Inference for a simple step-stress model with progressively censored competing risks data from Weibull distribution

被引:13
|
作者
Liu, Fen [1 ]
Shi, Yimin [1 ]
机构
[1] Northwestern Polytech Univ, Dept Appl Math, Xian, Peoples R China
基金
中国国家自然科学基金;
关键词
Competing risks; confidence; credible interval; MLEs and Bayesian estimates; proportional hazard model; progressive censoring; simple step-stress model; ACCELERATED LIFE TESTS; EXPONENTIAL-DISTRIBUTION; BAYESIAN-ANALYSIS; FAILURE MODELS;
D O I
10.1080/03610926.2016.1147585
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 analysis, it is common to consider several causes, either mechanical or electrical, those are competing to fail a unit. These causes are called competing risks. In this paper, we consider the simple step-stress model with competing risks for failure from Weibull distribution under progressive Type-II censoring. Based on the proportional hazard model, we obtain the maximum likelihood estimates (MLEs) of the unknown parameters. The confidence intervals are derived by using the asymptotic distributions of the MLEs and bootstrap method. For comparison, we obtain the Bayesian estimates and the highest posterior density (HPD) credible intervals based on different prior distributions. Finally, their performance is discussed through simulations.
引用
收藏
页码:7238 / 7255
页数:18
相关论文
共 50 条