The matrix Dyson equation and its applications for random matrices
Abstract
These lecture notes are a concise introduction of recent techniques to prove local spectral universality for a large class of random matrices. The general strategy is presented following the recent book with H.T. Yau. We extend the scope of this book by focusing on new techniques developed to deal with generalizations of Wigner matrices that allow for non-identically distributed entries and even for correlated entries. This requires to analyze a system of nonlinear equations, or more generally a nonlinear matrix equation called the Matrix Dyson Equation (MDE). We demonstrate that stability properties of the MDE play a central role in random matrix theory. The analysis of MDE is based upon joint works with J. Alt, O. Ajanki, D. Schr\"oder and T. Kr\"uger that are supported by the ERC Advanced Grant, RANMAT 338804 of the European Research Council. The lecture notes were written for the 27th Annual PCMI Summer Session on Random Matrices held in 2017. The current edited version will appear in the IAS/Park City Mathematics Series, Vol. 26.
Cite
@article{arxiv.1903.10060,
title = {The matrix Dyson equation and its applications for random matrices},
author = {Laszlo Erdos},
journal= {arXiv preprint arXiv:1903.10060},
year = {2019}
}
Comments
Lecture Notes for 27th Annual PCMI Summer Session on Random Matrices held in 2017