Localization and delocalization for heavy tailed band matrices

preprint2015arXivOpen access

Abstract

We consider some random band matrices with band-width NμN^μ whose entries are independent random variables with distribution tail in x−αx^{-α}. We consider the largest eigenvalues and the associated eigenvectors and prove the following phase transition. On the one hand, when $α\textless{}2(1+μ^{-1})$, the largest eigenvalues have order N(1+μ)/αN^{(1+μ)/α}, are asymptotically distributed as a Poisson process and their associated eigenvectors are essentially carried by two coordinates (this phenomenon has already been remarked by Soshnikov for full matrices with heavy tailed entries,i.e. when $α\textless{}2$, and by Auffinger, Ben Arous and P{é}ch{é} when $α\textless{}4$). On the other hand, when $α\textgreater{}2(1+μ^{-1})$, the largest eigenvalues have order Nμ/2N^{μ/2} and most eigenvectors of the matrix are delocalized, i.e. approximately uniformly distributed on their NN coordinates.

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