On a nonlinear Birnbaum-Saunders model based on a bivariate construction and its characteristics

被引:6
|
作者
Khosravi, Mohsen [1 ]
Leiva, Victor [2 ,3 ]
Jamalizadeh, Ahad [1 ]
Porcu, Emilio [4 ]
机构
[1] Shahid Bahonar Univ Kerman, Dept Stat, Kerman, Iran
[2] Univ Valparaiso, Inst Stat, Valparaiso, Chile
[3] Univ Adolfo Ibanez, Fac Sci & Engn, Santiago, Chile
[4] Univ Fed Santa Maria, Dept Math, Santiago, Chile
关键词
Data analysis; Elliptically contoured distributions; Likelihood and Monte Carlo methods; Linear and nonlinear skew-elliptic distributions; STATISTICAL DISTRIBUTIONS; REGRESSION-MODELS; SKEW-T; MIXTURE; VERSION; FAMILY;
D O I
10.1080/03610926.2013.851223
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
The Birnbaum-Saunders (BS) distribution is an asymmetric probability model that is receiving considerable attention. In this article, we propose a methodology based on a new class of BS models generated from the Student-t distribution. We obtain a recurrence relationship for a BS distribution based on a nonlinear skew-t distribution. Model parameters estimators are obtained by means of the maximum likelihood method, which are evaluated by Monte Carlo simulations. We illustrate the obtained results by analyzing two real data sets. These data analyses allow the adequacy of the proposed model to be shown and discussed by applying model selection tools.
引用
收藏
页码:772 / 793
页数:22
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