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A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data

The bivariate Poisson exponential-exponential distribution is an important lifetime distribution in medical data analysis. In this article, the conditionals, probability mass function (pmf), Poisson exponential and probability density function (pdf), and exponential distribution are used for creatin...

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Autores principales: Mohammed, B. I., Makumi, Nicholas, Aldallal, Ramy, Dyhoum, Taysir E., Aljohani, Hassan M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9148234/
https://www.ncbi.nlm.nih.gov/pubmed/35637848
http://dx.doi.org/10.1155/2022/1883491
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author Mohammed, B. I.
Makumi, Nicholas
Aldallal, Ramy
Dyhoum, Taysir E.
Aljohani, Hassan M.
author_facet Mohammed, B. I.
Makumi, Nicholas
Aldallal, Ramy
Dyhoum, Taysir E.
Aljohani, Hassan M.
author_sort Mohammed, B. I.
collection PubMed
description The bivariate Poisson exponential-exponential distribution is an important lifetime distribution in medical data analysis. In this article, the conditionals, probability mass function (pmf), Poisson exponential and probability density function (pdf), and exponential distribution are used for creating bivariate distribution which is called bivariate Poisson exponential-exponential conditional (BPEEC) distribution. Some properties of the BPEEC model are obtained such as the normalized constant, conditional densities, regression functions, and product moment. Moreover, the maximum likelihood and pseudolikelihood methods are used to estimate the BPEEC parameters based on complete data. Finally, two data sets of real bivariate data are analyzed to compare the methods of estimation. In addition, a comparison between the BPEEC model with the bivariate exponential conditionals (BEC) and bivariate Poisson exponential conditionals (BPEC) is considered.
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spelling pubmed-91482342022-05-29 A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data Mohammed, B. I. Makumi, Nicholas Aldallal, Ramy Dyhoum, Taysir E. Aljohani, Hassan M. Comput Math Methods Med Research Article The bivariate Poisson exponential-exponential distribution is an important lifetime distribution in medical data analysis. In this article, the conditionals, probability mass function (pmf), Poisson exponential and probability density function (pdf), and exponential distribution are used for creating bivariate distribution which is called bivariate Poisson exponential-exponential conditional (BPEEC) distribution. Some properties of the BPEEC model are obtained such as the normalized constant, conditional densities, regression functions, and product moment. Moreover, the maximum likelihood and pseudolikelihood methods are used to estimate the BPEEC parameters based on complete data. Finally, two data sets of real bivariate data are analyzed to compare the methods of estimation. In addition, a comparison between the BPEEC model with the bivariate exponential conditionals (BEC) and bivariate Poisson exponential conditionals (BPEC) is considered. Hindawi 2022-05-21 /pmc/articles/PMC9148234/ /pubmed/35637848 http://dx.doi.org/10.1155/2022/1883491 Text en Copyright © 2022 B. I. Mohammed et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Mohammed, B. I.
Makumi, Nicholas
Aldallal, Ramy
Dyhoum, Taysir E.
Aljohani, Hassan M.
A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data
title A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data
title_full A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data
title_fullStr A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data
title_full_unstemmed A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data
title_short A New Model of Discrete-Continuous Bivariate Distribution with Applications to Medical Data
title_sort new model of discrete-continuous bivariate distribution with applications to medical data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9148234/
https://www.ncbi.nlm.nih.gov/pubmed/35637848
http://dx.doi.org/10.1155/2022/1883491
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