2770872919"],"abstract_inverted_index":{"Researchers":[0],"have":[1,119],"shown":[2],"that":[3,110,147,168],"it":[4],"is":[5,22],"possible":[6],"to":[7,63,97,145],"identify":[8],"reported":[9,54,137],"instances":[10],"of":[11,41,81,91,116,133,156,163,193],"personal":[12,25,45,55,65,82,113,138],"life":[13,26,46,56,66,83,100,114,128,139,158,175,185,195],"events":[14,115,140,159,186],"from":[15],"users'":[16,43],"social":[17,76],"content,":[18],"e.g.,":[19],"tweets.":[20],"This":[21],"known":[23],"as":[24,64],"event":[27,47,67,84,101,176],"detection.":[28],"In":[29,104],"this":[30],"paper,":[31],"we":[32,61,108],"take":[33],"a":[34,58,71,99,117],"step":[35],"forward":[36],"and":[37,86,152,160],"explore":[38],"the":[39,51,79,92,125,131,154,161,164,191],"possibility":[40],"predicting":[42],"next":[44],"based":[48],"solely":[49],"on":[50],"their":[52],"historically":[53,136],"events,":[57],"task":[59],"which":[60],"refer":[62],"prediction.":[68],"We":[69],"present":[70],"framework":[72,93],"for":[73,78,123,173,190],"modeling":[74],"streaming":[75],"content":[77],"purpose":[80],"prediction":[85,102,180,192],"describe":[87],"how":[88],"various":[89],"instantiations":[90],"can":[94,178],"be":[95],"developed":[96],"build":[98],"model.":[103],"our":[105],"extensive":[106],"experiments,":[107],"find":[109],"(i)":[111],"historical":[112,157],"user":[118],"strong":[120],"predictive":[121],"power":[122],"determining":[124],"user's":[126],"future":[127,194],"event;":[129],"(ii)":[130],"consideration":[132],"sequence":[134],"in":[135],"shows":[141],"inferior":[142],"performance":[143,181],"compared":[144],"models":[146],"do":[148],"not":[149],"consider":[150],"sequence,":[151],"(iii)":[153],"number":[155],"length":[162],"past":[165],"time":[166],"intervals":[167],"are":[169],"taken":[170],"into":[171],"account":[172],"making":[174],"predictions":[177],"impact":[179],"whereby":[182],"more":[183,188],"recent":[184],"show":[187],"relevance":[189],"events.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}