The Isotropic Semicircle Law and Deformation of Wigner Matrices
Abstract
We analyse the spectrum of additive finite-rank deformations of Wigner matrices . The spectrum of the deformed matrix undergoes a transition, associated with the creation or annihilation of an outlier, when an eigenvalue of the deformation crosses a critical value . This transition happens on the scale . We allow the eigenvalues of the deformation to depend on under the condition . We make no assumptions on the eigenvectors of the deformation. In the limit , we identify the law of the outliers and prove that the non-outliers close to the spectral edge have a universal distribution coinciding with that of the extremal eigenvalues of a Gaussian matrix ensemble. A key ingredient in our proof is the \emph{isotropic local semicircle law}, which establishes optimal high-probability bounds on the quantity , where is the Stieltjes transform of Wigner's semicircle law and are arbitrary deterministic vectors.
Keywords
Cite
@article{arxiv.1110.6449,
title = {The Isotropic Semicircle Law and Deformation of Wigner Matrices},
author = {Antti Knowles and Jun Yin},
journal= {arXiv preprint arXiv:1110.6449},
year = {2012}
}