JOURNAL ARTICLE

Further Properties and Estimations of Exponentiated Generalized Linear Exponential Distribution

Chien‐Tai LinYu LiuYun-Wei LiZhiwei ChenHassan M. Okasha

Year: 2021 Journal:   Mathematics Vol: 9 (24)Pages: 3328-3328   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

The recent exponentiated generalized linear exponential distribution is a generalization of the generalized linear exponential distribution and the exponentiated generalized linear exponential distribution. In this paper, we study some statistical properties of this distribution such as negative moments, moments of order statistics, mean residual lifetime, and their asymptotic distributions for sample extreme order statistics. Different estimation procedures include the maximum likelihood estimation, the corrected maximum likelihood estimation, the modified maximum likelihood estimation, the maximum product of spacing estimation, and the least squares estimation are compared via a Monte Carlo simulation study in terms of their biases, mean squared errors, and their rates of obtaining reliable estimates. Recommendations are made from the simulation results and a numerical example is presented to illustrate its use for modeling a rainfall data from Orlando, Florida.

Keywords:
Mathematics Statistics Applied mathematics Exponential distribution Exponential function Maximum likelihood Order statistic Generalization Generalized linear model Exponential family Monte Carlo method Estimation theory Mathematical analysis

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Citation History

Topics

Statistical Distribution Estimation and Applications
Physical Sciences →  Mathematics →  Statistics and Probability
Probabilistic and Robust Engineering Design
Social Sciences →  Decision Sciences →  Statistics, Probability and Uncertainty
Hydrology and Drought Analysis
Physical Sciences →  Environmental Science →  Global and Planetary Change

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