Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission

Ebola epidemic model threshold value indicates whether the disease will continue to spread in a population or not. However, the accurate value of this threshold is influenced by uncertainty in its parameters’ values which are marred by parameter estimation errors due to procedure, errors in data col...

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Main Authors: Datilo, P. M., Ismail, Z.
Format: Article
Published: Institute of Medico-Legal Publications 2019
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Online Access:http://eprints.utm.my/id/eprint/90646/
http://dx.doi.org/10.5958/0976-5506.2019.02122.3
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.906462021-04-29T23:28:18Z http://eprints.utm.my/id/eprint/90646/ Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission Datilo, P. M. Ismail, Z. QA Mathematics Ebola epidemic model threshold value indicates whether the disease will continue to spread in a population or not. However, the accurate value of this threshold is influenced by uncertainty in its parameters’ values which are marred by parameter estimation errors due to procedure, errors in data collection and underlying model assumptions. Understanding the implication of changes in parameters values is necessary in order to guide outbreak control decision. Next generation matrix approach was used to determine the basic reproduction number of SVEQHIFR Ebola epidemic model. In assessing the influence, direction, and strength of relationship parameters to Ebola basic reproduction number, 1000 simulations run for LHS/PRCC procedure was used. Positive or negative sensitivity indices of the threshold value to parameter changes indicate that control measure should be intensified in reversing or enhancing these indices. This information can gauge implementation of interventions strategies in the attempt to decelerate Ebola disease transmission. Institute of Medico-Legal Publications 2019-08 Article PeerReviewed Datilo, P. M. and Ismail, Z. (2019) Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission. Indian Journal of Public Health Research and Development, 10 (8). pp. 1862-1867. ISSN 0976-0245 (In Press) http://dx.doi.org/10.5958/0976-5506.2019.02122.3 DOI: 10.5958/0976-5506.2019.02122.3
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic QA Mathematics
spellingShingle QA Mathematics
Datilo, P. M.
Ismail, Z.
Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission
description Ebola epidemic model threshold value indicates whether the disease will continue to spread in a population or not. However, the accurate value of this threshold is influenced by uncertainty in its parameters’ values which are marred by parameter estimation errors due to procedure, errors in data collection and underlying model assumptions. Understanding the implication of changes in parameters values is necessary in order to guide outbreak control decision. Next generation matrix approach was used to determine the basic reproduction number of SVEQHIFR Ebola epidemic model. In assessing the influence, direction, and strength of relationship parameters to Ebola basic reproduction number, 1000 simulations run for LHS/PRCC procedure was used. Positive or negative sensitivity indices of the threshold value to parameter changes indicate that control measure should be intensified in reversing or enhancing these indices. This information can gauge implementation of interventions strategies in the attempt to decelerate Ebola disease transmission.
format Article
author Datilo, P. M.
Ismail, Z.
author_facet Datilo, P. M.
Ismail, Z.
author_sort Datilo, P. M.
title Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission
title_short Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission
title_full Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission
title_fullStr Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission
title_full_unstemmed Implication of uncertainty and sensitivity analysis of Ebola virus disease transmission
title_sort implication of uncertainty and sensitivity analysis of ebola virus disease transmission
publisher Institute of Medico-Legal Publications
publishDate 2019
url http://eprints.utm.my/id/eprint/90646/
http://dx.doi.org/10.5958/0976-5506.2019.02122.3
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