Statistical inference of Gompertz distribution under general progressive type II censored competing risks sample

被引:10
作者
Lv, Qi [1 ]
Hua, Rui [1 ]
Gui, Wenhao [1 ]
机构
[1] Beijing Jiaotong Univ, Dept Math, Beijing 100044, Peoples R China
关键词
Bayes estimation; Competing risks; General progressive Type-II censoring; Gompertz distribution; Maximum likelihood estimation; WEIBULL DISTRIBUTION; BAYESIAN-ESTIMATION; BOOTSTRAP METHOD; MODEL; PREDICTION;
D O I
10.1080/03610918.2022.2028834
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
Gompertz distribution is a significant and practical continuous lifetime distribution, which plays an important role in reliability engineering. A Gompertz distribution competing risks model is discussed and studied under general progressive censoring in this paper. When the lifetime model fails for different latent reasons, the maximum likelihood estimates are given for the unknown parameters. The approximate confidence intervals through Fisher information matrix and bootstrap confidence intervals are established, containing bootstrap-p and bootstrap-t techniques. In addition, the Bayes estimation of unknown parameters is investigated under the condition of squared error loss. Moreover, the Bayes credible interval is derived. Finally, a numerical simulation is conducted to evaluate the performances of the proposed methods and real-life data is analyzed by applying the proposed inference methods.
引用
收藏
页码:682 / 701
页数:20
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