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Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings
Although non-Markovian processes are considerably more complicated to analyze, real-world epidemics are likely non-Markovian, because the infection time is not always exponentially distributed. Here, we present analytic expressions of the epidemic threshold in a Weibull and a Gamma SIS epidemic on a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Physical Society
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219265/ https://www.ncbi.nlm.nih.gov/pubmed/31574702 http://dx.doi.org/10.1103/PhysRevE.100.022317 |
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author | Van Mieghem, P. Liu, Qiang |
author_facet | Van Mieghem, P. Liu, Qiang |
author_sort | Van Mieghem, P. |
collection | PubMed |
description | Although non-Markovian processes are considerably more complicated to analyze, real-world epidemics are likely non-Markovian, because the infection time is not always exponentially distributed. Here, we present analytic expressions of the epidemic threshold in a Weibull and a Gamma SIS epidemic on any network, where the infection time is Weibull, respectively, Gamma, but the recovery time is exponential. The theory is compared with precise simulations. The mean-field non-Markovian epidemic thresholds, both for a Weibull and Gamma infection time, are physically similar and interpreted via the occurrence time of an infection during a healthy period of each node in the graph. Our theory couples the type of a viral item, specified by a shape parameter of the Weibull or Gamma distribution, to its corresponding network-wide endemic spreading power, which is specified by the mean-field non-Markovian epidemic threshold in any network. |
format | Online Article Text |
id | pubmed-7219265 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | American Physical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-72192652020-05-13 Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings Van Mieghem, P. Liu, Qiang Phys Rev E Articles Although non-Markovian processes are considerably more complicated to analyze, real-world epidemics are likely non-Markovian, because the infection time is not always exponentially distributed. Here, we present analytic expressions of the epidemic threshold in a Weibull and a Gamma SIS epidemic on any network, where the infection time is Weibull, respectively, Gamma, but the recovery time is exponential. The theory is compared with precise simulations. The mean-field non-Markovian epidemic thresholds, both for a Weibull and Gamma infection time, are physically similar and interpreted via the occurrence time of an infection during a healthy period of each node in the graph. Our theory couples the type of a viral item, specified by a shape parameter of the Weibull or Gamma distribution, to its corresponding network-wide endemic spreading power, which is specified by the mean-field non-Markovian epidemic threshold in any network. American Physical Society 2019-08-26 2019-08 /pmc/articles/PMC7219265/ /pubmed/31574702 http://dx.doi.org/10.1103/PhysRevE.100.022317 Text en ©2019 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 Van Mieghem, P. Liu, Qiang Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings |
title | Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings |
title_full | Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings |
title_fullStr | Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings |
title_full_unstemmed | Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings |
title_short | Explicit non-Markovian susceptible-infected-susceptible mean-field epidemic threshold for Weibull and Gamma infections but Poisson curings |
title_sort | explicit non-markovian susceptible-infected-susceptible mean-field epidemic threshold for weibull and gamma infections but poisson curings |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219265/ https://www.ncbi.nlm.nih.gov/pubmed/31574702 http://dx.doi.org/10.1103/PhysRevE.100.022317 |
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