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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...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2008
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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. |
format | Text |
id | pubmed-2274863 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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