Generalized Marshall-Olkin exponentiated exponential distribution: Properties and applications

被引:5
|
作者
Ozkan, Egemen [1 ]
Simsek, Gulhayat Golbasi [1 ]
机构
[1] Yildiz Tech Univ, Dept Stat, Istanbul, Turkiye
来源
PLOS ONE | 2023年 / 18卷 / 01期
关键词
FAMILY; EXTENSION; RECOVERY; BATHTUB; MODEL; TIME;
D O I
10.1371/journal.pone.0280349
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this study, we propose a generalized Marshall-Olkin exponentiated exponential distribution as a submodel of the family of generalized Marshall-Olkin distribution. Some statistical properties of the proposed distribution are examined such as moments, the moment-generating function, incomplete moment, and Lorenz and Bonferroni curves. We give five estimators for the unknown parameters of the proposed distribution based on maximum likelihood, least squares, weighted least squares, and the Anderson-Darling and Cramer-von Mises methods of estimation. To investigate the finite sample properties of the estimators, a comprehensive Monte Carlo simulation study is conducted for the models with three sets of randomly selected parameter values. Finally, four different real data applications are presented to demonstrate the usefulness of the proposed distribution in real life.
引用
收藏
页数:22
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