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Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times
Opinion formation and disease spreading are among the most studied dynamical processes on complex networks. In real societies, it is expected that these two processes depend on and affect each other. However, little is known about the effects of opinion dynamics over disease dynamics and vice versa,...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Physical Society
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219934/ https://www.ncbi.nlm.nih.gov/pubmed/28618582 http://dx.doi.org/10.1103/PhysRevE.95.052315 |
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author | Velásquez-Rojas, Fátima Vazquez, Federico |
author_facet | Velásquez-Rojas, Fátima Vazquez, Federico |
author_sort | Velásquez-Rojas, Fátima |
collection | PubMed |
description | Opinion formation and disease spreading are among the most studied dynamical processes on complex networks. In real societies, it is expected that these two processes depend on and affect each other. However, little is known about the effects of opinion dynamics over disease dynamics and vice versa, since most studies treat them separately. In this work we study the dynamics of the voter model for opinion formation intertwined with that of the contact process for disease spreading, in a population of agents that interact via two types of connections, social and contact. These two interacting dynamics take place on two layers of networks, coupled through a fraction [Formula: see text] of links present in both networks. The probability that an agent updates its state depends on both the opinion and disease states of the interacting partner. We find that the opinion dynamics has striking consequences on the statistical properties of disease spreading. The most important is that the smooth (continuous) transition from a healthy to an endemic phase observed in the contact process, as the infection probability increases beyond a threshold, becomes abrupt (discontinuous) in the two-layer system. Therefore, disregarding the effects of social dynamics on epidemics propagation may lead to a misestimation of the real magnitude of the spreading. Also, an endemic-healthy discontinuous transition is found when the coupling [Formula: see text] overcomes a threshold value. Furthermore, we show that the disease dynamics delays the opinion consensus, leading to a consensus time that varies nonmonotonically with [Formula: see text] in a large range of the model's parameters. A mean-field approach reveals that the coupled dynamics of opinions and disease can be approximately described by the dynamics of the voter model decoupled from that of the contact process, with effective probabilities of opinion and disease transmission. |
format | Online Article Text |
id | pubmed-7219934 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | American Physical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-72199342020-05-14 Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times Velásquez-Rojas, Fátima Vazquez, Federico Phys Rev E Articles Opinion formation and disease spreading are among the most studied dynamical processes on complex networks. In real societies, it is expected that these two processes depend on and affect each other. However, little is known about the effects of opinion dynamics over disease dynamics and vice versa, since most studies treat them separately. In this work we study the dynamics of the voter model for opinion formation intertwined with that of the contact process for disease spreading, in a population of agents that interact via two types of connections, social and contact. These two interacting dynamics take place on two layers of networks, coupled through a fraction [Formula: see text] of links present in both networks. The probability that an agent updates its state depends on both the opinion and disease states of the interacting partner. We find that the opinion dynamics has striking consequences on the statistical properties of disease spreading. The most important is that the smooth (continuous) transition from a healthy to an endemic phase observed in the contact process, as the infection probability increases beyond a threshold, becomes abrupt (discontinuous) in the two-layer system. Therefore, disregarding the effects of social dynamics on epidemics propagation may lead to a misestimation of the real magnitude of the spreading. Also, an endemic-healthy discontinuous transition is found when the coupling [Formula: see text] overcomes a threshold value. Furthermore, we show that the disease dynamics delays the opinion consensus, leading to a consensus time that varies nonmonotonically with [Formula: see text] in a large range of the model's parameters. A mean-field approach reveals that the coupled dynamics of opinions and disease can be approximately described by the dynamics of the voter model decoupled from that of the contact process, with effective probabilities of opinion and disease transmission. American Physical Society 2017-05 2017-05-22 /pmc/articles/PMC7219934/ /pubmed/28618582 http://dx.doi.org/10.1103/PhysRevE.95.052315 Text en ©2017 American Physical Society This article is made available via the PMC Open Access Subset for unrestricted re-use and analyses in any form or by any means with acknowledgement of the original source. |
spellingShingle | Articles Velásquez-Rojas, Fátima Vazquez, Federico Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times |
title | Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times |
title_full | Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times |
title_fullStr | Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times |
title_full_unstemmed | Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times |
title_short | Interacting opinion and disease dynamics in multiplex networks: Discontinuous phase transition and nonmonotonic consensus times |
title_sort | interacting opinion and disease dynamics in multiplex networks: discontinuous phase transition and nonmonotonic consensus times |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219934/ https://www.ncbi.nlm.nih.gov/pubmed/28618582 http://dx.doi.org/10.1103/PhysRevE.95.052315 |
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