{"id":"https://openalex.org/W2995615891","doi":"https://doi.org/10.3390/info10120394","title":"An LSTM Model for Predicting Cross-Platform Bursts of Social Media Activity","display_name":"An LSTM Model for Predicting Cross-Platform Bursts of Social Media Activity","publication_year":2019,"publication_date":"2019-12-14","ids":{"openalex":"https://openalex.org/W2995615891","doi":"https://doi.org/10.3390/info10120394","mag":"2995615891"},"language":"en","primary_location":{"id":"doi:10.3390/info10120394","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info10120394","pdf_url":"https://www.mdpi.com/2078-2489/10/12/394/pdf?version=1576304870","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/10/12/394/pdf?version=1576304870","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013248060","display_name":"Neda Hajiakhoond Bidoki","orcid":"https://orcid.org/0000-0002-6741-6735"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neda Hajiakhoond Bidoki","raw_affiliation_strings":["Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058939672","display_name":"Alexander V. Mantzaris","orcid":"https://orcid.org/0000-0002-0026-5725"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander V. Mantzaris","raw_affiliation_strings":["Department of Statistics and Data Science, University of Central Florida, Orlando, FL 32816, USA"],"affiliations":[{"raw_affiliation_string":"Department of Statistics and Data Science, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025542785","display_name":"Gita Sukthankar","orcid":"https://orcid.org/0000-0002-6863-6609"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Gita Sukthankar","raw_affiliation_strings":["Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5025542785"],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.0077,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.77167198,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"10","issue":"12","first_page":"394","last_page":"394"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9940000176429749,"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/leverage","display_name":"Leverage (statistics)","score":0.8782833814620972},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.8367964625358582},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7852743864059448},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.681710422039032},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4580044746398926},{"id":"https://openalex.org/keywords/cross-platform","display_name":"Cross-platform","score":0.44987595081329346},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4131827652454376},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3354598879814148},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1702565848827362}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.8782833814620972},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.8367964625358582},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7852743864059448},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.681710422039032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4580044746398926},{"id":"https://openalex.org/C92400490","wikidata":"https://www.wikidata.org/wiki/Q174666","display_name":"Cross-platform","level":2,"score":0.44987595081329346},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4131827652454376},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3354598879814148},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1702565848827362},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info10120394","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info10120394","pdf_url":"https://www.mdpi.com/2078-2489/10/12/394/pdf?version=1576304870","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:mdpi.com:/2078-2489/10/12/394/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/info10120394","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Information","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/info10120394","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info10120394","pdf_url":"https://www.mdpi.com/2078-2489/10/12/394/pdf?version=1576304870","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2816937914","display_name":null,"funder_award_id":"FA8650-18-C-7823","funder_id":"https://openalex.org/F4320332815","funder_display_name":"Advanced Research Projects Agency"},{"id":"https://openalex.org/G4086987488","display_name":null,"funder_award_id":"A8650-18-C-7823","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G7160637100","display_name":null,"funder_award_id":"FA8650-18-C-7823","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320310161","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"},{"id":"https://openalex.org/F4320332815","display_name":"Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2995615891.pdf","grobid_xml":"https://content.openalex.org/works/W2995615891.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W134381189","https://openalex.org/W780097033","https://openalex.org/W863049760","https://openalex.org/W950821216","https://openalex.org/W1499517307","https://openalex.org/W1521478692","https://openalex.org/W1590495275","https://openalex.org/W1969599049","https://openalex.org/W1970777322","https://openalex.org/W1972309850","https://openalex.org/W1982381099","https://openalex.org/W1998002546","https://openalex.org/W2010309650","https://openalex.org/W2015186536","https://openalex.org/W2032897813","https://openalex.org/W2052461242","https://openalex.org/W2061901927","https://openalex.org/W2064675550","https://openalex.org/W2067268428","https://openalex.org/W2080290417","https://openalex.org/W2095705004","https://openalex.org/W2107884625","https://openalex.org/W2109603058","https://openalex.org/W2119516593","https://openalex.org/W2122131676","https://openalex.org/W2140540364","https://openalex.org/W2141250202","https://openalex.org/W2143389120","https://openalex.org/W2171468534","https://openalex.org/W2184179640","https://openalex.org/W2232384272","https://openalex.org/W2257559988","https://openalex.org/W2485883311","https://openalex.org/W2545587473","https://openalex.org/W2545778708","https://openalex.org/W2751397334","https://openalex.org/W2784103426","https://openalex.org/W2899251124","https://openalex.org/W2911567805","https://openalex.org/W2952108851","https://openalex.org/W2963914481","https://openalex.org/W2963919031","https://openalex.org/W2964269387","https://openalex.org/W2966841017","https://openalex.org/W2995345500","https://openalex.org/W3121431518","https://openalex.org/W3125349714","https://openalex.org/W4312248975","https://openalex.org/W6628308535","https://openalex.org/W6654058783","https://openalex.org/W6670263645","https://openalex.org/W6674330103","https://openalex.org/W6755282952"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2093123876","https://openalex.org/W4390723067","https://openalex.org/W4388192780"],"abstract_inverted_index":{"Burst":[0],"analysis":[1],"and":[2,46,83,101],"prediction":[3,140],"is":[4,74,111,131],"a":[5,28,65,139],"fundamental":[6],"problem":[7],"in":[8,76],"social":[9,55,67],"network":[10],"analysis,":[11],"since":[12],"user":[13],"activities":[14],"have":[15,19],"been":[16],"shown":[17],"to":[18,78,92,113,119],"an":[20],"intrinsically":[21],"bursty":[22],"nature.":[23],"Bursts":[24],"may":[25,58],"also":[26],"be":[27,41,59,148],"signal":[29],"of":[30,34,49,129],"topics":[31],"that":[32,106],"are":[33,47],"growing":[35],"real-world":[36],"interest.":[37],"Since":[38],"bursts":[39,63,143],"can":[40,137,147],"caused":[42],"by":[43],"exogenous":[44],"phenomena":[45],"indicative":[48],"burgeoning":[50],"popularity,":[51],"leveraging":[52],"cross":[53],"platform":[54,146],"media":[56,68],"data":[57,90],"valuable":[60],"for":[61,141],"predicting":[62],"within":[64],"single":[66],"platform.":[69],"A":[70],"Long-Short-Term-Memory":[71],"(LSTM)":[72],"model":[73,95,110,136],"proposed":[75],"order":[77],"capture":[79],"the":[80,94,107,115,134],"temporal":[81],"dependencies":[82],"associations":[84],"based":[85,109],"upon":[86],"activity":[87],"information.":[88],"The":[89],"used":[91],"test":[93],"was":[96],"collected":[97],"from":[98,127],"Twitter,":[99],"Github,":[100],"Reddit.":[102],"Our":[103],"results":[104],"show":[105],"LSTM":[108],"able":[112],"leverage":[114],"complex":[116],"cross-platform":[117],"dynamics":[118],"predict":[120],"bursts.":[121],"In":[122],"situations":[123],"where":[124],"information":[125],"gathering":[126],"platforms":[128],"concern":[130],"not":[132],"possible":[133],"learned":[135],"provide":[138],"whether":[142],"on":[144],"another":[145],"expected.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}