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Absorbing phase transition in the coupled dynamics of node and link states in random networks
We present a stochastic dynamics model of coupled evolution for the binary states of nodes and links in a complex network. In the context of opinion formation node states represent two possible opinions and link states represent positive or negative relationships. Dynamics proceeds via node and link...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6611802/ https://www.ncbi.nlm.nih.gov/pubmed/31278294 http://dx.doi.org/10.1038/s41598-019-45937-y |
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author | Saeedian, Meghdad San Miguel, Maxi Toral, Raul |
author_facet | Saeedian, Meghdad San Miguel, Maxi Toral, Raul |
author_sort | Saeedian, Meghdad |
collection | PubMed |
description | We present a stochastic dynamics model of coupled evolution for the binary states of nodes and links in a complex network. In the context of opinion formation node states represent two possible opinions and link states represent positive or negative relationships. Dynamics proceeds via node and link state update towards pairwise satisfactory relations in which nodes in the same state are connected by positive links or nodes in different states are connected by negative links. By a mean-field rate equations analysis and Monte Carlo simulations in random networks we find an absorbing phase transition from a dynamically active phase to an absorbing phase. The transition occurs for a critical value of the relative time scale for node and link state updates. In the absorbing phase the order parameter, measuring global order, approaches exponentially the final frozen configuration. Finite-size effects are such that in the absorbing phase the final configuration is reached in a characteristic time that scales logarithmically with system size, while in the active phase, finite-size fluctuations take the system to a frozen configuration in a characteristic time that grows exponentially with system size. There is also a class of finite-size topological transition associated with group splitting in the network of these final frozen configurations. |
format | Online Article Text |
id | pubmed-6611802 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-66118022019-07-15 Absorbing phase transition in the coupled dynamics of node and link states in random networks Saeedian, Meghdad San Miguel, Maxi Toral, Raul Sci Rep Article We present a stochastic dynamics model of coupled evolution for the binary states of nodes and links in a complex network. In the context of opinion formation node states represent two possible opinions and link states represent positive or negative relationships. Dynamics proceeds via node and link state update towards pairwise satisfactory relations in which nodes in the same state are connected by positive links or nodes in different states are connected by negative links. By a mean-field rate equations analysis and Monte Carlo simulations in random networks we find an absorbing phase transition from a dynamically active phase to an absorbing phase. The transition occurs for a critical value of the relative time scale for node and link state updates. In the absorbing phase the order parameter, measuring global order, approaches exponentially the final frozen configuration. Finite-size effects are such that in the absorbing phase the final configuration is reached in a characteristic time that scales logarithmically with system size, while in the active phase, finite-size fluctuations take the system to a frozen configuration in a characteristic time that grows exponentially with system size. There is also a class of finite-size topological transition associated with group splitting in the network of these final frozen configurations. Nature Publishing Group UK 2019-07-05 /pmc/articles/PMC6611802/ /pubmed/31278294 http://dx.doi.org/10.1038/s41598-019-45937-y Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Saeedian, Meghdad San Miguel, Maxi Toral, Raul Absorbing phase transition in the coupled dynamics of node and link states in random networks |
title | Absorbing phase transition in the coupled dynamics of node and link states in random networks |
title_full | Absorbing phase transition in the coupled dynamics of node and link states in random networks |
title_fullStr | Absorbing phase transition in the coupled dynamics of node and link states in random networks |
title_full_unstemmed | Absorbing phase transition in the coupled dynamics of node and link states in random networks |
title_short | Absorbing phase transition in the coupled dynamics of node and link states in random networks |
title_sort | absorbing phase transition in the coupled dynamics of node and link states in random networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6611802/ https://www.ncbi.nlm.nih.gov/pubmed/31278294 http://dx.doi.org/10.1038/s41598-019-45937-y |
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