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Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks

We propose a theoretical framework for the study of spreading processes in structured metapopulations, with heterogeneous agents, subjected to different recurrent mobility patterns. We propose to represent the heterogeneity in the composition of the metapopulations as layers in a multiplex network,...

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Autores principales: Soriano-Paños, D., Lotero, L., Arenas, A., Gómez-Gardeñes, J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Physical Society 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219476/
http://dx.doi.org/10.1103/PhysRevX.8.031039
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author Soriano-Paños, D.
Lotero, L.
Arenas, A.
Gómez-Gardeñes, J.
author_facet Soriano-Paños, D.
Lotero, L.
Arenas, A.
Gómez-Gardeñes, J.
author_sort Soriano-Paños, D.
collection PubMed
description We propose a theoretical framework for the study of spreading processes in structured metapopulations, with heterogeneous agents, subjected to different recurrent mobility patterns. We propose to represent the heterogeneity in the composition of the metapopulations as layers in a multiplex network, where nodes would correspond to geographical areas and layers account for the mobility patterns of agents of the same class. We analyze classical epidemic models within this framework and obtain an excellent agreement with extensive Monte Carlo simulations. This agreement allows us to derive analytical expressions of the epidemic threshold and to face the challenge of characterizing a real multiplex metapopulation, the city of Medellín in Colombia, where different recurrent mobility patterns are observed depending on the socioeconomic class of the agents. Our framework allows us to unveil the geographical location of those patches that trigger the epidemic state at the critical point. A careful exploration reveals that social mixing between classes and mobility crucially determines these critical patches and, more importantly, it can produce abrupt changes of the critical properties of the epidemic onset.
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spelling pubmed-72194762020-05-13 Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks Soriano-Paños, D. Lotero, L. Arenas, A. Gómez-Gardeñes, J. Phys Rev X Research Articles We propose a theoretical framework for the study of spreading processes in structured metapopulations, with heterogeneous agents, subjected to different recurrent mobility patterns. We propose to represent the heterogeneity in the composition of the metapopulations as layers in a multiplex network, where nodes would correspond to geographical areas and layers account for the mobility patterns of agents of the same class. We analyze classical epidemic models within this framework and obtain an excellent agreement with extensive Monte Carlo simulations. This agreement allows us to derive analytical expressions of the epidemic threshold and to face the challenge of characterizing a real multiplex metapopulation, the city of Medellín in Colombia, where different recurrent mobility patterns are observed depending on the socioeconomic class of the agents. Our framework allows us to unveil the geographical location of those patches that trigger the epidemic state at the critical point. A careful exploration reveals that social mixing between classes and mobility crucially determines these critical patches and, more importantly, it can produce abrupt changes of the critical properties of the epidemic onset. American Physical Society 2018-08-09 2018-07-01 /pmc/articles/PMC7219476/ http://dx.doi.org/10.1103/PhysRevX.8.031039 Text en Published by the American Physical Society https://creativecommons.org/licenses/by/4.0/ Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/) license. Further distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI.
spellingShingle Research Articles
Soriano-Paños, D.
Lotero, L.
Arenas, A.
Gómez-Gardeñes, J.
Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks
title Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks
title_full Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks
title_fullStr Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks
title_full_unstemmed Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks
title_short Spreading Processes in Multiplex Metapopulations Containing Different Mobility Networks
title_sort spreading processes in multiplex metapopulations containing different mobility networks
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219476/
http://dx.doi.org/10.1103/PhysRevX.8.031039
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