DocumentCode :
2700691
Title :
Inference for Burr-XII with progressive Type-II censoing with random removals in step-stress partially accelerated life test
Author :
Sun, Tianyu ; Shi, Yimin ; Dang, Shan
Author_Institution :
Dept. of Appl. Math., Northwestern Polytech. Univ., Xi´´an, China
fYear :
2012
fDate :
15-18 June 2012
Firstpage :
889
Lastpage :
894
Abstract :
Based on progressive Type-II censoring with random removals, this paper develops the estimation of parameters from Burr-XII distribution in step-stress partially ALT under tampered random variable model. MLEs for unknown parameters have been obtained and a hybrid algorithm combined Gibbs sampling and Metropolis-Hastings sampling has been used to derive Bayesian estimation. Asymptotic normality theory and MCMC method are employed to construct the confidence intervals and HPD credible intervals at three different confidence levels. Monte Carlo simulations are then carried out for comparing the statistical performances in terms of RABias and MSE. Finally, one data set is analyzed for illustrative purposes with interval estimation and trace plot of parameter sampled by using the hybrid algorithm mentioned above.
Keywords :
Bayes methods; Monte Carlo methods; data analysis; inference mechanisms; life testing; maximum likelihood estimation; sampling methods; Bayesian estimation; Burr-XII distribution; Gibbs sampling; HPD credible interval; MCMC method; MLE; MSE; Metropolis-Hastings sampling; Monte Carlo simulation; RABias; asymptotic normality theory; confidence interval; hybrid algorithm; interval estimation; parameter estimation; progressive Type-II censoring; random removals; statistical performance; step-stress partially accelerated life test; tampered random variable model; trace plot; Acceleration; Bayesian methods; Joints; Life estimation; Maximum likelihood estimation; Stress; Bayesian estimation; Gibbs sampling; MCMC; Metropolis-Hasting sampling; progressive Type-II censoring with random removals; step-tress partially ALT;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Quality, Reliability, Risk, Maintenance, and Safety Engineering (ICQR2MSE), 2012 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-0786-4
Type :
conf
DOI :
10.1109/ICQR2MSE.2012.6246369
Filename :
6246369
Link To Document :
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