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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,...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Physical Society
2018
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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. |
format | Online Article Text |
id | pubmed-7219476 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Physical Society |
record_format | MEDLINE/PubMed |
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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