Hybrid censoring;
Two-parameter exponential distribution;
Joint moment generating function;
Maximum likelihood estimators;
Bootstrap confidence interval;
D O I:
10.1016/j.jspi.2011.08.001
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:
Epstein (1954) introduced the Type-I hybrid censoring scheme as a mixture of Type-I and Type-II censoring schemes. Childs et al. (2003) introduced the Type-II hybrid censoring scheme as an alternative to Type-I hybrid censoring scheme, and provided the exact distribution of the maximum likelihood estimator of the mean of a one-parameter exponential distribution based on Type-II hybrid censored samples. The associated confidence interval also has been provided. The main aim of this paper is to consider a two-parameter exponential distribution, and to derive the exact distribution of the maximum likelihood estimators of the unknown parameters based on Type-II hybrid censored samples. The marginal distributions and the exact confidence intervals are also provided. The results can be used to derive the exact distribution of the maximum likelihood estimator of the percentile point, and to construct the associated confidence interval. Different methods are compared using extensive simulations and one data analysis has been performed for illustrative purposes. (C) 2011 Elsevier B.V. All rights reserved.
机构:
Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
Chan, Ping Shing
Ng, Hon Keung Tony
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机构:
So Methodist Univ, Dept Stat Sci, Dallas, TX 75275 USAChinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
Ng, Hon Keung Tony
Su, Feng
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机构:
Guangzhou Maritime Inst, Dept Commerce & Trade, Guangzhou 510725, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
King Abdulaziz Univ, Dept Stat, Jeddah 21413, Saudi ArabiaMcMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
Balakrishnan, N.
Hayter, A. J.
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机构:
Univ Denver, Dept Business Informat & Analyt, Denver, CO 80208 USAMcMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
Hayter, A. J.
Liu, W.
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机构:
Univ Southampton, S3RI, Southampton, Hants, England
Univ Southampton, Sch Maths, Southampton, Hants, EnglandMcMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
Liu, W.
Kiatsupaibul, S.
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机构:
Chulalongkorn Univ, Dept Stat, Bangkok, ThailandMcMaster Univ, Dept Math & Stat, Hamilton, ON, Canada