DISTRIBUTION OF THE PRODUCT OF A WISHART MATRIX AND A NORMAL VECTOR

被引:1
作者
Yonenaga, Koshiro [1 ]
Suzukawa, Akio [2 ]
机构
[1] Hokkaido Univ, Fac Educ, Sapporo, Japan
[2] Hokkaido Univ, Fac Econ & Business, Sapporo, Japan
关键词
Wishart distribution; multivariate normal distribution; moment; INVERSE WISHART; MOMENTS;
D O I
10.1090/tpms/1193
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
We consider the distribution of the product of a Wishart matrix and a normal vector with uncommon covariance matrices. We derive the stochastic repre-sentation which reduces the computational burden for the generation of realizations of the product. Using this representation, the density function and higher order mo-ments of the product are derived. In a numerical illustration, we investigate some properties of the distribution of the product. We further suggest the Edgeworth type expansions for the product, and we observe that the suggested approximations provide a good performance for moderately large degrees of freedom of a Wishart matrix.
引用
收藏
页码:209 / 224
页数:16
相关论文
共 29 条
[1]   BAYESIAN INFERENCE FOR THE TANGENT PORTFOLIO [J].
Bauder, David ;
Bodnar, Taras ;
Mazur, Stepan ;
Okhrin, Yarema .
INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 2018, 21 (08)
[2]  
Bodnar T, 2019, THEOR PROBAB MATH ST, V100, P24
[3]  
Bodnar T, 2018, THEOR PROBAB MATH ST, V99, P37
[4]  
Bodnar T, 2014, THEOR PROBAB MATH ST, V91, P1
[5]   Properties of the singular, inverse and generalized inverse partitioned Wishart distributions [J].
Bodnar, Taras ;
Okhrin, Yarema .
JOURNAL OF MULTIVARIATE ANALYSIS, 2008, 99 (10) :2389-2405
[6]   Central limit theorems for functionals of large sample covariance matrix and mean vector in matrix-variate location mixture of normal distributions [J].
Bodnar, Taras ;
Mazur, Stepan ;
Parolya, Nestor .
SCANDINAVIAN JOURNAL OF STATISTICS, 2019, 46 (02) :636-660
[7]   Singular inverse Wishart distribution and its application to portfolio theory [J].
Bodnar, Taras ;
Mazur, Stepan ;
Podgorski, Krzysztof .
JOURNAL OF MULTIVARIATE ANALYSIS, 2016, 143 :314-326
[8]   On the exact and approximate distributions of the product of a Wishart matrix with a normal vector [J].
Bodnar, Taras ;
Mazur, Stepan ;
Okhrin, Yarema .
JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 122 :70-81
[9]   On the Product of Inverse Wishart and Normal Distributions with Applications to Discriminant Analysis and Portfolio Theory [J].
Bodnar, Taras ;
Okhrin, Yarema .
SCANDINAVIAN JOURNAL OF STATISTICS, 2011, 38 (02) :311-331
[10]   Wishart and pseudo-Wishart distributions and some applications to shape theory [J].
DiazGarcia, JA ;
Jaimez, RG ;
Mardia, KV .
JOURNAL OF MULTIVARIATE ANALYSIS, 1997, 63 (01) :73-87