ASYMPTOTIC EXPANSIONS FOR DISTRIBUTIONS OF THE LARGE SAMPLE MATRIX RESULTANT AND RELATED STATISTICS ON THE STIEFEL MANIFOLD

被引:9
作者
CHIKUSE, Y [1 ]
机构
[1] MCGILL UNIV, MONTREAL H3A 2T5, QUEBEC, CANADA
关键词
STIEFEL MANIFOLDS; MATRIX LANGEVIN AND UNIFORM DISTRIBUTIONS; MATRIX-VARIATE NORMAL DISTRIBUTIONS; (NONCENTRAL) WISHART DISTRIBUTIONS; ZONAL AND INVARIANT POLYNOMIALS IN MATRIX ARGUMENTS; HERMITE AND LAGUERRE POLYNOMIALS IN ONE VARIABLE AND MATRIX ARGUMENT;
D O I
10.1016/0047-259X(91)90101-7
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
Let Vk,m denote the Stiefel manifold which consists of m × k(m ≥ k) matrices X such that X′X = Ik. Let X1,..., Xn be a random sample of size n from the matrix Langevin (or von Mises-Fisher) distribution on Vk,m, which has the density proportional to exp(tr F′X), with F an m × k matrix, and let Z = ( m n) 1 2 Σj = 1n Xj. The exact expression of the distribution of Z in an integral form is intractable. In this paper, we derive asymptotic expansions, for large n and up to the order of n-3, for the distributions of Z, Z′Z, and related statistics in connection with testing problems on F, under the hypothesis of uniformity (F = 0) and local alternative hypotheses. In the derivation, we utilize zonal and invariant polynomials in matrix arguments and Hermite and Laguerre polynomials in one-dimensional variable and matrix argument. © 1991.
引用
收藏
页码:270 / 283
页数:14
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