Estimation of common location parameter of several heterogeneous exponential populations based on generalized order statistics

被引:6
作者
Azhad, Qazi J. [1 ,2 ]
Arshad, Mohd. [1 ]
Misra, Amit Kumar [3 ]
机构
[1] Aligarh Muslim Univ, Dept Stat & Operat Res, Aligarh, Uttar Pradesh, India
[2] Banasthali Vidyapith, Dept Math & Stat, Vanasthali, India
[3] Babasaheb Bhimrao Ambedkar Univ, Dept Stat, Lucknow, Uttar Pradesh, India
关键词
Upper record values; modified maximum likelihood estimator; uniformly minimum variance unbiased estimator; Brewster-Zidek technique; improved estimator; SCALE PARAMETER; PARETO POPULATIONS; INFERENCE; DISTRIBUTIONS; FAMILY;
D O I
10.1080/02664763.2020.1777395
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, several independent populations following exponential distribution with common location parameter and unknown and unequal scale parameters are considered. From these populations, several independent samples of generalized order statistics (gos) are drawn. Under the setup ofgos, the problem of estimation of common location parameter is discussed and various estimators of common location parameter are derived. The authors obtained maximum likelihood estimator (MLE), modified MLE and uniformly minimum variance unbiased estimator of common location parameter. Furthermore, under scaled-squared error loss function, a general inadmissibility result of invariant estimator is proposed. The derived results are further reduced for upper record values which is a special case ofgos. Finally, simulation study and real life example are reported to show the performances of various competing estimators in terms of percentage risk improvement.
引用
收藏
页码:1798 / 1815
页数:18
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