Bayesian inference of generalized exponential distribution based on lower record values

被引:0
作者
Sanku, D.E.Y. [1 ]
Tanujit, D.E.Y. [2 ]
Salehi, Mahdi [3 ]
Ahmadi, Jafar [3 ]
机构
[1] Department of Statistics, St. Anthony's College, Shillong, 793001, Meghalaya
[2] Department of Mathematics, College of William and Mary, Williamsburg
[3] Department of Statistics and Ordered and Spatial Data Center of Excellence, Ferdowsi University of Mashhad, Mashhad, 91775
关键词
Bayes estimators; Bayes prediction; General entropy loss function; Generalized exponential distribution; Maximum likelihood estimator; Predictive interval;
D O I
10.1080/01966324.2013.788391
中图分类号
学科分类号
摘要
This article addresses the problem of frequentist and Bayesian estimation of the parameters of the generalized exponential distribution (GED) using lower record values. The maximum likelihood estimates (MLE) and the Bayes estimates based on loioer records are derived for tlie unknown parameters of the GED. We consider the Bayes estimators of the unknoxvn parameters under the assumption of gamma priors on both the shape and the scale parameters. The Bayes estimators cannot be obtained in explicit forms. The Bayesian estimation of the parameters of the GED has been studied rvith respect to both symmetric and asymmetric loss functions. We have also derived the Bayes interval of this distribution and discussed the Bayesian prediction intervals of the future record values based on the observed record values. Monte Carlo simulations are performed to compare the performances of the proposed methods, and one dataset has been analyzed for illustrative purposes. © Taylor & Francis Group, LLC.
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页码:1 / 18
页数:17
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