{"id":"https://openalex.org/W4396918152","doi":"https://doi.org/10.1109/isdfs60797.2024.10527252","title":"Opinions Evolution Analysis in Time-varying Social Networks: A Silent Spiral Opinion Model","display_name":"Opinions Evolution Analysis in Time-varying Social Networks: A Silent Spiral Opinion Model","publication_year":2024,"publication_date":"2024-04-29","ids":{"openalex":"https://openalex.org/W4396918152","doi":"https://doi.org/10.1109/isdfs60797.2024.10527252"},"language":"en","primary_location":{"id":"doi:10.1109/isdfs60797.2024.10527252","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isdfs60797.2024.10527252","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 12th International Symposium on Digital Forensics and Security (ISDFS)","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/A5034772874","display_name":"Shan Liu","orcid":"https://orcid.org/0000-0001-5511-2139"},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shan Liu","raw_affiliation_strings":["Communication University of China,Department of Intelligent Science,Beijing,P.R. China","Department of Intelligent Science, Communication University of China, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"Communication University of China,Department of Intelligent Science,Beijing,P.R. China","institution_ids":["https://openalex.org/I75689368"]},{"raw_affiliation_string":"Department of Intelligent Science, Communication University of China, Beijing, P.R. China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114238103","display_name":"Hanfei Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanfei Zhao","raw_affiliation_strings":["Communication University of China,Department of Intelligent Science,Beijing,P.R. China","Department of Intelligent Science, Communication University of China, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"Communication University of China,Department of Intelligent Science,Beijing,P.R. China","institution_ids":["https://openalex.org/I75689368"]},{"raw_affiliation_string":"Department of Intelligent Science, Communication University of China, Beijing, P.R. China","institution_ids":["https://openalex.org/I75689368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034772874"],"corresponding_institution_ids":["https://openalex.org/I75689368"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06548583,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","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/T12592","display_name":"Opinion Dynamics and Social Influence","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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9991000294685364,"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/T10557","display_name":"Social Media and Politics","score":0.9150999784469604,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpersonal-communication","display_name":"Interpersonal communication","score":0.657304048538208},{"id":"https://openalex.org/keywords/phenomenon","display_name":"Phenomenon","score":0.6522994041442871},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.6135852932929993},{"id":"https://openalex.org/keywords/silence","display_name":"Silence","score":0.5869894623756409},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5595401525497437},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5233035087585449},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.502291202545166},{"id":"https://openalex.org/keywords/spiral","display_name":"Spiral (railway)","score":0.48391419649124146},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.4587107300758362},{"id":"https://openalex.org/keywords/closure","display_name":"Closure (psychology)","score":0.4534970223903656},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.43112173676490784},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.41669487953186035},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.35006025433540344},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3420916795730591},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3247053027153015},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.20686432719230652},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19713497161865234},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.19002977013587952},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.16681361198425293},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1617722511291504},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.1123867928981781}],"concepts":[{"id":"https://openalex.org/C164850336","wikidata":"https://www.wikidata.org/wiki/Q3685487","display_name":"Interpersonal communication","level":2,"score":0.657304048538208},{"id":"https://openalex.org/C50335755","wikidata":"https://www.wikidata.org/wiki/Q483247","display_name":"Phenomenon","level":2,"score":0.6522994041442871},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.6135852932929993},{"id":"https://openalex.org/C2781115785","wikidata":"https://www.wikidata.org/wiki/Q502261","display_name":"Silence","level":2,"score":0.5869894623756409},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5595401525497437},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5233035087585449},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.502291202545166},{"id":"https://openalex.org/C174128100","wikidata":"https://www.wikidata.org/wiki/Q846907","display_name":"Spiral (railway)","level":2,"score":0.48391419649124146},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.4587107300758362},{"id":"https://openalex.org/C146834321","wikidata":"https://www.wikidata.org/wiki/Q2979672","display_name":"Closure (psychology)","level":2,"score":0.4534970223903656},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.43112173676490784},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41669487953186035},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.35006025433540344},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3420916795730591},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3247053027153015},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.20686432719230652},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19713497161865234},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.19002977013587952},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16681361198425293},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1617722511291504},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.1123867928981781},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isdfs60797.2024.10527252","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isdfs60797.2024.10527252","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 12th International Symposium on Digital Forensics and Security (ISDFS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G6875186976","display_name":null,"funder_award_id":"2022YFC3302100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8111404763","display_name":null,"funder_award_id":"19ZDA272","funder_id":"https://openalex.org/F4320327557","funder_display_name":"National Office for Philosophy and Social Sciences"},{"id":"https://openalex.org/G8864238414","display_name":null,"funder_award_id":"61901421","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"},{"id":"https://openalex.org/F4320327557","display_name":"National Office for Philosophy and Social Sciences","ror":"https://ror.org/04m0ms912"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1573579329","https://openalex.org/W2024433234","https://openalex.org/W2027514326","https://openalex.org/W2035381879","https://openalex.org/W2097348267","https://openalex.org/W2113096089","https://openalex.org/W2769367994","https://openalex.org/W2914475466","https://openalex.org/W2952401696","https://openalex.org/W2952452437","https://openalex.org/W2969038948","https://openalex.org/W2971442848","https://openalex.org/W2999000837","https://openalex.org/W3142570770","https://openalex.org/W3183153648","https://openalex.org/W4250134109","https://openalex.org/W4282824467","https://openalex.org/W4285197282","https://openalex.org/W4285678473","https://openalex.org/W4294001445","https://openalex.org/W4306743362","https://openalex.org/W4319783608"],"related_works":["https://openalex.org/W2952662149","https://openalex.org/W2793616590","https://openalex.org/W2183090405","https://openalex.org/W2065835655","https://openalex.org/W2075666982","https://openalex.org/W3160699245","https://openalex.org/W2782955270","https://openalex.org/W2349928170","https://openalex.org/W1594712698","https://openalex.org/W2499535628"],"abstract_inverted_index":{"The":[0,153,190],"spiral":[1,56,69,89,117,194],"of":[2,18,51,57,90,118,146,150,164,168,192,195,200,217,227,237],"silence":[3,58,91,119,196],"theory":[4],"originating":[5],"from":[6,187],"the":[7,16,49,55,88,116,147,158,162,173,193,198,223,228],"mass":[8],"media":[9,20],"era":[10],"can":[11],"no":[12],"longer":[13],"adapt":[14],"to":[15,33,73,113,137,181,206,214,233],"phenomenon":[17,77],"social":[19,24,151,241],"era.":[21],"Opinions":[22],"in":[23,92,130,139,222,240],"networks":[25,242],"are":[26,96,135,166,178],"so":[27],"diverse":[28],"that":[29,157],"people":[30,177,218],"have":[31],"opportunities":[32],"voice":[34],"their":[35],"opinions":[36,165,201],"and":[37,59,128,141,143,161,184,202,219,243],"prevent":[38],"isolation.":[39],"In":[40,99],"this":[41,76],"paper,":[42],"we":[43,101,125],"focus":[44],"on":[45,62,110],"an":[46,245],"interesting":[47],"phenomenon:":[48],"generation":[50],"pseudo-opinions":[52],"caused":[53],"by":[54],"its":[60],"impact":[61],"interpersonal":[63,84,122],"relationships.":[64,85,123],"We":[65,86],"propose":[66,102],"a":[67,103,208,220,234],"silent":[68,94,183],"opinion":[70,79,238,249],"model":[71,87],"(SSOM)":[72],"explore":[74],"how":[75,115],"affects":[78],"evolution,":[80],"as":[81,83],"well":[82],"which":[93,134],"agents":[95],"given":[97],"pseudo-opinions.":[98],"addition,":[100],"time-varying":[104],"network":[105,159,174],"topology":[106],"updating":[107],"algorithm":[108],"based":[109],"triangle":[111],"closure":[112],"investigate":[114],"would":[120],"affect":[121],"Finally,":[124],"conduct":[126],"simulations":[127],"analysis":[129],"ER":[131],"random":[132],"networks,":[133],"easy":[136],"vary":[138],"size":[140,160,175],"density":[142],"capture":[144],"some":[145],"essential":[148],"features":[149],"networks.":[152],"experimental":[154],"results":[155],"reveal":[156],"evolution":[163],"independent":[167],"each":[169,188],"other,":[170],"but":[171,210],"when":[172],"increases,":[176],"more":[179,185,215],"likely":[180],"be":[182],"distant":[186],"other.":[189],"intensification":[191],"accelerates":[197],"convergence":[199],"makes":[203],"it":[204,211],"easier":[205],"reach":[207],"consensus,":[209],"also":[212],"leads":[213],"alienation":[216],"decrease":[221],"global":[224],"clustering":[225],"coefficient":[226],"network.":[229],"This":[230],"study":[231],"contributes":[232],"deeper":[235],"understanding":[236],"dissemination":[239],"provides":[244],"important":[246],"reference":[247],"for":[248],"prediction.":[250]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}