Gaussian fluctuations and moderate deviations of eigenvalues in unitary invariant ensembles
Deng Zhang

TL;DR
This paper investigates the asymptotic behavior of eigenvalues in unitary invariant ensembles, establishing Gaussian fluctuations, central limit theorems, and moderate deviations, extending prior results to broader potentials.
Contribution
It generalizes existing eigenvalue fluctuation results to Freud-type and convex potentials, providing new asymptotics and probabilistic limit theorems.
Findings
Gaussian fluctuations for eigenvalues in bulk and soft edge
Multi-dimensional central limit theorems for eigenvalues
Precise asymptotics of Christoffel-Darboux kernels
Abstract
We study the limiting behavior of the -th eigenvalue of unitary invariant ensembles with Freud-type and uniform convex potentials. As both and tend to infinity, we obtain Gaussian fluctuations for in the bulk and soft edge cases, respectively. Multi-dimensional central limit theorems, as well as moderate deviations, are also proved. This work generalizes earlier results in the GUE and unitary invariant ensembles with monomial potentials of even degree. In particular, we obtain the precise asymptotics of corresponding Christoffel-Darboux kernels as well.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsRandom Matrices and Applications · Stochastic processes and statistical mechanics · Geometry and complex manifolds
