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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9148234 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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