Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study.
The number of people using online social networks in their everyday life is continuously growing at a pace never saw before. This new kind of communication has an enormous impact on opinions, cultural trends, information spreading and even in the commercial success of new products. More importantly,...
Main Authors: | , , , , , , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2011-01-01
|
Series: | PLoS ONE |
Online Access: | http://europepmc.org/articles/PMC3158778?pdf=render |
id |
doaj-4b3f65babb7f4c25ad9e802fbfa4317f |
---|---|
record_format |
Article |
spelling |
doaj-4b3f65babb7f4c25ad9e802fbfa4317f2020-11-25T00:07:12ZengPublic Library of Science (PLoS)PLoS ONE1932-62032011-01-0168e2388310.1371/journal.pone.0023883Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study.Javier Borge-HolthoeferAlejandro RiveroIñigo GarcíaElisa CauhéAlfredo FerrerDarío FerrerDavid FrancosDavid IñiguezMaría Pilar PérezGonzalo RuizFrancisco SanzFermín SerranoCristina ViñasAlfonso TarancónYamir MorenoThe number of people using online social networks in their everyday life is continuously growing at a pace never saw before. This new kind of communication has an enormous impact on opinions, cultural trends, information spreading and even in the commercial success of new products. More importantly, social online networks have revealed as a fundamental organizing mechanism in recent country-wide social movements. In this paper, we provide a quantitative analysis of the structural and dynamical patterns emerging from the activity of an online social network around the ongoing May 15th (15M) movement in Spain. Our network is made up by users that exchanged tweets in a time period of one month, which includes the birth and stabilization of the 15M movement. We characterize in depth the growth of such dynamical network and find that it is scale-free with communities at the mesoscale. We also find that its dynamics exhibits typical features of critical systems such as robustness and power-law distributions for several quantities. Remarkably, we report that the patterns characterizing the spreading dynamics are asymmetric, giving rise to a clear distinction between information sources and sinks. Our study represents a first step towards the use of data from online social media to comprehend modern societal dynamics.http://europepmc.org/articles/PMC3158778?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Javier Borge-Holthoefer Alejandro Rivero Iñigo García Elisa Cauhé Alfredo Ferrer Darío Ferrer David Francos David Iñiguez María Pilar Pérez Gonzalo Ruiz Francisco Sanz Fermín Serrano Cristina Viñas Alfonso Tarancón Yamir Moreno |
spellingShingle |
Javier Borge-Holthoefer Alejandro Rivero Iñigo García Elisa Cauhé Alfredo Ferrer Darío Ferrer David Francos David Iñiguez María Pilar Pérez Gonzalo Ruiz Francisco Sanz Fermín Serrano Cristina Viñas Alfonso Tarancón Yamir Moreno Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study. PLoS ONE |
author_facet |
Javier Borge-Holthoefer Alejandro Rivero Iñigo García Elisa Cauhé Alfredo Ferrer Darío Ferrer David Francos David Iñiguez María Pilar Pérez Gonzalo Ruiz Francisco Sanz Fermín Serrano Cristina Viñas Alfonso Tarancón Yamir Moreno |
author_sort |
Javier Borge-Holthoefer |
title |
Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study. |
title_short |
Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study. |
title_full |
Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study. |
title_fullStr |
Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study. |
title_full_unstemmed |
Structural and dynamical patterns on online social networks: the Spanish May 15th movement as a case study. |
title_sort |
structural and dynamical patterns on online social networks: the spanish may 15th movement as a case study. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2011-01-01 |
description |
The number of people using online social networks in their everyday life is continuously growing at a pace never saw before. This new kind of communication has an enormous impact on opinions, cultural trends, information spreading and even in the commercial success of new products. More importantly, social online networks have revealed as a fundamental organizing mechanism in recent country-wide social movements. In this paper, we provide a quantitative analysis of the structural and dynamical patterns emerging from the activity of an online social network around the ongoing May 15th (15M) movement in Spain. Our network is made up by users that exchanged tweets in a time period of one month, which includes the birth and stabilization of the 15M movement. We characterize in depth the growth of such dynamical network and find that it is scale-free with communities at the mesoscale. We also find that its dynamics exhibits typical features of critical systems such as robustness and power-law distributions for several quantities. Remarkably, we report that the patterns characterizing the spreading dynamics are asymmetric, giving rise to a clear distinction between information sources and sinks. Our study represents a first step towards the use of data from online social media to comprehend modern societal dynamics. |
url |
http://europepmc.org/articles/PMC3158778?pdf=render |
work_keys_str_mv |
AT javierborgeholthoefer structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT alejandrorivero structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT inigogarcia structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT elisacauhe structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT alfredoferrer structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT darioferrer structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT davidfrancos structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT davidiniguez structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT mariapilarperez structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT gonzaloruiz structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT franciscosanz structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT ferminserrano structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT cristinavinas structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT alfonsotarancon structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy AT yamirmoreno structuralanddynamicalpatternsononlinesocialnetworksthespanishmay15thmovementasacasestudy |
_version_ |
1725419526457131008 |