{"id":"https://openalex.org/W2991130137","doi":"https://doi.org/10.1007/s41109-019-0215-3","title":"Model-based learning of information diffusion in social media networks","display_name":"Model-based learning of information diffusion in social media networks","publication_year":2019,"publication_date":"2019-11-26","ids":{"openalex":"https://openalex.org/W2991130137","doi":"https://doi.org/10.1007/s41109-019-0215-3","mag":"2991130137"},"language":"en","primary_location":{"id":"doi:10.1007/s41109-019-0215-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41109-019-0215-3","pdf_url":"https://appliednetsci.springeropen.com/track/pdf/10.1007/s41109-019-0215-3","source":{"id":"https://openalex.org/S3035517252","display_name":"Applied Network Science","issn_l":"2364-8228","issn":["2364-8228"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Applied Network Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://appliednetsci.springeropen.com/track/pdf/10.1007/s41109-019-0215-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039662673","display_name":"Zhecheng Qiang","orcid":"https://orcid.org/0000-0001-6124-3047"},"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":"Zhecheng Qiang","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, 32826, FL, USA"],"raw_orcid":"https://orcid.org/0000-0001-6124-3047","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, 32826, FL, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054940160","display_name":"Eduardo L. Pasiliao","orcid":"https://orcid.org/0000-0002-6403-6649"},"institutions":[{"id":"https://openalex.org/I2801461044","display_name":"Eglin Air Force Base","ror":"https://ror.org/002c7zk35","country_code":"US","type":"government","lineage":["https://openalex.org/I1330347796","https://openalex.org/I2801461044","https://openalex.org/I4210089612","https://openalex.org/I4210102105"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eduardo L. Pasiliao","raw_affiliation_strings":["Air Force Research Laboratory, EglinAFB, 32542, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Air Force Research Laboratory, EglinAFB, 32542, FL, USA","institution_ids":["https://openalex.org/I2801461044"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085814762","display_name":"Qipeng P. Zheng","orcid":"https://orcid.org/0000-0002-4597-3426"},"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":"Qipeng P. Zheng","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, 32826, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, University of Central Florida, Orlando, 32826, FL, USA","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5039662673"],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":1.2967,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.80879351,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"4","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9998000264167786,"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6952545642852783},{"id":"https://openalex.org/keywords/viral-marketing","display_name":"Viral marketing","score":0.6566034555435181},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5314366221427917},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.530874490737915},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.5150625109672546},{"id":"https://openalex.org/keywords/random-walk","display_name":"Random walk","score":0.5115078687667847},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.508712112903595},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5044952630996704},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4911465346813202},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4708402156829834},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1453070044517517}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6952545642852783},{"id":"https://openalex.org/C187008535","wikidata":"https://www.wikidata.org/wiki/Q204255","display_name":"Viral marketing","level":3,"score":0.6566034555435181},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5314366221427917},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.530874490737915},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.5150625109672546},{"id":"https://openalex.org/C121194460","wikidata":"https://www.wikidata.org/wiki/Q856741","display_name":"Random walk","level":2,"score":0.5115078687667847},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.508712112903595},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5044952630996704},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4911465346813202},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4708402156829834},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1453070044517517},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s41109-019-0215-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41109-019-0215-3","pdf_url":"https://appliednetsci.springeropen.com/track/pdf/10.1007/s41109-019-0215-3","source":{"id":"https://openalex.org/S3035517252","display_name":"Applied Network Science","issn_l":"2364-8228","issn":["2364-8228"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Applied Network Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:943d702281e7441d9f737e974952edb9","is_oa":true,"landing_page_url":"https://doaj.org/article/943d702281e7441d9f737e974952edb9","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Network Science, Vol 4, Iss 1, Pp 1-16 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s41109-019-0215-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41109-019-0215-3","pdf_url":"https://appliednetsci.springeropen.com/track/pdf/10.1007/s41109-019-0215-3","source":{"id":"https://openalex.org/S3035517252","display_name":"Applied Network Science","issn_l":"2364-8228","issn":["2364-8228"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Applied Network Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7400000095367432,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338294","display_name":"Air Force Research Laboratory","ror":"https://ror.org/02e2egq70"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2991130137.pdf","grobid_xml":"https://content.openalex.org/works/W2991130137.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W22273296","https://openalex.org/W1572431862","https://openalex.org/W1590012787","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W1752870744","https://openalex.org/W1856548066","https://openalex.org/W1975330620","https://openalex.org/W2000922801","https://openalex.org/W2030701825","https://openalex.org/W2041157860","https://openalex.org/W2061820396","https://openalex.org/W2073926352","https://openalex.org/W2139297408","https://openalex.org/W2317002898","https://openalex.org/W2557283755","https://openalex.org/W2741951152","https://openalex.org/W4211017427","https://openalex.org/W6604108353","https://openalex.org/W6631375215"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W1968064866","https://openalex.org/W2913870229","https://openalex.org/W2009647787","https://openalex.org/W2770232349","https://openalex.org/W2487162673","https://openalex.org/W2942366970","https://openalex.org/W2793211469","https://openalex.org/W810849147","https://openalex.org/W181064621"],"abstract_inverted_index":{"Abstract":[0],"Social":[1],"networks":[2,147],"have":[3,106,163],"become":[4],"widely":[5],"used":[6,108],"platforms":[7],"for":[8,21,87,139],"their":[9],"users":[10,94],"to":[11,109,148,166],"share":[12],"information.":[13],"Learning":[14],"the":[15,55,65,97,115,124,150,168,171],"information":[16,48,75],"diffusion":[17,49,89,125],"process":[18],"is":[19,62],"essential":[20],"successful":[22],"applications":[23],"of":[24,93,99,123,129,170],"viral":[25],"marketing":[26],"and":[27,160,174],"cyber":[28],"security":[29],"in":[30,47,77],"social":[31],"media":[32],"networks.":[33],"This":[34],"paper":[35,82,135],"proposes":[36,83],"two":[37],"learning":[38,44,85,141],"models":[39,112,142,173],"that":[40],"are":[41,121],"aimed":[42],"at":[43],"person-to-person":[45],"influence":[46,90,126],"from":[50],"historical":[51],"cascades":[52],"based":[53,63,95],"on":[54,64,96],"threshold":[56,67],"propagation":[57,68,76],"model.":[58,69],"The":[59],"first":[60],"model":[61,86],"linear":[66],"In":[70],"addition,":[71],"by":[72,113,143],"considering":[73],"multi-step":[74,88],"one":[78],"time":[79],"period,":[80],"this":[81,134],"a":[84],"between":[91,127],"pairs":[92,128],"idea":[98],"random":[100],"walk.":[101],"Mixed":[102],"integer":[103],"programs":[104],"(MIP)":[105],"been":[107,164],"learn":[110,149],"these":[111],"minimizing":[114],"prediction":[116],"errors,":[117],"where":[118],"decision":[119],"variables":[120],"estimations":[122],"users.":[130],"For":[131],"large-scale":[132],"networks,":[133],"develops":[136],"approximate":[137],"methods":[138],"those":[140],"using":[144,156],"artificial":[145],"neural":[146],"pairwise":[151],"influence.":[152],"Extensive":[153],"computational":[154],"experiments":[155],"both":[157],"synthetic":[158],"data":[159,162],"real":[161],"conducted":[165],"demonstrate":[167],"effectiveness":[169],"proposed":[172],"methods.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
