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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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Autores principales: Velásquez-Rojas, Fátima, Vazquez, Federico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Physical Society 2017
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.
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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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