On Generalized Moment Exponential Distribution and Power Series Distribution

Iqbal, Zafar and Ali, Noreen and Razaq, Abdur and Hussain, Tassaddaq and Salman, Muhammad (2020) On Generalized Moment Exponential Distribution and Power Series Distribution. Asian Journal of Probability and Statistics, 6 (1). pp. 1-21. ISSN 2582-0230

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Abstract

In this research paper, a new life time family is introduced. Sadaf [1] proposed a moment exponential power series (MEPS) distribution. Generalized moment exponential power series (GMEPS) distribution is a general form of MEPS distribution. It is characterized by compounding GME distribution and power series (PS) distribution. This new family has some new sub models such as GME geometric distribution, GME Poisson (GMEP) distribution, GME logarithmic (GMEL) distribution and GME binomial (GMEB) distribution. We provide statistical properties of GMEPS family of distributions. We find here expression of quantile function based on Lambert W function, the density function of rth order statistic and moments of GMEPS distribution. Descriptive expressions of Shannon entropy and Rényi entropy of new general model are found. We provide special sub-models of the GMEPS family of distributions. The maximum likelihood (ML) estimation method is used to find estimates of the parameters of GMEPS distribution. Simulation study is carried out to check the convergence of new estimators. We apply GMEPS family of distributions on two sets of real data.

Item Type: Article
Subjects: Scholar Eprints > Mathematical Science
Depositing User: Managing Editor
Date Deposited: 18 Mar 2023 07:21
Last Modified: 28 Oct 2024 08:10
URI: http://repository.stmscientificarchives.com/id/eprint/1453

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