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General two-parameter distribution: Statistical properties, estimation, and application on COVID-19

In this paper, we introduced a novel general two-parameter statistical distribution which can be presented as a mix of both exponential and gamma distributions. Some statistical properties of the general model were derived mathematically. Many estimation methods studied the estimation of the propose...

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Autores principales: Gemeay, Ahmed M., Halim, Zeghdoudi, Abd El-Raouf, M. M., Hussam, Eslam, Abdulrahman, Alanazi Talal, Mashaqbah, Nour Khaled, Alshammari, Nawaf, Makumi, Nicholas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9907847/
https://www.ncbi.nlm.nih.gov/pubmed/36753497
http://dx.doi.org/10.1371/journal.pone.0281474
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author Gemeay, Ahmed M.
Halim, Zeghdoudi
Abd El-Raouf, M. M.
Hussam, Eslam
Abdulrahman, Alanazi Talal
Mashaqbah, Nour Khaled
Alshammari, Nawaf
Makumi, Nicholas
author_facet Gemeay, Ahmed M.
Halim, Zeghdoudi
Abd El-Raouf, M. M.
Hussam, Eslam
Abdulrahman, Alanazi Talal
Mashaqbah, Nour Khaled
Alshammari, Nawaf
Makumi, Nicholas
author_sort Gemeay, Ahmed M.
collection PubMed
description In this paper, we introduced a novel general two-parameter statistical distribution which can be presented as a mix of both exponential and gamma distributions. Some statistical properties of the general model were derived mathematically. Many estimation methods studied the estimation of the proposed model parameters. A new statistical model was presented as a particular case of the general two-parameter model, which is used to study the performance of the different estimation methods with the randomly generated data sets. Finally, the COVID-19 data set was used to show the superiority of the particular case for fitting real-world data sets over other compared well-known models.
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spelling pubmed-99078472023-02-08 General two-parameter distribution: Statistical properties, estimation, and application on COVID-19 Gemeay, Ahmed M. Halim, Zeghdoudi Abd El-Raouf, M. M. Hussam, Eslam Abdulrahman, Alanazi Talal Mashaqbah, Nour Khaled Alshammari, Nawaf Makumi, Nicholas PLoS One Research Article In this paper, we introduced a novel general two-parameter statistical distribution which can be presented as a mix of both exponential and gamma distributions. Some statistical properties of the general model were derived mathematically. Many estimation methods studied the estimation of the proposed model parameters. A new statistical model was presented as a particular case of the general two-parameter model, which is used to study the performance of the different estimation methods with the randomly generated data sets. Finally, the COVID-19 data set was used to show the superiority of the particular case for fitting real-world data sets over other compared well-known models. Public Library of Science 2023-02-08 /pmc/articles/PMC9907847/ /pubmed/36753497 http://dx.doi.org/10.1371/journal.pone.0281474 Text en © 2023 Gemeay et al 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
Gemeay, Ahmed M.
Halim, Zeghdoudi
Abd El-Raouf, M. M.
Hussam, Eslam
Abdulrahman, Alanazi Talal
Mashaqbah, Nour Khaled
Alshammari, Nawaf
Makumi, Nicholas
General two-parameter distribution: Statistical properties, estimation, and application on COVID-19
title General two-parameter distribution: Statistical properties, estimation, and application on COVID-19
title_full General two-parameter distribution: Statistical properties, estimation, and application on COVID-19
title_fullStr General two-parameter distribution: Statistical properties, estimation, and application on COVID-19
title_full_unstemmed General two-parameter distribution: Statistical properties, estimation, and application on COVID-19
title_short General two-parameter distribution: Statistical properties, estimation, and application on COVID-19
title_sort general two-parameter distribution: statistical properties, estimation, and application on covid-19
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9907847/
https://www.ncbi.nlm.nih.gov/pubmed/36753497
http://dx.doi.org/10.1371/journal.pone.0281474
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