Litcius/Paper detail

Gaussian fluctuations for products of random matrices

Vadim Gorin, Yi Sun

2022American Journal of Mathematics27 citationsDOIOpen Access PDF

Abstract

We study global fluctuations for singular values of M -fold products of several right-unitarily invariant N N random matrix ensembles. As N , we show the fluctuations of their height functions converge to an explicit Gaussian field, which is log-correlated for M fixed and has a white noise component for M jointly with N . Our technique centers on the study of the multivariate Bessel generating functions of these spectral measures, for which we prove a central limit theorem for global fluctuations via certain conditions on the generating functions. We apply our approach to a number of ensembles, including square roots of Wishart, Jacobi, and unitarily invariant positive definite matrices with fixed spectrum, using a detailed asymptotic analysis of multivariate Bessel functions to verify the necessary conditions.

Topics & Concepts

MathematicsWishart distributionBessel functionRandom matrixInvariant (physics)GaussianSingular valueWhite noiseMultivariate statisticsCentral limit theoremComplex normal distributionPure mathematicsPositive-definite matrixMathematical analysisCombinatoricsMathematical physicsEigenvalues and eigenvectorsStatisticsQuantum mechanicsPhysicsRandom Matrices and ApplicationsStochastic processes and statistical mechanicsAdvanced Algebra and Geometry