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Temporal Percolation of the Susceptible Network in an Epidemic Spreading

In this work, we study the evolution of the susceptible individuals during the spread of an epidemic modeled by the susceptible-infected-recovered (SIR) process spreading on the top of complex networks. Using an edge-based compartmental approach and percolation tools, we find that a time-dependent q...

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Autores principales: Valdez, Lucas Daniel, Macri, Pablo Alejandro, Braunstein, Lidia Adriana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3441612/
https://www.ncbi.nlm.nih.gov/pubmed/23028498
http://dx.doi.org/10.1371/journal.pone.0044188
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author Valdez, Lucas Daniel
Macri, Pablo Alejandro
Braunstein, Lidia Adriana
author_facet Valdez, Lucas Daniel
Macri, Pablo Alejandro
Braunstein, Lidia Adriana
author_sort Valdez, Lucas Daniel
collection PubMed
description In this work, we study the evolution of the susceptible individuals during the spread of an epidemic modeled by the susceptible-infected-recovered (SIR) process spreading on the top of complex networks. Using an edge-based compartmental approach and percolation tools, we find that a time-dependent quantity [Image: see text], namely, the probability that a given neighbor of a node is susceptible at time [Image: see text], is the control parameter of a node void percolation process involving those nodes on the network not-reached by the disease. We show that there exists a critical time [Image: see text] above which the giant susceptible component is destroyed. As a consequence, in order to preserve a macroscopic connected fraction of the network composed by healthy individuals which guarantee its functionality, any mitigation strategy should be implemented before this critical time [Image: see text]. Our theoretical results are confirmed by extensive simulations of the SIR process.
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spelling pubmed-34416122012-10-01 Temporal Percolation of the Susceptible Network in an Epidemic Spreading Valdez, Lucas Daniel Macri, Pablo Alejandro Braunstein, Lidia Adriana PLoS One Research Article In this work, we study the evolution of the susceptible individuals during the spread of an epidemic modeled by the susceptible-infected-recovered (SIR) process spreading on the top of complex networks. Using an edge-based compartmental approach and percolation tools, we find that a time-dependent quantity [Image: see text], namely, the probability that a given neighbor of a node is susceptible at time [Image: see text], is the control parameter of a node void percolation process involving those nodes on the network not-reached by the disease. We show that there exists a critical time [Image: see text] above which the giant susceptible component is destroyed. As a consequence, in order to preserve a macroscopic connected fraction of the network composed by healthy individuals which guarantee its functionality, any mitigation strategy should be implemented before this critical time [Image: see text]. Our theoretical results are confirmed by extensive simulations of the SIR process. Public Library of Science 2012-09-13 /pmc/articles/PMC3441612/ /pubmed/23028498 http://dx.doi.org/10.1371/journal.pone.0044188 Text en © 2012 Valdez et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Valdez, Lucas Daniel
Macri, Pablo Alejandro
Braunstein, Lidia Adriana
Temporal Percolation of the Susceptible Network in an Epidemic Spreading
title Temporal Percolation of the Susceptible Network in an Epidemic Spreading
title_full Temporal Percolation of the Susceptible Network in an Epidemic Spreading
title_fullStr Temporal Percolation of the Susceptible Network in an Epidemic Spreading
title_full_unstemmed Temporal Percolation of the Susceptible Network in an Epidemic Spreading
title_short Temporal Percolation of the Susceptible Network in an Epidemic Spreading
title_sort temporal percolation of the susceptible network in an epidemic spreading
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3441612/
https://www.ncbi.nlm.nih.gov/pubmed/23028498
http://dx.doi.org/10.1371/journal.pone.0044188
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