Chi-Square Approximation for the Distribution of Individual Eigenvalues of a Singular Wishart Matrix

Author:

Shimizu Koki1ORCID,Hashiguchi Hiroki1ORCID

Affiliation:

1. Department of Applied Mathematics, Tokyo University of Science, 1-3 Kagurazaka, Shinjuku-ku, Tokyo 162-8601, Japan

Abstract

This paper discusses the approximate distributions of eigenvalues of a singular Wishart matrix. We give the approximate joint density of eigenvalues by Laplace approximation for the hypergeometric functions of matrix arguments. Furthermore, we show that the distribution of each eigenvalue can be approximated by the chi-square distribution with varying degrees of freedom when the population eigenvalues are infinitely dispersed. The derived result is applied to testing the equality of eigenvalues in two populations.

Funder

Japan Society for the Promotion of Science

Publisher

MDPI AG

Reference24 articles.

1. Distribution of matrix variates and latent roots derived from normal samples;James;Ann. Math. Stat.,1964

2. Approximation for the distribution of the largest latent root of a Wishart matrix;Sugiyama;Aust. J. Stat.,1972

3. Derivatives of the characteristic root of a symmetric or a hermitian matrix with two applications in multivariate analysis;Sugiura;Commun. Stat. Theory Methods,1973

4. Chi-square approximations for eigenvalue distributions and confidential interval construction on population eigenvalues;Kato;Bull. Comput. Stat. Jpn.,2014

5. Distribution of eigenvalues and eigenvectors of Wishart matrix when the population eigenvalues are infinitely dispersed and its application to minimax estimation of covariance matrix;Takemura;J. Multivar. Anal.,2005

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3