A new power G-family of distributions: Properties, estimation, and applications

被引:0
|
作者
Gemeay, Ahmed M. [1 ]
Alharbi, Waleed Hamoud [1 ]
El-Alosey, Alaa R. [1 ]
机构
[1] Tanta Univ, Fac Sci, Dept Math, Tanta, Egypt
来源
PLOS ONE | 2024年 / 19卷 / 08期
关键词
EXPONENTIAL-DISTRIBUTION; GENERATING FAMILIES;
D O I
10.1371/journal.pone.0308094
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
This article suggests a new method to expand a family of life distributions by adding a parameter to the family, increasing its flexibility. It is called the extended Modi-G family of distributions. We derived the general statistical properties of the proposed family. Different methods of estimation were presented to estimate the parameters for the proposed family, such as maximum likelihood, ordinary least square, weighted least square, Anderson Darling, right-tailed Anderson-Darling, Cram & eacute;r-von Mises, and maximum product of spacing methods. A special sub-model with three parameters called extended Modi exponential distribution was derived along with different shapes of its density and hazard functions. Randomly generated data sets and different estimation methods were used to illustrate the behavior of parameters of the proposal sub-model. To illustrate the importance of the proposed family over the other well-known methods, applications to medicine and geology data sets were analyzed.
引用
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页数:33
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