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Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
Developing robust, quantitative methods to optimize resource allocations in response to epidemics has the potential to save lives and minimize health care costs. In this paper, we develop and apply a computationally efficient algorithm that enables us to calculate the complete probability distributi...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4331427/ https://www.ncbi.nlm.nih.gov/pubmed/25688857 http://dx.doi.org/10.1371/journal.pone.0115826 |
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author | Yuan, Edwin C. Alderson, David L. Stromberg, Sean Carlson, Jean M. |
author_facet | Yuan, Edwin C. Alderson, David L. Stromberg, Sean Carlson, Jean M. |
author_sort | Yuan, Edwin C. |
collection | PubMed |
description | Developing robust, quantitative methods to optimize resource allocations in response to epidemics has the potential to save lives and minimize health care costs. In this paper, we develop and apply a computationally efficient algorithm that enables us to calculate the complete probability distribution for the final epidemic size in a stochastic Susceptible-Infected-Recovered (SIR) model. Based on these results, we determine the optimal allocations of a limited quantity of vaccine between two non-interacting populations. We compare the stochastic solution to results obtained for the traditional, deterministic SIR model. For intermediate quantities of vaccine, the deterministic model is a poor estimate of the optimal strategy for the more realistic, stochastic case. |
format | Online Article Text |
id | pubmed-4331427 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-43314272015-02-24 Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations Yuan, Edwin C. Alderson, David L. Stromberg, Sean Carlson, Jean M. PLoS One Research Article Developing robust, quantitative methods to optimize resource allocations in response to epidemics has the potential to save lives and minimize health care costs. In this paper, we develop and apply a computationally efficient algorithm that enables us to calculate the complete probability distribution for the final epidemic size in a stochastic Susceptible-Infected-Recovered (SIR) model. Based on these results, we determine the optimal allocations of a limited quantity of vaccine between two non-interacting populations. We compare the stochastic solution to results obtained for the traditional, deterministic SIR model. For intermediate quantities of vaccine, the deterministic model is a poor estimate of the optimal strategy for the more realistic, stochastic case. Public Library of Science 2015-02-17 /pmc/articles/PMC4331427/ /pubmed/25688857 http://dx.doi.org/10.1371/journal.pone.0115826 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. |
spellingShingle | Research Article Yuan, Edwin C. Alderson, David L. Stromberg, Sean Carlson, Jean M. Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations |
title | Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations |
title_full | Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations |
title_fullStr | Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations |
title_full_unstemmed | Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations |
title_short | Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations |
title_sort | optimal vaccination in a stochastic epidemic model of two non-interacting populations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4331427/ https://www.ncbi.nlm.nih.gov/pubmed/25688857 http://dx.doi.org/10.1371/journal.pone.0115826 |
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