English

The Isotropic Semicircle Law and Deformation of Wigner Matrices

Probability 2012-05-23 v2 Mathematical Physics math.MP

Abstract

We analyse the spectrum of additive finite-rank deformations of N×NN \times N Wigner matrices HH. The spectrum of the deformed matrix undergoes a transition, associated with the creation or annihilation of an outlier, when an eigenvalue did_i of the deformation crosses a critical value ±1\pm 1. This transition happens on the scale di1N1/3|d_i| - 1 \sim N^{-1/3}. We allow the eigenvalues did_i of the deformation to depend on NN under the condition \absdi1(logN)CloglogNN1/3|\abs{d_i} - 1| \geq (\log N)^{C \log \log N} N^{-1/3}. We make no assumptions on the eigenvectors of the deformation. In the limit NN \to \infty, 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 <v,[(Hz)1m(z)1]w>< v,[(H - z)^{-1} - m(z) 1] w >, where m(z)m(z) is the Stieltjes transform of Wigner's semicircle law and v,wv, w 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}
}