Skew-symmetric distributions generated by the distribution function of the normal distribution

被引:97
|
作者
Gomez, Hector W.
Venegas, Osvaldo
Bolfarine, Heleno
机构
[1] Univ Atacama, Fac Ingn, Dept Matemat, Copiapo, Chile
[2] Univ Catolica Temuco, Fac Ingn, Dept Cs Matemat & Fis, Temuco, Chile
[3] Univ Sao Paulo, IME, Dept Estadist, BR-05508 Sao Paulo, Brazil
关键词
asytmmetry; kurtosis; Fisher information; skew-symmetric distributions;
D O I
10.1002/env.817
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper we study a general family of skew-symmetric distributions which are generated by the cumulative distribution of the normal distribution. For some distributions, moments are computed which allows computing asymmetry and kurtosis coefficients. It is shown that the range for asymmetry and kurtosis parameters is wider than for the family of models introduced by Nadarajah and Kotz (2003). For the skew-t-normal model, we discuss approaches for obtaining maximum likelihood estimators and derive the Fisher information matrix, discussing some of its properties and special cases. We report results of an application to a real data set related to nickel concentration in soil samples. Copyright (c) 2006 John Wiley & Sons, Ltd.
引用
收藏
页码:395 / 407
页数:13
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