New closed-form efficient estimators for a bivariate Weibull distribution

被引:1
|
作者
Kim, Hyoung-Moon [1 ]
Jang, Yu-Hyeong [2 ]
Arnold, Barry C. [3 ]
Kim, Yu-Kwang [1 ]
机构
[1] Konkuk Univ, Dept Appl Stat, Seoul, South Korea
[2] Southern Methodist Univ, Dept Stat Sci, Dallas, TX USA
[3] Univ Calif Riverside, Dept Stat, Riverside, CA USA
基金
新加坡国家研究基金会;
关键词
Closed-form estimator; efficient estimator; maximum likelihood estimator; real-time processing model; MAXIMUM-LIKELIHOOD-ESTIMATION;
D O I
10.1080/00949655.2022.2149755
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study aimed to develop new closed-form and efficient estimators for the parameters of the bivariate Weibull distribution. New estimators can be produced using closed-form ./n-consistent estimators for all parameters, except for the association parameter for which the estimator is not in closed form. This is carried out by tors. To achieve this, ./n-consistent estimators are introduced. Fisher utilizing a theorem that produces asymptotically efficient estimaobserved and expected information matrices are derived and used to develop new estimators. A simulation study and real data application are included to validate the new estimators. Given that the new estimators are as asymptotically efficient as maximum likelihood estimators and are in closed form, except for the association parameter, they can be used effectively in state-space modelling or real-time processing models. This is because of the shorter computing time associated with them than with maximum likelihood estimators.
引用
收藏
页码:1716 / 1733
页数:18
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