On the Bayesian estimation of the weighted Lindley distribution

被引:45
作者
Ali, Sajid [1 ]
机构
[1] Bocconi Univ, Dept Decis Sci, Milan, Italy
关键词
importance sampling; mean residual life function; posterior risk; loss functions; Lindley approximation; failure rate function; weighted Lindley distribution; 65C60; 62F15; 62F10; 62N05; 62C10;
D O I
10.1080/00949655.2013.847442
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The weighted distributions provide a comprehensive understanding by adding flexibility in the existing standard distributions. In this article, we considered the weighted Lindley distribution which belongs to the class of the weighted distributions and investigated various its properties. Although, our main focus is the Bayesian analysis however, stochastic ordering, the Bonferroni and the Lorenz curves, various entropies and order statistics derivations are obtained first time for the said distribution. Different types of loss functions are considered; the Bayes estimators and their respective posterior risks are computed and compared. The different reliability characteristics including hazard function, stress and strength analysis, and mean residual life function are also analysed. The Lindley approximation and the importance sampling are described for estimation of parameters. A simulation study is designed to inspect the effect of sample size on the estimated parameters. A real-life application is also presented for the illustration purpose.
引用
收藏
页码:855 / 880
页数:26
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