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Generalized Gamma-CUSUM control chart with application of COVID-19 deaths

The increase in the number of infections and the worrisome state of mortality linked to the COVID-19 pandemic demand an optimal statistical model and efficient monitoring scheme to analyze the deaths. This paper aims to model the COVID-19 mortality in Nigeria using four non-normal distributions grou...

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Detalles Bibliográficos
Autores principales: Adeoti, Olatunde Adebayo, Adekeye, Kayode Samuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894481/
https://www.ncbi.nlm.nih.gov/pubmed/36730341
http://dx.doi.org/10.1371/journal.pone.0281360
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author Adeoti, Olatunde Adebayo
Adekeye, Kayode Samuel
author_facet Adeoti, Olatunde Adebayo
Adekeye, Kayode Samuel
author_sort Adeoti, Olatunde Adebayo
collection PubMed
description The increase in the number of infections and the worrisome state of mortality linked to the COVID-19 pandemic demand an optimal statistical model and efficient monitoring scheme to analyze the deaths. This paper aims to model the COVID-19 mortality in Nigeria using four non-normal distributions grouped under the generalized gamma distribution, by specifying the best-fit distribution to model the number of deaths linked to the COVID-19 pandemic. In addition, a control chart to monitor the COVID-19 deaths based on the best-fit distribution is proposed. The performance of the proposed Gamma-CUSUM chart as a monitoring scheme was compared with the standard normal-CUSUM chart. The results revealed that the Gamma-CUSUM chart first signals a change in the number of deaths on day 68 while there was no change in the number of deaths for the standard normal-CUSUM chart. Also, the exact point of change was visible on the Gamma-CUSUM chart which was impossible on a standard normal-CUSUM control chart.
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spelling pubmed-98944812023-02-03 Generalized Gamma-CUSUM control chart with application of COVID-19 deaths Adeoti, Olatunde Adebayo Adekeye, Kayode Samuel PLoS One Research Article The increase in the number of infections and the worrisome state of mortality linked to the COVID-19 pandemic demand an optimal statistical model and efficient monitoring scheme to analyze the deaths. This paper aims to model the COVID-19 mortality in Nigeria using four non-normal distributions grouped under the generalized gamma distribution, by specifying the best-fit distribution to model the number of deaths linked to the COVID-19 pandemic. In addition, a control chart to monitor the COVID-19 deaths based on the best-fit distribution is proposed. The performance of the proposed Gamma-CUSUM chart as a monitoring scheme was compared with the standard normal-CUSUM chart. The results revealed that the Gamma-CUSUM chart first signals a change in the number of deaths on day 68 while there was no change in the number of deaths for the standard normal-CUSUM chart. Also, the exact point of change was visible on the Gamma-CUSUM chart which was impossible on a standard normal-CUSUM control chart. Public Library of Science 2023-02-02 /pmc/articles/PMC9894481/ /pubmed/36730341 http://dx.doi.org/10.1371/journal.pone.0281360 Text en © 2023 Adeoti, Adekeye https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Adeoti, Olatunde Adebayo
Adekeye, Kayode Samuel
Generalized Gamma-CUSUM control chart with application of COVID-19 deaths
title Generalized Gamma-CUSUM control chart with application of COVID-19 deaths
title_full Generalized Gamma-CUSUM control chart with application of COVID-19 deaths
title_fullStr Generalized Gamma-CUSUM control chart with application of COVID-19 deaths
title_full_unstemmed Generalized Gamma-CUSUM control chart with application of COVID-19 deaths
title_short Generalized Gamma-CUSUM control chart with application of COVID-19 deaths
title_sort generalized gamma-cusum control chart with application of covid-19 deaths
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894481/
https://www.ncbi.nlm.nih.gov/pubmed/36730341
http://dx.doi.org/10.1371/journal.pone.0281360
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