Gaussian Fluctuations of Eigenvalues in Wigner Random Matrices

preprint2010arXivOpen access

Abstract

We study the fluctuations of eigenvalues from a class of Wigner random matrices that generalize the Gaussian orthogonal ensemble. We begin by considering an n×nn \times n matrix from the Gaussian orthogonal ensemble (GOE) or Gaussian symplectic ensemble (GSE) and let xkx_k denote eigenvalue number kk. Under the condition that both kk and n−kn-k tend to infinity with nn, we show that xkx_k is normally distributed in the limit. We also consider the joint limit distribution of mm eigenvalues from the GOE or GSE with similar conditions on the indices. The result is an mm-dimensional normal distribution. Using a recent universality result by Tao and Vu, we extend our results to a class of Wigner real symmetric matrices with non-Gaussian entries that have an exponentially decaying distribution and whose first four moments match the Gaussian moments.

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