Estimating the parameters of an inverse Weibull distribution under progressive type-I interval censoring

被引:60
|
作者
Singh, Sukhdev [1 ]
Tripathi, Yogesh Mani [1 ]
机构
[1] Indian Inst Technol Patna, Dept Math, Patna, Bihar, India
关键词
Bayes estimate; EM algorithm; Fisher information matrix; Inspection time; Optimal censoring; Probability plot; GENERALIZED EXPONENTIAL-DISTRIBUTION; PLANNING LIFE TESTS; BAYESIAN-ESTIMATION; MAXIMUM-LIKELIHOOD; PREDICTION; INFERENCE; SURVIVAL; PLANS;
D O I
10.1007/s00362-016-0750-2
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 paper, we consider the problem of estimating unknown parameters of an inverse Weibull distribution when it is known that samples are progressive type-I interval censored. We propose an EM algorithm to obtain maximum likelihood estimates and mid point estimates. For comparison purpose Bayes estimates are also obtained under the square error loss function. A simulation study is conducted to access the performance of the proposed estimators and recommendations are made on the basis of simulation results. A real data set is also analyzed in detail for an illustration purpose. Finally, by making use of expected Fisher information matrix various inspection times and optimal censoring schemes are obtained.
引用
收藏
页码:21 / 56
页数:36
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