Asymptotic expansions for distributions of the large sample matrix resultant and related statistics on the Stiefel manifold
Yasuko Chikuse
Journal of Multivariate Analysis, 1991, vol. 39, issue 2, 270-283
Abstract:
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 [Sigma]j = 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.
Keywords: 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 (search for similar items in EconPapers)
Date: 1991
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