Objective Bayesian analysis for generalized exponential stress-strength model

被引:7
作者
Kang, Sang Gil [1 ]
Lee, Woo Dong [2 ]
Kim, Yongku [3 ]
机构
[1] Sangji Univ, Dept Comp & Data Informat, Wonju 26339, South Korea
[2] Daegu Haany Univ, Premajor Cosmet & Pharmaceut, Kyungsan 38610, South Korea
[3] Kyungpook Natl Univ, Dept Stat, Daegu 41566, South Korea
基金
新加坡国家研究基金会;
关键词
Bayesian analysis; Exponential distribution; Generalized stress– strength model; Matching prior; Reference prior; FREQUENTIST VALIDITY; SYSTEM; PRIORS;
D O I
10.1007/s00180-021-01083-6
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 reliability studies, a stress-strength model is often used to analyze a system that fails whenever the applied stress is greater than the strength. Statistical inference of reliability is widely used in a number of areas, such as engineering, clinical trials, and quality control. In addition to the common stress-strength model with one stress and one strength, the reliability of more complex systems has also been studied. In this study, we consider the reliability of a generalized stress-strength model that consists of a serial system with one stress and multiple strengths. We then develop the probability matching priors and reference priors for a generalized exponential stress-strength model. We demonstrate that the two-group reference prior and Jeffreys prior are not a matching prior. Through a simulation study and real data example, we also demonstrate that the proposed probability matching priors match the target coverage probabilities in a frequentist sense even for a small sample size.
引用
收藏
页码:2079 / 2109
页数:31
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