Bayesian analysis of the amended Davidson model for paired comparison using noninformative and informative priors

被引:3
|
作者
Altaf, Saima [1 ]
Aslam, Muhammad [2 ,3 ]
Aslam, Muhammad [2 ,3 ]
机构
[1] PMAS Univ Arid Agr, Dept Stat, Rawalpindi, Pakistan
[2] Quaid I Azam Univ, Dept Stat, Islamabad, Pakistan
[3] Bahauddin Zakariya Univ, Dept Stat, Multan, Pakistan
关键词
Bayesian analysis; Bayes factor; Davidson model; paired comparison models; noninformative priors; 62A15; BRADLEY-TERRY MODEL;
D O I
10.1080/02331888.2012.664773
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 recent years, numerous statisticians have focused their attention on the Bayesian analysis of different paired comparison models. While studying paired comparison techniques, the Davidson model is considered to be one of the famous paired comparison models in the available literature. In this article, we have introduced an amendment in the Davidson model which has been commenced to accommodate the option of not distinguishing the effects of two treatments when they are compared pairwise. Having made this amendment, the Bayesian analysis of the Amended Davidson model is performed using the noninformative (uniform and Jeffreys') and informative (Dirichlet-gamma-gamma) priors. To study the model and to perform the Bayesian analysis with the help of an example, we have obtained the joint and marginal posterior distributions of the parameters, their posterior estimates, graphical presentations of the marginal densities, preference and predictive probabilities and the posterior probabilities to compare the treatment parameters.
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页码:1090 / 1103
页数:14
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