Flexible families of symmetric and asymmetric distributions based on the two-piece skew normal distribution

被引:0
|
作者
Sharifipanah, Najme [1 ]
Chinipardaz, Rahim [1 ]
Parham, Gholam Ali [1 ]
Boris Arellano-Valle, Reinaldo [2 ]
机构
[1] Shahid Chamran Univ Ahvaz, Dept Stat, Fac Math Sci & Comp, Ahwaz, Iran
[2] Pontificia Univ Catolica Chile, Dept Estadist, Santiago, Chile
关键词
Symmetric; skew-symmetric; two-piece; bimodality; 0-truncated; MAXIMUM-LIKELIHOOD-ESTIMATION; INFERENCE; MIXTURES;
D O I
10.1080/03610926.2019.1664585
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this article, we first introduce a procedure for the construction of a general family of symmetric distributions. Then, using Azzalini's approach, we build a rich family of asymmetric distributions. Next, we focus our attention on a specific case of this general class of asymmetric distributions, which subsumes and extends several well-known uni/bimodal asymmetric distributions. Also, the 0-truncated version of the new distribution is studied as a flexible extension of the half-normal model. Finally, the practical utility of the proposed distribution in the modeling of empirical data is investigated through a set of real-life data.
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页码:2281 / 2305
页数:25
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