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A characterization of multivariate normal distribution and its application
Authors:Zhen-Hai Yang  Kai-Tai Fang   Jia-Juan Liang
Affiliation:

a Institute of Statistics, Beijing Polytechnic University, Beijing 100021, China

b Statistics Research and Consultancy unit, Hong Kong Baptist University, Kowloon Tong, Hong Kong

c Institute of Applied Mathematics, Academia Sinica, Beijing 100080, China

Abstract:Let X1, X2, …, Xn be i.i.d. d-dimensional random vectors with a continuous density. Let and . In this paper we find that the distribution of Zk (or Yk) can be used for characterizing multivariate normal distribution. This characterization can be employed for testing multivariate normality in terms of the so-called transformation method.
Keywords:Characterization of multinormality   Multivariate normal distribution   spherical distribution
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