A New Family of Modified Slash Distributions with Applications

被引:7
作者
Reyes, Jimmy [1 ]
Iriarte, Yuri A. A. [1 ]
机构
[1] Univ Antofagasta, Fac Ciencias Basicas, Dept Estadist & Ciencia Datos, Antofagasta 1240000, Chile
关键词
Birnbaum-Saunders distribution; kurtosis; maximum likelihood; modified slash distribution; moments; slash distribution; LIFE DISTRIBUTIONS; EXTENSION;
D O I
10.3390/math11133018
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This article presents a new family of symmetric heavy-tailed distributions. This model is based on the ratio of two independent random variables; one with a normal distribution in the numerator and another with a Birnbaum-Saunders distribution in the denominator. The result is a new slash-like distribution capable of modeling high levels of kurtosis, so it can be considered as a viable alternative to other heavy-tailed distributions in the literature. Fundamental properties such as density and raw moments are derived. Parameter estimation is performed using the moment and maximum likelihood methods. A simulation study to evaluate the behavior of the estimators is carried out. Finally, the utility of the new distribution is illustrated by fitting two real datasets.
引用
收藏
页数:15
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