A new extended Frechet model with different estimation methods and applications

被引:0
|
作者
Elgarhy, Mohammed [1 ,2 ]
Kayid, Mohamed [3 ]
Elbatal, Ibrahim [4 ]
Muhammad, Mustapha [5 ]
机构
[1] Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf 62521, Egypt
[2] Higher Inst Adm Sci, Dept Basic Sci, Belbeis, AlSharkia, Egypt
[3] King Saud Univ, Coll Sci, Dept Stat & Operat Res, POB 2455, Riyadh 11451, Saudi Arabia
[4] Cairo Univ, Fac Grad Studies Stat Res, Giza 12613, Egypt
[5] Guangdong Univ Petrochem Technol, Dept Math, Maoming, Peoples R China
关键词
Frechet model; Entropy; Moments; Maximum likelihood estimation; Simulation; HALF-LOGISTIC FAMILY; GENERATED FAMILY; MATHEMATICAL PROPERTIES; STATISTICAL-INFERENCE; DISTRIBUTIONS;
D O I
10.1016/j.heliyon.2024.e36348
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 introduce a new extension of the Frechet distribution known as the new extended Frechet (NE_Fr) model. The NE_Fr is created by combining the new extended X family of distributions and the Frechet distribution. The NE_Fr has more flexibility than the classical Frechet distribution and some generalizations of the Frechet distribution. The probability density function of the NE_Fr can be decreasing, unimodal and right skewed shape but it's hazard rate function can be decreasing or up-side-down shape. Several mathematical properties of the new model were derived by calculating the quantile function, the ordinary moments, the incomplete moments, the moment generating function, the conditional moment, the Bonferroni curve and the Lorenz curve. Several entropy measures were developed for this purpose. The inferences from the NE_Fr distribution were investigated using several established methods such as maximum likelihood estimation, least squares and weighted least squares estimation, and Anderson-Darling estimation. The simulation results demonstrated the computational efficiency of these techniques. The proposed NE_Fr distribution was demonstrated to be useful by examining three actual data sets.
引用
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页数:29
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