Analysis of simple step-stress model in presence of competing risks

被引:33
|
作者
Ganguly, Ayon [1 ]
Kundu, Debasis [2 ]
机构
[1] Indian Inst Informat Technol Allahabad, Dept Appl Sci, Allahabad, Uttar Pradesh, India
[2] Indian Inst Technol, Dept Math & Stat, Kanpur 208016, Uttar Pradesh, India
关键词
censoring; bootstrap confidence interval; competing risks; maximum likelihood estimation; Step-stress life test; HYBRID CENSORED-DATA; EXPONENTIAL-DISTRIBUTION; EXACT INFERENCE; DISTRIBUTED LIFETIMES; LIFE TEST; FAILURE; SCHEMES; TESTS; TIME; PLAN;
D O I
10.1080/00949655.2015.1096362
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this article, we consider a simple step-stress life test in the presence of exponentially distributed competing risks. It is assumed that the stress is changed when a pre-specified number of failures takes place. The data is assumed to be Type-II censored. We obtain the maximum likelihood estimators of the model parameters and the exact conditional distributions of the maximum likelihood estimators. Based on the conditional distribution, approximate confidence intervals (CIs) of unknown parameters have been constructed. Percentile bootstrap CIs of model parameters are also provided. Optimal test plan is addressed. We perform an extensive simulation study to observe the behaviour of the proposed method. The performances are quite satisfactory. Finally we analyse two data sets for illustrative purposes.
引用
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页码:1989 / 2006
页数:18
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