{"id":"https://openalex.org/W3110135259","doi":"https://doi.org/10.1155/2020/6629318","title":"The Spread of Information in Virtual Communities","display_name":"The Spread of Information in Virtual Communities","publication_year":2020,"publication_date":"2020-11-26","ids":{"openalex":"https://openalex.org/W3110135259","doi":"https://doi.org/10.1155/2020/6629318","mag":"3110135259"},"language":"en","primary_location":{"id":"doi:10.1155/2020/6629318","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2020/6629318","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/6629318.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2020/6629318.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100720503","display_name":"Zhen Zhang","orcid":"https://orcid.org/0000-0001-7905-7269"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhen Zhang","raw_affiliation_strings":["Department of Statistics, The Chinese University of Hong Kong, Hong Kong SAR, China"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, The Chinese University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100761227","display_name":"Jin Du","orcid":"https://orcid.org/0009-0006-0456-3988"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jin Du","raw_affiliation_strings":["Department of Statistics, The Chinese University of Hong Kong, Hong Kong SAR, China"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, The Chinese University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101676192","display_name":"Qingchun Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210097214","display_name":"Shandong Management University","ror":"https://ror.org/00vzprm14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210097214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingchun Meng","raw_affiliation_strings":["School of Management, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Management, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210097214","https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101576112","display_name":"Xiaoxia Rong","orcid":"https://orcid.org/0000-0002-1372-5268"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoxia Rong","raw_affiliation_strings":["School of Mathematics, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060018541","display_name":"Xiaodan Fan","orcid":"https://orcid.org/0000-0002-2744-9030"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Xiaodan Fan","raw_affiliation_strings":["Department of Statistics, The Chinese University of Hong Kong, Hong Kong SAR, China"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, The Chinese University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5060018541","https://openalex.org/A5101576112"],"corresponding_institution_ids":["https://openalex.org/I154099455","https://openalex.org/I177725633"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.1333,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.46814076,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9990000128746033,"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":0.9990000128746033,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.982699990272522,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/jaccard-index","display_name":"Jaccard index","score":0.8805568814277649},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7535118460655212},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5938783884048462},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5900294184684753},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5896593332290649},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.5176225304603577},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.43212705850601196},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.41220271587371826},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3908722400665283},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3751268684864044},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3737664222717285},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13141632080078125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10440582036972046},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.10019558668136597},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09742709994316101}],"concepts":[{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.8805568814277649},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7535118460655212},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5938783884048462},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5900294184684753},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5896593332290649},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5176225304603577},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.43212705850601196},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41220271587371826},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3908722400665283},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3751268684864044},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3737664222717285},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13141632080078125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10440582036972046},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.10019558668136597},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09742709994316101},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1155/2020/6629318","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2020/6629318","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/6629318.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:6629318","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2020/6629318.