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Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks

BACKGROUND: We study the evolutionary Prisoner's Dilemma on two social networks substrates obtained from actual relational data. METHODOLOGY/PRINCIPAL FINDINGS: We find very different cooperation levels on each of them that cannot be easily understood in terms of global statistical properties o...

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Detalles Bibliográficos
Autores principales: Lozano, Sergi, Arenas, Alex, Sánchez, Angel
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2274863/
https://www.ncbi.nlm.nih.gov/pubmed/18382673
http://dx.doi.org/10.1371/journal.pone.0001892
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author Lozano, Sergi
Arenas, Alex
Sánchez, Angel
author_facet Lozano, Sergi
Arenas, Alex
Sánchez, Angel
author_sort Lozano, Sergi
collection PubMed
description BACKGROUND: We study the evolutionary Prisoner's Dilemma on two social networks substrates obtained from actual relational data. METHODOLOGY/PRINCIPAL FINDINGS: We find very different cooperation levels on each of them that cannot be easily understood in terms of global statistical properties of both networks. We claim that the result can be understood at the mesoscopic scale, by studying the community structure of the networks. We explain the dependence of the cooperation level on the temptation parameter in terms of the internal structure of the communities and their interconnections. We then test our results on community-structured, specifically designed artificial networks, finding a good agreement with the observations in both real substrates. CONCLUSION: Our results support the conclusion that studies of evolutionary games on model networks and their interpretation in terms of global properties may not be sufficient to study specific, real social systems. Further, the study allows us to define new quantitative parameters that summarize the mesoscopic structure of any network. In addition, the community perspective may be helpful to interpret the origin and behavior of existing networks as well as to design structures that show resilient cooperative behavior.
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spelling pubmed-22748632008-04-02 Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks Lozano, Sergi Arenas, Alex Sánchez, Angel PLoS One Research Article BACKGROUND: We study the evolutionary Prisoner's Dilemma on two social networks substrates obtained from actual relational data. METHODOLOGY/PRINCIPAL FINDINGS: We find very different cooperation levels on each of them that cannot be easily understood in terms of global statistical properties of both networks. We claim that the result can be understood at the mesoscopic scale, by studying the community structure of the networks. We explain the dependence of the cooperation level on the temptation parameter in terms of the internal structure of the communities and their interconnections. We then test our results on community-structured, specifically designed artificial networks, finding a good agreement with the observations in both real substrates. CONCLUSION: Our results support the conclusion that studies of evolutionary games on model networks and their interpretation in terms of global properties may not be sufficient to study specific, real social systems. Further, the study allows us to define new quantitative parameters that summarize the mesoscopic structure of any network. In addition, the community perspective may be helpful to interpret the origin and behavior of existing networks as well as to design structures that show resilient cooperative behavior. Public Library of Science 2008-04-02 /pmc/articles/PMC2274863/ /pubmed/18382673 http://dx.doi.org/10.1371/journal.pone.0001892 Text en Lozano et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Lozano, Sergi
Arenas, Alex
Sánchez, Angel
Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks
title Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks
title_full Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks
title_fullStr Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks
title_full_unstemmed Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks
title_short Mesoscopic Structure Conditions the Emergence of Cooperation on Social Networks
title_sort mesoscopic structure conditions the emergence of cooperation on social networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2274863/
https://www.ncbi.nlm.nih.gov/pubmed/18382673
http://dx.doi.org/10.1371/journal.pone.0001892
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