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Statics and Dynamics of Selfish Interactions in Distributed Service Systems

We study a class of games which models the competition among agents to access some service provided by distributed service units and which exhibits congestion and frustration phenomena when service units have limited capacity. We propose a technique, based on the cavity method of statistical physics...

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Detalles Bibliográficos
Autores principales: Altarelli, Fabrizio, Braunstein, Alfredo, Dall’Asta, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4503589/
https://www.ncbi.nlm.nih.gov/pubmed/26177449
http://dx.doi.org/10.1371/journal.pone.0119286
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author Altarelli, Fabrizio
Braunstein, Alfredo
Dall’Asta, Luca
author_facet Altarelli, Fabrizio
Braunstein, Alfredo
Dall’Asta, Luca
author_sort Altarelli, Fabrizio
collection PubMed
description We study a class of games which models the competition among agents to access some service provided by distributed service units and which exhibits congestion and frustration phenomena when service units have limited capacity. We propose a technique, based on the cavity method of statistical physics, to characterize the full spectrum of Nash equilibria of the game. The analysis reveals a large variety of equilibria, with very different statistical properties. Natural selfish dynamics, such as best-response, usually tend to large-utility equilibria, even though those of smaller utility are exponentially more numerous. Interestingly, the latter actually can be reached by selecting the initial conditions of the best-response dynamics close to the saturation limit of the service unit capacities. We also study a more realistic stochastic variant of the game by means of a simple and effective approximation of the average over the random parameters, showing that the properties of the average-case Nash equilibria are qualitatively similar to the deterministic ones.
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spelling pubmed-45035892015-07-17 Statics and Dynamics of Selfish Interactions in Distributed Service Systems Altarelli, Fabrizio Braunstein, Alfredo Dall’Asta, Luca PLoS One Research Article We study a class of games which models the competition among agents to access some service provided by distributed service units and which exhibits congestion and frustration phenomena when service units have limited capacity. We propose a technique, based on the cavity method of statistical physics, to characterize the full spectrum of Nash equilibria of the game. The analysis reveals a large variety of equilibria, with very different statistical properties. Natural selfish dynamics, such as best-response, usually tend to large-utility equilibria, even though those of smaller utility are exponentially more numerous. Interestingly, the latter actually can be reached by selecting the initial conditions of the best-response dynamics close to the saturation limit of the service unit capacities. We also study a more realistic stochastic variant of the game by means of a simple and effective approximation of the average over the random parameters, showing that the properties of the average-case Nash equilibria are qualitatively similar to the deterministic ones. Public Library of Science 2015-07-15 /pmc/articles/PMC4503589/ /pubmed/26177449 http://dx.doi.org/10.1371/journal.pone.0119286 Text en © 2015 Altarelli 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
Altarelli, Fabrizio
Braunstein, Alfredo
Dall’Asta, Luca
Statics and Dynamics of Selfish Interactions in Distributed Service Systems
title Statics and Dynamics of Selfish Interactions in Distributed Service Systems
title_full Statics and Dynamics of Selfish Interactions in Distributed Service Systems
title_fullStr Statics and Dynamics of Selfish Interactions in Distributed Service Systems
title_full_unstemmed Statics and Dynamics of Selfish Interactions in Distributed Service Systems
title_short Statics and Dynamics of Selfish Interactions in Distributed Service Systems
title_sort statics and dynamics of selfish interactions in distributed service systems
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4503589/
https://www.ncbi.nlm.nih.gov/pubmed/26177449
http://dx.doi.org/10.1371/journal.pone.0119286
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