{"id":"https://openalex.org/W2725175650","doi":"https://doi.org/10.1108/el-09-2016-0194","title":"Information diffusion on communication networks based on Big Data analysis","display_name":"Information diffusion on communication networks based on Big Data analysis","publication_year":2017,"publication_date":"2017-07-03","ids":{"openalex":"https://openalex.org/W2725175650","doi":"https://doi.org/10.1108/el-09-2016-0194","mag":"2725175650"},"language":"en","primary_location":{"id":"doi:10.1108/el-09-2016-0194","is_oa":false,"landing_page_url":"https://doi.org/10.1108/el-09-2016-0194","pdf_url":null,"source":{"id":"https://openalex.org/S902750600","display_name":"The Electronic Library","issn_l":"0264-0473","issn":["0264-0473","1758-616X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Electronic Library","raw_type":"journal-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/A5035113033","display_name":"Nan Zhou","orcid":"https://orcid.org/0000-0001-5541-9421"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Zhou","raw_affiliation_strings":["Hangzhou Normal University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019096898","display_name":"Xiu\u2010Xiu Zhan","orcid":"https://orcid.org/0000-0002-9013-7590"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Xiu-Xiu Zhan","raw_affiliation_strings":["Delft University of Technology, Delft, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047396363","display_name":"Song Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Song Lin","raw_affiliation_strings":["Hangzhou Normal University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087450925","display_name":"Shang-Hui Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shang-Hui Yang","raw_affiliation_strings":["Hangzhou Normal University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100326610","display_name":"Chuang Liu","orcid":"https://orcid.org/0000-0002-1911-0184"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Liu","raw_affiliation_strings":["Hangzhou Normal University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033844050","display_name":"Gui\u2010Quan Sun","orcid":"https://orcid.org/0000-0002-1831-1603"},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gui-Quan Sun","raw_affiliation_strings":["Shanxi University, Taiyuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanxi University, Taiyuan, China","institution_ids":["https://openalex.org/I181877577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062300084","display_name":"Zi\u2010Ke Zhang","orcid":"https://orcid.org/0000-0002-6203-7621"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zi-Ke Zhang","raw_affiliation_strings":["Hangzhou Normal University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Normal University, Hangzhou, China","institution_ids":["https://openalex.org/I163151501"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1737,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.48378574,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"35","issue":"4","first_page":"745","last_page":"757"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9998999834060669,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9998999834060669,"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/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/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.723632276058197},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.609514594078064},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5963302850723267},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5384355187416077},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5265538692474365},{"id":"https://openalex.org/keywords/information-dissemination","display_name":"Information Dissemination","score":0.49781036376953125},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4837465286254883},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.45080652832984924},{"id":"https://openalex.org/keywords/information-system","display_name":"Information system","score":0.420947790145874},{"id":"https://openalex.org/keywords/diffusion-of-innovations","display_name":"Diffusion of innovations","score":0.4137341380119324},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22978153824806213},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.10039079189300537},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.0967302918434143},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08888807892799377}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.723632276058197},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.609514594078064},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5963302850723267},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5384355187416077},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5265538692474365},{"id":"https://openalex.org/C2779494480","wikidata":"https://www.wikidata.org/wiki/Q188728","display_name":"Information Dissemination","level":2,"score":0.49781036376953125},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4837465286254883},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45080652832984924},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.420947790145874},{"id":"https://openalex.org/C2780917687","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Diffusion of