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Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study

In this paper, a stochastic epidemiological model is presented as an extension of a compartmental SEIR model with random perturbations to analyze the dynamics of the COVID-19 pandemic in the city of Bogotá D.C., Colombia. This model incorporates the spread of COVID-19 impacted by social behaviors in...

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Autores principales: Niño-Torres, David, Ríos-Gutiérrez, Andrés, Arunachalam, Viswanathan, Ohajunwa, Comfort, Seshaiyer, Padmanabhan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: KeAi Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718868/
https://www.ncbi.nlm.nih.gov/pubmed/35005324
http://dx.doi.org/10.1016/j.idm.2021.12.008
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author Niño-Torres, David
Ríos-Gutiérrez, Andrés
Arunachalam, Viswanathan
Ohajunwa, Comfort
Seshaiyer, Padmanabhan
author_facet Niño-Torres, David
Ríos-Gutiérrez, Andrés
Arunachalam, Viswanathan
Ohajunwa, Comfort
Seshaiyer, Padmanabhan
author_sort Niño-Torres, David
collection PubMed
description In this paper, a stochastic epidemiological model is presented as an extension of a compartmental SEIR model with random perturbations to analyze the dynamics of the COVID-19 pandemic in the city of Bogotá D.C., Colombia. This model incorporates the spread of COVID-19 impacted by social behaviors in the population and allows for projecting the number of infected, recovered, and deceased individuals considering the mitigation measures, namely confinement and partial relaxed restrictions. Also, the role of randomness using the concept of Brownian motion is emphasized to explain the behavior of the population. Computational experiments for the stochastic model with random perturbations were performed, and the model is validated through numerical simulations for actual data from Bogotá D.C.
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spelling pubmed-87188682022-01-03 Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study Niño-Torres, David Ríos-Gutiérrez, Andrés Arunachalam, Viswanathan Ohajunwa, Comfort Seshaiyer, Padmanabhan Infect Dis Model Original Research Article In this paper, a stochastic epidemiological model is presented as an extension of a compartmental SEIR model with random perturbations to analyze the dynamics of the COVID-19 pandemic in the city of Bogotá D.C., Colombia. This model incorporates the spread of COVID-19 impacted by social behaviors in the population and allows for projecting the number of infected, recovered, and deceased individuals considering the mitigation measures, namely confinement and partial relaxed restrictions. Also, the role of randomness using the concept of Brownian motion is emphasized to explain the behavior of the population. Computational experiments for the stochastic model with random perturbations were performed, and the model is validated through numerical simulations for actual data from Bogotá D.C. KeAi Publishing 2021-12-31 /pmc/articles/PMC8718868/ /pubmed/35005324 http://dx.doi.org/10.1016/j.idm.2021.12.008 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Original Research Article
Niño-Torres, David
Ríos-Gutiérrez, Andrés
Arunachalam, Viswanathan
Ohajunwa, Comfort
Seshaiyer, Padmanabhan
Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
title Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
title_full Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
title_fullStr Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
title_full_unstemmed Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
title_short Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
title_sort stochastic modeling, analysis, and simulation of the covid-19 pandemic with explicit behavioral changes in bogotá: a case study
topic Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718868/
https://www.ncbi.nlm.nih.gov/pubmed/35005324
http://dx.doi.org/10.1016/j.idm.2021.12.008
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