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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4503589 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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