A consistent method of estimation for the three-parameter lognormal distribution based on Type-II right censored data

被引:5
|
作者
Nagatsuka, Hideki [1 ]
Balakrishnan, N. [2 ,3 ]
机构
[1] Chuo Univ, Dept Ind & Syst Engn, Tokyo, Japan
[2] McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
[3] King Abdulaziz Univ, Dept Stat, Jeddah, Saudi Arabia
关键词
Bias; Consistency; Existence; Lognormal distribution; Maximum likelihood estimation; Mean squared error; Monte Carlo simulation; Type-II censoring; Uniqueness; MAXIMUM-LIKELIHOOD ESTIMATION; ORDER-STATISTICS; PARAMETERS;
D O I
10.1080/03610926.2014.948205
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 propose a parameter estimation method for the three-parameter lognormal distribution based on Type-II right censored data. In the proposed method, under mild conditions, the estimates always exist uniquely in the entire parameter space, and the estimators also have consistency over the entire parameter space. Through Monte Carlo simulations, we further show that the proposed method performs very well compared to a prominent method of estimation in terms of bias and root mean squared error (RMSE) in small-sample situations. Finally, two examples based on real data sets are presented for illustrating the proposed method.
引用
收藏
页码:5693 / 5708
页数:16
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