Weighted exponential distribution: properties and different methods of estimation

被引:63
|
作者
Dey, Sanku [1 ]
Ali, Sajid [2 ]
Park, Chanseok [3 ]
机构
[1] St Anthonys Coll, Dept Stat, Shillong, Meghalaya, India
[2] Bocconi Univ, Dept Decis Sci, Milan, Italy
[3] Clemson Univ, Dept Math Sci, Clemson, SC USA
关键词
Bayes estimator; maximum likelihood estimators; moment estimators; percentile estimator; failure rate function; mean residual life function; 62C10; 62F10; 62F15; 65C10; WEIBULL DISTRIBUTION; INFERENCE; LIFE;
D O I
10.1080/00949655.2014.992346
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this article, we investigate various properties and methods of estimation of the Weighted Exponential distribution. Although, our main focus is on estimation (from both frequentist and Bayesian point of view) yet, the stochastic ordering, the Bonferroni and the Lorenz curves, various entropies and order statistics are derived first time for the said distribution. Different types of loss functions are considered for Bayesian estimation. Furthermore, the Bayes estimators and their respective posterior risks are computed and compared using Gibbs sampling. The different reliability characteristics including hazard function, stress and strength analysis, and mean residual life function are also derived. Monte Carlo simulations are performed to compare the performances of the proposed methods of estimation and two real data sets have been analysed for illustrative purposes.
引用
收藏
页码:3641 / 3661
页数:21
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