Spectral norm of matrices with independent entries up to polyloglog

Abstract

In this paper, we study the expectation of the operator norm of the random matrix (aij Xij) for i,j <= n, under the assumption that the random variables (Xij) are independent, symmetric and satisfy the moment growth condition ||Xij||2p <= C ||Xij||p for every p >= 1. We derive an upper bound expressed in terms of quantities that can be explicitly computed in many cases. This bound implies a two-sided estimate, up to a factor given by a power of an iterated logarithm. This factor is considerably smaller than the natural scale of the problem. Our result thus provides positive evidence supporting a conjecture formulated by Rafal Latala and Jan Swiatkowski.

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