One- and Two-Sample Bayesian Prediction Intervals Based on Type-II Hybrid Censored Data

被引:31
作者
Balakrishnan, N. [2 ]
Shafay, A. R. [1 ]
机构
[1] Fayoum Univ, Dept Math, Al Fayyum, Egypt
[2] McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
关键词
Bayesian prediction; Exponential distribution; Markov Chain Monte Carlo; Order statistics; Pareto distribution; Type-II hybrid censored sample; EXACT LIKELIHOOD INFERENCE; EXPONENTIAL-DISTRIBUTION; WEIBULL DISTRIBUTION; FISHER INFORMATION; SAMPLING PLANS; MODEL; DISTRIBUTIONS; SCHEMES; BOUNDS;
D O I
10.1080/03610926.2010.543300
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 article, one- and two-sample Bayesian prediction intervals based on Type-II hybrid censored data are derived. For the illustration of the developed results, the Exponential(theta) and Pareto(alpha, beta) distributions are used as examples. One-sample Bayesian predictive survival function can not be obtained in closed form. Gibbs sampling procedure is therefore used to draw Markov Chain Monte Carlo (MCMC) samples, and they are in turn used to compute the approximate predictive survival function, and the corresponding numerical results are presented.
引用
收藏
页码:1511 / 1531
页数:21
相关论文
共 32 条
[11]   Exact likelihood inference for the exponential distribution under generalized type-I and type-II hybrid censoring [J].
Chandrasekar, B ;
Childs, A ;
Balakrishnan, N .
NAVAL RESEARCH LOGISTICS, 2004, 51 (07) :994-1004
[12]  
Chen S. M., 1988, COMMUN STAT-THEOR M, V17, P1858
[13]   Exact likelihood inference based on Type-I and Type-II hybrid censored samples from the exponential distribution [J].
Childs, A ;
Chandrasekar, B ;
Balakrishnan, N ;
Kundu, D .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2003, 55 (02) :319-330
[14]   BAYESIAN-ANALYSIS OF HYBRID LIFE TESTS WITH EXPONENTIAL FAILURE TIMES [J].
DRAPER, N ;
GUTTMAN, I .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 1987, 39 (01) :219-225
[15]  
DUNSMORE IR, 1974, TECHNOMETRICS, V16, P455
[17]   TRUNCATED LIFE TESTS IN THE EXPONENTIAL CASE [J].
EPSTEIN, B .
ANNALS OF MATHEMATICAL STATISTICS, 1954, 25 (03) :555-564
[18]   BAYESIAN PREDICTION FOR THE LEFT TRUNCATED EXPONENTIAL-DISTRIBUTION [J].
EVANS, IG ;
NIGM, AHM .
TECHNOMETRICS, 1980, 22 (02) :201-204
[19]   A CONFIDENCE-INTERVAL FOR AN EXPONENTIAL PARAMETER FROM A HYBRID LIFE TEST [J].
FAIRBANKS, K ;
MADSEN, R ;
DYKSTRA, R .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1982, 77 (377) :137-140
[20]   ON HIERARCHICAL BAYES PROCEDURES FOR PREDICTING SIMPLE EXPONENTIAL SURVIVAL [J].
GEISSER, S .
BIOMETRICS, 1990, 46 (01) :225-230