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:079e0291ef594b208ac2da5d3ef1d553","is_oa":true,"landing_page_url":"https://doaj.org/article/079e0291ef594b208ac2da5d3ef1d553","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2020 (2020)","raw_type":"article"},{"id":"pmh:oai:hindawi.com:10.1155/2020/6629318","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/6629318","pdf_url":null,"source":{"id":"https://openalex.org/S4306400340","display_name":"Hindawi Journal of Chemistry (Hindawi)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210126990","host_organization_name":"Hindawi (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210126990"],"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":"","raw_type":"Research Article"}],"best_oa_location":{"id":"doi:10.1155/2020/6629318","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2020/6629318","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/6629318.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G199954573","display_name":null,"funder_award_id":"T12-710/16-R","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3356646208","display_name":null,"funder_award_id":"2018IM020200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7033253288","display_name":null,"funder_award_id":"Grants","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7488766073","display_name":null,"funder_award_id":"71974115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3110135259.pdf","grobid_xml":"https://content.openalex.org/works/W3110135259.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1911711584","https://openalex.org/W1978710835","https://openalex.org/W1979081691","https://openalex.org/W2016349281","https://openalex.org/W2041563290","https://openalex.org/W2070722739","https://openalex.org/W2071249181","https://openalex.org/W2086157089","https://openalex.org/W2100637281","https://openalex.org/W2101234009","https://openalex.org/W2148606196","https://openalex.org/W2216946510","https://openalex.org/W2481617663","https://openalex.org/W2530320071","https://openalex.org/W2756898362","https://openalex.org/W2767530817","https://openalex.org/W2883497038","https://openalex.org/W2888169751","https://openalex.org/W2889391723","https://openalex.org/W2891442831","https://openalex.org/W2900129490","https://openalex.org/W2901405298","https://openalex.org/W2911320424","https://openalex.org/W2911964244","https://openalex.org/W2913283826","https://openalex.org/W2943547254","https://openalex.org/W2944790101","https://openalex.org/W2953588284","https://openalex.org/W2963218043","https://openalex.org/W2972811610","https://openalex.org/W2975973447","https://openalex.org/W2978899840","https://openalex.org/W2981483943","https://openalex.org/W2982097300","https://openalex.org/W2982681008","https://openalex.org/W2993791944","https://openalex.org/W3003718262","https://openalex.org/W3035175757","https://openalex.org/W3037819556","https://openalex.org/W3037826211","https://openalex.org/W3038062469","https://openalex.org/W3043329074","https://openalex.org/W4238452917","https://openalex.org/W4299492689","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W4254879869","https://openalex.org/W3022576529","https://openalex.org/W2628526247","https://openalex.org/W2596401011","https://openalex.org/W2913569734","https://openalex.org/W3127229356","https://openalex.org/W2000801317","https://openalex.org/W2294604808","https://openalex.org/W4386507344","https://openalex.org/W2389748081"],"abstract_inverted_index":{"With":[0],"the":[1,22,54,59,76,95,104,111,147,152,166],"growth":[2,142],"of":[3,56,134,138,168],"online":[4],"commerce,":[5],"companies":[6],"have":[7,102],"created":[8],"virtual":[9],"communities":[10],"(VCs)":[11],"where":[12],"users":[13,32,38],"can":[14,26],"create":[15],"posts":[16,20],"and":[17,35,64,110,143],"reply":[18],"to":[19,51,90,123,129,140,146,150,164,180,204],"about":[21],"company\u2019s":[23],"products.":[24],"VCs":[25],"be":[27],"represented":[28],"as":[29,33,39,127],"networks,":[30],"with":[31,88],"nodes":[34],"relationships":[36],"between":[37,106,154],"edges.":[40,44],"Information":[41],"propagates":[42],"through":[43,170,194],"In":[45,115],"VC":[46],"studies,":[47],"it":[48],"is":[49],"important":[50],"know":[52],"how":[53],"number":[55],"topics":[57,169],"concerning":[58],"product":[60],"grows":[61],"over":[62],"time":[63],"what":[65],"network":[66,125,159],"features":[67,109],"make":[68],"a":[69,85,131,171,195],"user":[70],"more":[71],"influential":[72],"than":[73],"others":[74],"in":[75,191],"information-spreading":[77],"process.":[78,98],"The":[79],"existing":[80],"literature":[81],"has":[82],"not":[83],"provided":[84],"quantitative":[86],"method":[87,176],"which":[89],"determine":[91,186],"key":[92],"points":[93],"during":[94],"topic":[96,141,192],"emergence":[97],"Also,":[99],"few":[100],"researchers":[101],"considered":[103],"link":[105],"multilayer":[107],"physical":[108],"nodes\u2019":[112],"spreading":[113,193],"influence.":[114],"this":[116],"paper,":[117],"we":[118],"present":[119],"two":[120,155],"new":[121],"ideas":[122],"enrich":[124],"theory":[126],"applied":[128,179],"VCs:":[130],"novel":[132],"application":[133],"an":[135,144,187],"adjusted":[136],"coefficient":[137,149],"determination":[139],"adjustment":[145],"Jaccard":[148],"measure":[151],"connection":[153],"users.":[156],"A":[157,173],"two-layer":[158],"model":[160],"was":[161,177],"first":[162],"used":[163],"study":[165],"spread":[167],"VC.":[172,196],"random":[174],"forest":[175],"then":[178],"rank":[181],"various":[182],"factors":[183],"that":[184],"might":[185],"individual":[188],"user\u2019s":[189],"importance":[190],"Our":[197],"research":[198],"provides":[199],"insightful":[200],"ways":[201],"for":[202],"enterprises":[203],"mine":[205],"information":[206],"from":[207],"VCs.":[208]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
