Origin of peer influence in social networks

Detalhes bibliográficos
Autor(a) principal: Pinheiro, Flávio L.
Data de Publicação: 2014
Outros Autores: Santos, Marta D., Santos, Francisco C., Pacheco, Jorge Manuel Santos
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/64002
Resumo: Social networks pervade our everyday lives: we interact, influence, and are influenced by our friends and acquaintances. With the advent of the World Wide Web, large amounts of data on social networks have become available, allowing the quantitative analysis of the distribution of information on them, including behavioral traits and fads. Recent studies of correlations among members of a social network, who exhibit the same trait, have shown that individuals influence not only their direct contacts but also friends' friends, up to a network distance extending beyond their closest peers. Here, we show how such patterns of correlations between peers emerge in networked populations. We use standard models (yet reflecting intrinsically different mechanisms) of information spreading to argue that empirically observed patterns of correlation among peers emerge naturally from a wide range of dynamics, being essentially independent of the type of information, on how it spreads, and even on the class of underlying network that interconnects individuals. Finally, we show that the sparser and clustered the network, the more far reaching the influence of each individual will be.
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spelling Origin of peer influence in social networksBehaviorCommunicationHumansModels, TheoreticalSocial SupportScience & TechnologySocial networks pervade our everyday lives: we interact, influence, and are influenced by our friends and acquaintances. With the advent of the World Wide Web, large amounts of data on social networks have become available, allowing the quantitative analysis of the distribution of information on them, including behavioral traits and fads. Recent studies of correlations among members of a social network, who exhibit the same trait, have shown that individuals influence not only their direct contacts but also friends' friends, up to a network distance extending beyond their closest peers. Here, we show how such patterns of correlations between peers emerge in networked populations. We use standard models (yet reflecting intrinsically different mechanisms) of information spreading to argue that empirically observed patterns of correlation among peers emerge naturally from a wide range of dynamics, being essentially independent of the type of information, on how it spreads, and even on the class of underlying network that interconnects individuals. Finally, we show that the sparser and clustered the network, the more far reaching the influence of each individual will be.Financial support by FEDER through POFC-COMPETE and by FCT-Portugal is gratefully acknowledged through Grants No. SFRH/BD/77389/2011, No. SFRH/BPD/90936/2012, No. PTDC/MAT/122897/2010, No. EXPL/EEI-SII/2556/2013, No. PEst-OE/EEI/LA0021/2013, and No. PEst-OE/BIA/UI4050/2014.American Physical SocietyUniversidade do MinhoPinheiro, Flávio L.Santos, Marta D.Santos, Francisco C.Pacheco, Jorge Manuel Santos20142014-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/64002eng0031-90071079-711410.1103/PhysRevLett.112.09870224655286https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.112.098702info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T12:38:46Zoai:repositorium.sdum.uminho.pt:1822/64002Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:35:17.835090Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Origin of peer influence in social networks
title Origin of peer influence in social networks
spellingShingle Origin of peer influence in social networks
Pinheiro, Flávio L.
Behavior
Communication
Humans
Models, Theoretical
Social Support
Science & Technology
title_short Origin of peer influence in social networks
title_full Origin of peer influence in social networks
title_fullStr Origin of peer influence in social networks
title_full_unstemmed Origin of peer influence in social networks
title_sort Origin of peer influence in social networks
author Pinheiro, Flávio L.
author_facet Pinheiro, Flávio L.
Santos, Marta D.
Santos, Francisco C.
Pacheco, Jorge Manuel Santos
author_role author
author2 Santos, Marta D.
Santos, Francisco C.
Pacheco, Jorge Manuel Santos
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Pinheiro, Flávio L.
Santos, Marta D.
Santos, Francisco C.
Pacheco, Jorge Manuel Santos
dc.subject.por.fl_str_mv Behavior
Communication
Humans
Models, Theoretical
Social Support
Science & Technology
topic Behavior
Communication
Humans
Models, Theoretical
Social Support
Science & Technology
description Social networks pervade our everyday lives: we interact, influence, and are influenced by our friends and acquaintances. With the advent of the World Wide Web, large amounts of data on social networks have become available, allowing the quantitative analysis of the distribution of information on them, including behavioral traits and fads. Recent studies of correlations among members of a social network, who exhibit the same trait, have shown that individuals influence not only their direct contacts but also friends' friends, up to a network distance extending beyond their closest peers. Here, we show how such patterns of correlations between peers emerge in networked populations. We use standard models (yet reflecting intrinsically different mechanisms) of information spreading to argue that empirically observed patterns of correlation among peers emerge naturally from a wide range of dynamics, being essentially independent of the type of information, on how it spreads, and even on the class of underlying network that interconnects individuals. Finally, we show that the sparser and clustered the network, the more far reaching the influence of each individual will be.
publishDate 2014
dc.date.none.fl_str_mv 2014
2014-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/64002
url http://hdl.handle.net/1822/64002
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0031-9007
1079-7114
10.1103/PhysRevLett.112.098702
24655286
https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.112.098702
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv American Physical Society
publisher.none.fl_str_mv American Physical Society
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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