The skew-normal distribution and related multivariate families

被引:463
作者
Azzalini, A [1 ]
机构
[1] Univ Padua, Dipartimento Sci Stat, I-35100 Padua, Italy
关键词
flexible parametric family; graphical models; heavy tails; hidden truncation model; selective sampling; skew-elliptical distribution; skew-normal distribution; skew-t distribution; stochastic frontier models;
D O I
10.1111/j.1467-9469.2005.00426.x
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
This paper provides an introductory overview of a portion of distribution theory which is currently under intense development. The starting point of this topic has been the so-called skew-normal distribution, but the connected area is becoming increasingly broad, and its branches include now many extensions, such as the skew-elliptical families, and some forms of semi-parametric formulations, extending the relevance of the field much beyond the original theme of 'skewness'. The final part of the paper illustrates connections with various areas of application, including selective sampling, models for compositional data, robust methods, some problems in econometrics, non-linear time series, especially in connection with financial data, and more.
引用
收藏
页码:159 / 188
页数:30
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