innovations","level":2,"score":0.4137341380119324},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22978153824806213},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10039079189300537},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0967302918434143},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08888807892799377},{"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/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/el-09-2016-0194","is_oa":false,"landing_page_url":"https://doi.org/10.1108/el-09-2016-0194","pdf_url":null,"source":{"id":"https://openalex.org/S902750600","display_name":"The Electronic Library","issn_l":"0264-0473","issn":["0264-0473","1758-616X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Electronic Library","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W82211948","https://openalex.org/W1417125139","https://openalex.org/W1540025607","https://openalex.org/W1566772816","https://openalex.org/W1572725629","https://openalex.org/W1735985391","https://openalex.org/W1978710835","https://openalex.org/W1980868027","https://openalex.org/W1983275606","https://openalex.org/W2008620264","https://openalex.org/W2012662151","https://openalex.org/W2017880525","https://openalex.org/W2022780164","https://openalex.org/W2023354766","https://openalex.org/W2023655578","https://openalex.org/W2025572017","https://openalex.org/W2027135291","https://openalex.org/W2028055861","https://openalex.org/W2033626294","https://openalex.org/W2038610350","https://openalex.org/W2047003964","https://openalex.org/W2049607688","https://openalex.org/W2054476043","https://openalex.org/W2056760935","https://openalex.org/W2058105398","https://openalex.org/W2059722914","https://openalex.org/W2063276423","https://openalex.org/W2070645266","https://openalex.org/W2070977648","https://openalex.org/W2072340843","https://openalex.org/W2076431844","https://openalex.org/W2095609033","https://openalex.org/W2097343308","https://openalex.org/W2100347631","https://openalex.org/W2101645017","https://openalex.org/W2101770369","https://openalex.org/W2109207218","https://openalex.org/W2109277880","https://openalex.org/W2111002549","https://openalex.org/W2112935688","https://openalex.org/W2127048411","https://openalex.org/W2128366083","https://openalex.org/W2130224277","https://openalex.org/W2141113219","https://openalex.org/W2142610630","https://openalex.org/W2145845082","https://openalex.org/W2152900968","https://openalex.org/W2153028052","https://openalex.org/W2161605580","https://openalex.org/W2164227199","https://openalex.org/W2180256466","https://openalex.org/W2205392652","https://openalex.org/W2208950600","https://openalex.org/W2324496393","https://openalex.org/W2436722960","https://openalex.org/W2472094594","https://openalex.org/W2493103841","https://openalex.org/W3100447784","https://openalex.org/W3101549891","https://openalex.org/W3103616114","https://openalex.org/W3104607178","https://openalex.org/W3122181997","https://openalex.org/W3122648618","https://openalex.org/W4251402925","https://openalex.org/W6668338828","https://openalex.org/W6674545309"],"related_works":["https://openalex.org/W1667647204","https://openalex.org/W2404647514","https://openalex.org/W4247536566","https://openalex.org/W2018477250","https://openalex.org/W3119814709","https://openalex.org/W4241418540","https://openalex.org/W1508895727","https://openalex.org/W2143350344","https://openalex.org/W2480563107","https://openalex.org/W4254865102"],"abstract_inverted_index":{"Purpose":[0],"Information":[1,67],"carriers":[2,47,216],"(including":[3],"mass":[4],"media":[5],"and":[6,81,125,166],"We-Media)":[7],"play":[8],"important":[9],"roles":[10],"in":[11,26,109,185,189],"information":[12,30,46,76,94,105,120,122,178,204,220],"diffusion":[13,68],"on":[14,199,209,214],"social":[15,142,210],"networks.":[16],"The":[17,128,139,164,180],"purpose":[18],"of":[19,29,42,44,51,57,64,86,93,119,130,141,147,154,160,168,177,203],"this":[20,169],"paper":[21],"is":[22,100],"to":[23,61,72,89,102],"investigate":[24],"changes":[25,78],"the":[27,55,62,75,91,110,117,131,145,158,175,190,215,219],"dissemination":[28,146],"combing":[31],"with":[32,79,116],"data":[33,85],"analysis.":[34],"Design/methodology/approach":[35],"This":[36,193],"work":[37,170,194],"analyzed":[38],"nearly":[39],"200":[40],"years":[41],"coverage":[43],"different":[45,49],"during":[48],"periods":[50],"human":[52],"society,":[53],"from":[54],"period":[56,63],"only":[58,208],"mouth-to-mouth":[59],"communication":[60],"modern":[65],"society.":[66],"models":[69],"are":[70,150],"built":[71],"illustrate":[73],"how":[74],"dynamic":[77],"time":[80],"combined":[82],"box":[83],"office":[84],"several":[87],"movies":[88],"predict":[90],"process":[92],"diffusion.":[95],"In":[96],"addition,":[97],"a":[98,200],"metric":[99,132,181],"defined":[101],"identify":[103],"which":[104],"would":[106],"become":[107],"news":[108,188],"future.":[111,191],"Findings":[112],"Results":[113],"show":[114],"that":[115,156],"development":[118],"carriers,":[121],"spreads":[123],"faster":[124],"wider":[126],"nowadays.":[127],"correctness":[129],"proposed":[133,182],"has":[134],"been":[135],"validated.":[136],"Research":[137],"limitations/implications":[138],"structure":[140],"networks":[143,211],"influences":[144],"information.":[148],"There":[149],"an":[151],"enormous":[152],"number":[153],"factors":[155],"influence":[157],"formation":[159],"hotspots.":[161],"Practical":[162],"implications":[163],"results":[165],"conclusion":[167],"will":[171,183],"benefit":[172],"by":[173],"predicting":[174],"evolution":[176],"carriers.":[179],"aid":[184],"searching":[186],"hot":[187],"Originality/value":[192],"may":[195],"shed":[196],"some":[197],"light":[198],"better":[201],"understanding":[202],"diffusion,":[205],"spreading":[206],"not":[207],"but":[212],"also":[213],"used":[217],"for":[218],"spreading.":[221]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}