The Exponentiated Generalized Alpha Power Exponential Distribution: Properties and Applications

被引:5
|
作者
ElSherpieny, ElSayed A. [1 ]
Almetwally, Ehab M. [1 ,2 ]
机构
[1] Cairo Univ, Fac Grad Studies Stat Res, Giza 12613, Egypt
[2] Delta Univ Sci & Technol, Fac Business Adm, Gamasa 11152, Egypt
关键词
Exponentiated Generalized distribution; Alpha Power distribution; Maximum Likelihood Estimation; Maximum Product Spacing; Bayesian estimation; Reliability Analysis; WEIBULL DISTRIBUTION; MAXIMUM-LIKELIHOOD;
D O I
10.18187/pjsor.v18i1.3515
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, we first introduce the exponentiated generalized alpha power family of distributions to extend several other distributions. We use the new family and develop a new distribution, called the exponentiated generalized alpha power exponential (EGAPEx) distribution. The proposed EGAPEx distribution provides greater flexibility in modeling data from a practical point of view. The new model includes the exponential; alpha power exponential; alpha power generalized exponential, generalized exponential, standardized generalized exponential and exponentiated generalized exponential distributions as a special cases. This distribution exhibits four hazard rate shapes such as L shaped, increasing, decreasing, and upside-down bathtub. Some statistical properties of the EGAPEx distribution are obtained. The model parameters are obtained by maximum likelihood, maximum product spacing, and Bayesian estimation methods. In addition, we have obtained approximate confidence intervals, two bootstrap confidence intervals, and Bayes credible intervals. A Monte Carlo Simulation is performed to compare the different methods of estimation. We illustrate the performance of the proposed distribution through two real data sets; one is related to economic data and another is failure time data and the data sets show the proposed distribution is superior in its ability to model the data sets as compared to the exponentiated generalized exponential, alpha power generalized exponential, alpha power exponential, generalized exponential and exponential distributions.
引用
收藏
页码:349 / 367
页数:19
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