Bayesian estimation of the survival characteristics for Hjorth distribution under progressive type-II censoring

被引:7
作者
Yadav, Abhimanyu Singh [1 ]
Bakouch, Hassan S. [2 ]
Chesneau, Christophe [3 ]
机构
[1] Cent Univ Rajasthan, Dept Stat, Ajamer, Rajasthan, India
[2] Tanta Univ, Dept Math, Fac Sci, Tanta, Egypt
[3] Univ Caen, LMNO, Caen, France
关键词
Approximation techniques; Bayes estimation; Hjorth distribution; Progressive censoring; 62BF10; 62BF12; RELIABILITY ESTIMATION; WEIBULL DISTRIBUTION; INFERENCE;
D O I
10.1080/03610918.2019.1659363
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, the Bayes estimation procedure for the parameters and survival characteristics (survival and hazard functions) of the Hjorth distribution has been proposed with progressively type-II censored data. The Bayes estimators are derived with gamma prior and evaluated under squared error loss function. It is known that the censored observations create the complexity in Bayes estimation procedures. Therefore, two approximation techniques, namely Tierney-Kadane approximation method and Markov Chain Monte Carlo method have been used to compute the approximate Bayes estimators. The proposed estimates are compared with the usual maximum likelihood estimators through Monte Carlo simulations. Lastly, a medical data set has been considered to show the applicability of the proposed model as well study in real life scenario.
引用
收藏
页码:882 / 900
页数:19
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