Cargando…

The Odds Exponential-Pareto IV Distribution: Regression Model and Application

This article introduces the odds exponential-Pareto IV distribution, which belongs to the odds family of distributions. We studied the statistical properties of this new distribution. The odds exponential-Pareto IV distribution provided decreasing, increasing, and upside-down hazard functions. We em...

Descripción completa

Detalles Bibliográficos
Autores principales: Baharith, Lamya A., AL-Beladi, Kholod M., Klakattawi, Hadeel S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516982/
https://www.ncbi.nlm.nih.gov/pubmed/33286270
http://dx.doi.org/10.3390/e22050497
_version_ 1783587123804241920
author Baharith, Lamya A.
AL-Beladi, Kholod M.
Klakattawi, Hadeel S.
author_facet Baharith, Lamya A.
AL-Beladi, Kholod M.
Klakattawi, Hadeel S.
author_sort Baharith, Lamya A.
collection PubMed
description This article introduces the odds exponential-Pareto IV distribution, which belongs to the odds family of distributions. We studied the statistical properties of this new distribution. The odds exponential-Pareto IV distribution provided decreasing, increasing, and upside-down hazard functions. We employed the maximum likelihood method to estimate the distribution parameters. The estimators performance was assessed by conducting simulation studies. A new log location-scale regression model based on the odds exponential-Pareto IV distribution was also introduced. Parameter estimates of the proposed model were obtained using both maximum likelihood and jackknife methods for right-censored data. Real data sets were analyzed under the odds exponential-Pareto IV distribution and log odds exponential-Pareto IV regression model to show their flexibility and potentiality.
format Online
Article
Text
id pubmed-7516982
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-75169822020-11-09 The Odds Exponential-Pareto IV Distribution: Regression Model and Application Baharith, Lamya A. AL-Beladi, Kholod M. Klakattawi, Hadeel S. Entropy (Basel) Article This article introduces the odds exponential-Pareto IV distribution, which belongs to the odds family of distributions. We studied the statistical properties of this new distribution. The odds exponential-Pareto IV distribution provided decreasing, increasing, and upside-down hazard functions. We employed the maximum likelihood method to estimate the distribution parameters. The estimators performance was assessed by conducting simulation studies. A new log location-scale regression model based on the odds exponential-Pareto IV distribution was also introduced. Parameter estimates of the proposed model were obtained using both maximum likelihood and jackknife methods for right-censored data. Real data sets were analyzed under the odds exponential-Pareto IV distribution and log odds exponential-Pareto IV regression model to show their flexibility and potentiality. MDPI 2020-04-25 /pmc/articles/PMC7516982/ /pubmed/33286270 http://dx.doi.org/10.3390/e22050497 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Baharith, Lamya A.
AL-Beladi, Kholod M.
Klakattawi, Hadeel S.
The Odds Exponential-Pareto IV Distribution: Regression Model and Application
title The Odds Exponential-Pareto IV Distribution: Regression Model and Application
title_full The Odds Exponential-Pareto IV Distribution: Regression Model and Application
title_fullStr The Odds Exponential-Pareto IV Distribution: Regression Model and Application
title_full_unstemmed The Odds Exponential-Pareto IV Distribution: Regression Model and Application
title_short The Odds Exponential-Pareto IV Distribution: Regression Model and Application
title_sort odds exponential-pareto iv distribution: regression model and application
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516982/
https://www.ncbi.nlm.nih.gov/pubmed/33286270
http://dx.doi.org/10.3390/e22050497
work_keys_str_mv AT baharithlamyaa theoddsexponentialparetoivdistributionregressionmodelandapplication
AT albeladikholodm theoddsexponentialparetoivdistributionregressionmodelandapplication
AT klakattawihadeels theoddsexponentialparetoivdistributionregressionmodelandapplication
AT baharithlamyaa oddsexponentialparetoivdistributionregressionmodelandapplication
AT albeladikholodm oddsexponentialparetoivdistributionregressionmodelandapplication
AT klakattawihadeels oddsexponentialparetoivdistributionregressionmodelandapplication