[图书][B] Spectral analysis of large dimensional random matrices

Z Bai, JW Silverstein - 2010 - Springer
The aim of this book is to investigate the spectral properties of random matrices (RM) when
their dimensions tend to infinity. All classical limiting theorems in statistics are under the …

Methodologies in spectral analysis of large dimensional random matrices, a review

ZD Bai - Advances in statistics, 2008 - World Scientific
In this paper, we give a brief review of the theory of spectral analysis of large dimensional
random matrices. Most of the existing work in the literature has been stated for real matrices …

The spectral radius of large random matrices

S Geman - The Annals of Probability, 1986 - JSTOR
Let {mij}, i= 1, 2,..., i= 1, 2,..., be iid random variables with Em11= 0 and Em21= a2. For each
n define Mn={mi} 1<, i,< n, the n X n matrix whose (i, j) component is m 1. We show that lim …

The strong limits of random matrix spectra for sample matrices of independent elements

KW Wachter - The Annals of Probability, 1978 - JSTOR
This paper proves almost-sure convergence of the empirical measure of the normalized
singular values of increasing rectangular submatrices of an infinite random matrix of …

Some combinatorial aspects of the spectra of normally distributed random matrices

PJ Hanlon, RP Stanley, JR Stembridge - Contemp. Math, 1992 - books.google.com
Let U be a real nxn matrix whose entries uij are random variables, and let A and B be fixed n
xn real symmetric matrices. Statisticians (eg, see [OU]) have been interested in the …

[PDF][PDF] Sample covariance matrices and high-dimensional data analysis

J Yao, S Zheng, ZD Bai - Cambridge UP, New York, 2015 - researchgate.net
In a multivariate analysis problem, we are given a sample x1, x2,..., xn of random
observations of dimension p. Statistical methods such as Principal Components Analysis …

Analysis of the limiting spectral distribution of large dimensional random matrices

JW Silverstein, SI Choi - Journal of Multivariate Analysis, 1995 - Elsevier
Results on the analytic behavior of the limiting spectral distribution of matrices of sample
covariance type, studied in Marcenko and Pastur [2] and Yin [8], are derived. Through an …

[图书][B] A dynamical approach to random matrix theory

L Erdős, HT Yau - 2017 - books.google.com
A co-publication of the AMS and the Courant Institute of Mathematical Sciences at New York
University This book is a concise and self-contained introduction of recent techniques to …

Limiting spectral distribution for a class of random matrices

YQ Yin - Journal of multivariate analysis, 1986 - Elsevier
Let X={X ij: i, j= 1, 2,…} be an infinite dimensional random matrix, T p be ap× p nonnegative
definite random matrix independent of X, for p= 1, 2,…. Suppose (1 p) tr T pk→ H k as as …

CLT for linear spectral statistics of large-dimensional sample covariance matrices

ZD Bai, JW Silverstein - Advances In Statistics, 2008 - World Scientific
Abstract Let where Xn=(Xij) is n× N with iid complex standardized entries having finite fourth
moment, and is a Hermitian square root of the nonnegative definite Hermitian matrix Tn. The …