Statistical applications of the multivariate skew normal distribution

Azzalini and Dalla Valle have recently discussed the multivariate skew normal distribution which extends the class of normal distributions by the addition of a shape parameter. The first part of the present paper examines further probabilistic properties of the distribution, with special emphasis on aspects of statistical relevance. Inferential and other statistical issues are discussed in the following part, with applications to some multivariate statistics problems, illustrated by numerical examples. Finally, a further extension is described which introduces a skewing factor of an elliptical density.

[1]  A. U.S.,et al.  FORMULATION AND ESTIMATION OF STOCHASTIC FRONTIER PRODUCTION FUNCTION MODELS , 2001 .

[2]  J. Robins,et al.  Likelihood-based inference with singular information matrix , 2000 .

[3]  J. Copas,et al.  Inference for Non‐random Samples , 1997 .

[4]  Xiao-Li Meng,et al.  The EM Algorithm—an Old Folk‐song Sung to a Fast New Tune , 1997 .

[5]  A. Azzalini,et al.  The multivariate skew-normal distribution , 1996 .

[6]  Nanny Wermuth,et al.  Multivariate Dependencies: Models, Analysis and Interpretation , 1996 .

[7]  A. Goldman An Introduction to Regression Graphics , 1995 .

[8]  S. Weisberg,et al.  An Introduction to Regression Graphics , 1994 .

[9]  R. Beaver,et al.  The nontruncated marginal of a truncated bivariate normal distribution , 1993 .

[10]  Jack Cartinhour,et al.  One-dimensional marginal density functions of a truncated multivariate normal density function , 1990 .

[11]  S. Kotz,et al.  Symmetric Multivariate and Related Distributions , 1989 .

[12]  P. McCullagh Tensor Methods in Statistics , 1987 .

[13]  E. K. Harris,et al.  Multivariate Interpretation of Clinical Laboratory Data , 1987 .

[14]  A. Azzalini A class of distributions which includes the normal ones , 1985 .

[15]  An approximation to percentiles of a variable of the bivariate normal distribution when the other variable is truncated, with applications , 1984 .

[16]  R. Muirhead Aspects of Multivariate Statistical Theory , 1982, Wiley Series in Probability and Statistics.

[17]  P. Blæsild The two-dimensional hyperbolic distribution and related distributions, with an application to Johannsen's bean data , 1981 .

[18]  D. Aigner,et al.  P. Schmidt, 1977,?Formulation and estimation of stochastic frontier production function models,? , 1977 .

[19]  W. R. Buckland,et al.  Distributions in Statistics: Continuous Multivariate Distributions , 1973 .

[20]  K. Mardia Measures of multivariate skewness and kurtosis with applications , 1970 .

[21]  M. Healy,et al.  Multivariate Normal Plotting , 1968 .

[22]  M. Kendall,et al.  Symmetric Function and Allied Tables. , 1967 .

[23]  C. Rao The Problem of Classification and Distance Between Two Populations , 1947, Nature.