Skepticism and rumor spreading : the role of spatial correlations

Detalhes bibliográficos
Autor(a) principal: Amaral, Marco Antonio
Data de Publicação: 2020
Outros Autores: Dantas, Wellington Gomes, Arenzon, Jeferson Jacob
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFRGS
Texto Completo: http://hdl.handle.net/10183/213761
Resumo: Critical thinking and skepticism are fundamental mechanisms that one may use to prevent the spreading of rumors, fake news, and misinformation. We consider a simple model in which agents without previous contact with the rumor, being skeptically oriented, may convince spreaders to stop their activity or, once exposed to the rumor, decide not to propagate it as a consequence, for example, of fact checking. We extend a previous, mean-field analysis of the combined effect of these two mechanisms, active and passive skepticism, to include spatial correlations. This can be done either analytically, through the pair approximation, or simulating an agent-based version on diverse networks. Our results show that while in mean field there is no coexistence between spreaders and susceptibles (although, depending on the parameters, there may be bistability depending on the initial conditions), when spatial correlations are included, because of the protective effect of the isolation provided by removed agents, coexistence is possible.
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spelling Amaral, Marco AntonioDantas, Wellington GomesArenzon, Jeferson Jacob2020-09-26T04:08:47Z20201539-3755http://hdl.handle.net/10183/213761001116900Critical thinking and skepticism are fundamental mechanisms that one may use to prevent the spreading of rumors, fake news, and misinformation. We consider a simple model in which agents without previous contact with the rumor, being skeptically oriented, may convince spreaders to stop their activity or, once exposed to the rumor, decide not to propagate it as a consequence, for example, of fact checking. We extend a previous, mean-field analysis of the combined effect of these two mechanisms, active and passive skepticism, to include spatial correlations. This can be done either analytically, through the pair approximation, or simulating an agent-based version on diverse networks. Our results show that while in mean field there is no coexistence between spreaders and susceptibles (although, depending on the parameters, there may be bistability depending on the initial conditions), when spatial correlations are included, because of the protective effect of the isolation provided by removed agents, coexistence is possible.application/pdfengPhysical review. E, Statistical, nonlinear, and soft matter physics. Melville. Vol. 101, no. 6 (June 2020), 062418, 8 p.Modelos matemáticosFísica estatísticaBoatoSkepticism and rumor spreading : the role of spatial correlationsEstrangeiroinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFRGSinstname:Universidade Federal do Rio Grande do Sul (UFRGS)instacron:UFRGSTEXT001116900.pdf.txt001116900.pdf.txtExtracted Texttext/plain45078http://www.lume.ufrgs.br/bitstream/10183/213761/2/001116900.pdf.txt656a00d0a9d2008921d2726d09ccaa67MD52ORIGINAL001116900.pdfTexto completo (inglês)application/pdf1881256http://www.lume.ufrgs.br/bitstream/10183/213761/1/001116900.pdf40a88aea0c154569076369fec4dee64dMD5110183/2137612024-03-28 06:24:48.262187oai:www.lume.ufrgs.br:10183/213761Repositório de PublicaçõesPUBhttps://lume.ufrgs.br/oai/requestopendoar:2024-03-28T09:24:48Repositório Institucional da UFRGS - Universidade Federal do Rio Grande do Sul (UFRGS)false
dc.title.pt_BR.fl_str_mv Skepticism and rumor spreading : the role of spatial correlations
title Skepticism and rumor spreading : the role of spatial correlations
spellingShingle Skepticism and rumor spreading : the role of spatial correlations
Amaral, Marco Antonio
Modelos matemáticos
Física estatística
Boato
title_short Skepticism and rumor spreading : the role of spatial correlations
title_full Skepticism and rumor spreading : the role of spatial correlations
title_fullStr Skepticism and rumor spreading : the role of spatial correlations
title_full_unstemmed Skepticism and rumor spreading : the role of spatial correlations
title_sort Skepticism and rumor spreading : the role of spatial correlations
author Amaral, Marco Antonio
author_facet Amaral, Marco Antonio
Dantas, Wellington Gomes
Arenzon, Jeferson Jacob
author_role author
author2 Dantas, Wellington Gomes
Arenzon, Jeferson Jacob
author2_role author
author
dc.contributor.author.fl_str_mv Amaral, Marco Antonio
Dantas, Wellington Gomes
Arenzon, Jeferson Jacob
dc.subject.por.fl_str_mv Modelos matemáticos
Física estatística
Boato
topic Modelos matemáticos
Física estatística
Boato
description Critical thinking and skepticism are fundamental mechanisms that one may use to prevent the spreading of rumors, fake news, and misinformation. We consider a simple model in which agents without previous contact with the rumor, being skeptically oriented, may convince spreaders to stop their activity or, once exposed to the rumor, decide not to propagate it as a consequence, for example, of fact checking. We extend a previous, mean-field analysis of the combined effect of these two mechanisms, active and passive skepticism, to include spatial correlations. This can be done either analytically, through the pair approximation, or simulating an agent-based version on diverse networks. Our results show that while in mean field there is no coexistence between spreaders and susceptibles (although, depending on the parameters, there may be bistability depending on the initial conditions), when spatial correlations are included, because of the protective effect of the isolation provided by removed agents, coexistence is possible.
publishDate 2020
dc.date.accessioned.fl_str_mv 2020-09-26T04:08:47Z
dc.date.issued.fl_str_mv 2020
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dc.relation.ispartof.pt_BR.fl_str_mv Physical review. E, Statistical, nonlinear, and soft matter physics. Melville. Vol. 101, no. 6 (June 2020), 062418, 8 p.
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