Delayed information cascades in Flickr : measurement, analysis, and modeling.

Detalhes bibliográficos
Autor(a) principal: Cha, Meeyoung
Data de Publicação: 2012
Outros Autores: Souza, Fabrício Benevenuto de, Ahn, Yong-Yeol, Gummadi, Krishna P.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFOP
Texto Completo: http://www.repositorio.ufop.br/handle/123456789/2022
Resumo: Online social networks exhibit small-world network characteristics, implying that information can spread in the network quickly and widely. This ability to spread information rapidly has led to high expectations for word-of-mouth and viral campaigns in online social networks. However, a recent study of the Flickr social network has shown that popular photos do not spread as quickly as one might expect, but show a steady linear growth of popularity over several years. In this paper, we investigate possible reasons for this delay in word-of-mouth propagation by studying the behavior of Flickr users. We identify two factors of a social network that can alter how information spreads: the burstiness of user login times and content aging. We study the impact of these factors using an epidemiological model that was adapted to allow us to investigate the speed of propagation in word-ofmouth propagation. Our simulation shows that the two factors can explain the patterns observed on the real data and help us to understand how these factors affect a small-world network’s ability to spread information quickly and widely.
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spelling Cha, MeeyoungSouza, Fabrício Benevenuto deAhn, Yong-YeolGummadi, Krishna P.2012-12-10T13:56:32Z2012-12-10T13:56:32Z2012Cha, M. et al. Delayed information cascades in Flickr : measurement, analysis, and modeling. Computer Networks, v. 56, n. 3, p. 1066-1076, 2012. Disponível em: <https://www.sciencedirect.com/science/article/pii/S1389128611003951>. Acesso em: 07 dez. 2012.13891286http://www.repositorio.ufop.br/handle/123456789/2022Online social networks exhibit small-world network characteristics, implying that information can spread in the network quickly and widely. This ability to spread information rapidly has led to high expectations for word-of-mouth and viral campaigns in online social networks. However, a recent study of the Flickr social network has shown that popular photos do not spread as quickly as one might expect, but show a steady linear growth of popularity over several years. In this paper, we investigate possible reasons for this delay in word-of-mouth propagation by studying the behavior of Flickr users. We identify two factors of a social network that can alter how information spreads: the burstiness of user login times and content aging. We study the impact of these factors using an epidemiological model that was adapted to allow us to investigate the speed of propagation in word-ofmouth propagation. Our simulation shows that the two factors can explain the patterns observed on the real data and help us to understand how these factors affect a small-world network’s ability to spread information quickly and widely.Information disseminationCascadesSocial networksEpidemiologyFlickrDelayed information cascades in Flickr : measurement, analysis, and modeling.info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleO periódico Computer Networks concede permissão para depósito do artigo no Repositório Institucional da UFOP. 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dc.title.pt_BR.fl_str_mv Delayed information cascades in Flickr : measurement, analysis, and modeling.
title Delayed information cascades in Flickr : measurement, analysis, and modeling.
spellingShingle Delayed information cascades in Flickr : measurement, analysis, and modeling.
Cha, Meeyoung
Information dissemination
Cascades
Social networks
Epidemiology
Flickr
title_short Delayed information cascades in Flickr : measurement, analysis, and modeling.
title_full Delayed information cascades in Flickr : measurement, analysis, and modeling.
title_fullStr Delayed information cascades in Flickr : measurement, analysis, and modeling.
title_full_unstemmed Delayed information cascades in Flickr : measurement, analysis, and modeling.
title_sort Delayed information cascades in Flickr : measurement, analysis, and modeling.
author Cha, Meeyoung
author_facet Cha, Meeyoung
Souza, Fabrício Benevenuto de
Ahn, Yong-Yeol
Gummadi, Krishna P.
author_role author
author2 Souza, Fabrício Benevenuto de
Ahn, Yong-Yeol
Gummadi, Krishna P.
author2_role author
author
author
dc.contributor.author.fl_str_mv Cha, Meeyoung
Souza, Fabrício Benevenuto de
Ahn, Yong-Yeol
Gummadi, Krishna P.
dc.subject.por.fl_str_mv Information dissemination
Cascades
Social networks
Epidemiology
Flickr
topic Information dissemination
Cascades
Social networks
Epidemiology
Flickr
description Online social networks exhibit small-world network characteristics, implying that information can spread in the network quickly and widely. This ability to spread information rapidly has led to high expectations for word-of-mouth and viral campaigns in online social networks. However, a recent study of the Flickr social network has shown that popular photos do not spread as quickly as one might expect, but show a steady linear growth of popularity over several years. In this paper, we investigate possible reasons for this delay in word-of-mouth propagation by studying the behavior of Flickr users. We identify two factors of a social network that can alter how information spreads: the burstiness of user login times and content aging. We study the impact of these factors using an epidemiological model that was adapted to allow us to investigate the speed of propagation in word-ofmouth propagation. Our simulation shows that the two factors can explain the patterns observed on the real data and help us to understand how these factors affect a small-world network’s ability to spread information quickly and widely.
publishDate 2012
dc.date.accessioned.fl_str_mv 2012-12-10T13:56:32Z
dc.date.available.fl_str_mv 2012-12-10T13:56:32Z
dc.date.issued.fl_str_mv 2012
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.citation.fl_str_mv Cha, M. et al. Delayed information cascades in Flickr : measurement, analysis, and modeling. Computer Networks, v. 56, n. 3, p. 1066-1076, 2012. Disponível em: <https://www.sciencedirect.com/science/article/pii/S1389128611003951>. Acesso em: 07 dez. 2012.
dc.identifier.uri.fl_str_mv http://www.repositorio.ufop.br/handle/123456789/2022
dc.identifier.issn.none.fl_str_mv 13891286
identifier_str_mv Cha, M. et al. Delayed information cascades in Flickr : measurement, analysis, and modeling. Computer Networks, v. 56, n. 3, p. 1066-1076, 2012. Disponível em: <https://www.sciencedirect.com/science/article/pii/S1389128611003951>. Acesso em: 07 dez. 2012.
13891286
url http://www.repositorio.ufop.br/handle/123456789/2022
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http://www.repositorio.ufop.br/bitstream/123456789/2022/1/ARTIGO_DelayedInformationCascades.pdf
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