Power Lambert uniform distribution: Statistical properties, actuarial measures, regression analysis, and applications

Author:

Gemeay Ahmed M.1ORCID,Karakaya Kadir2ORCID,Bakr M. E.3,Balogun Oluwafemi Samson4ORCID,Atchadé Mintodê Nicodème5ORCID,Hussam Eslam6ORCID

Affiliation:

1. Department of Mathematics, Faculty of Science, Tanta University 1 , Tanta 31527, Egypt

2. Department of Statistics, Faculty of Sciences, Selçuk University 2 , Konya, Türkiye

3. Department of Statistics and Operations Research, College of Science, King Saud University 3 , P.O. Box 2455, Riyadh 11451, Saudi Arabia

4. Department of Computing, University of Eastern Finland 4 , FI-70211 Kuopio, Finland

5. National Higher School of Mathematics Genius and Modelization, National University of Sciences, Technologies, Engineering and Mathematics 5 , Abomey, Benin Republic

6. Department of Mathematics, Faculty of Science, Helwan University 6 , Cairo, Egypt

Abstract

Here, we present a new bounded distribution known as the power Lambert uniform distribution, and we deduce some of its statistical properties such as quantile function, moments, incomplete moments, mean residual life and mean inactivity time, Lorenz, Bonferroni, and Zenga curves, and order statistics. We presented different shapes of the probability density function and the hazard function of the proposed model. Eleven traditional methods are used to estimate its parameters. The behavior of these estimators is investigated using simulation results. Some actuarial measures are derived mathematically for our proposed model. Some numerical computations for these actuarial measures are given for some choices of parameters and significance levels. A new quantile regression model is constructed based on the new unit distribution. The maximum likelihood estimation method is used to estimate the unknown parameters of the regression model. Furthermore, the usability of the new distribution and regression models is demonstrated with the COVID-19 and educational datasets, respectively.

Funder

King Saud University

Publisher

AIP Publishing

Subject

General Physics and Astronomy

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