Universality for fluctuations of counting statistics of random normal matrices
J. Marzo, L. D. Molag, J. Ortega-Cerd\`a

TL;DR
This paper studies the fluctuations in the number of eigenvalues of random normal matrices within a set, revealing universal limiting behaviors and extending previous results to more general potentials.
Contribution
It establishes a universal limit for the variance of eigenvalue counts and generalizes boundary fluctuation results for arbitrary potentials.
Findings
Variance of eigenvalue count scales as 1/√n with a specific limit involving the potential's Laplacian.
Derived a boundary fluctuation result involving harmonic measure for general potentials.
Extended previous results to microscopic dilations of the droplet and arbitrary potentials.
Abstract
We consider the fluctuations of the number of eigenvalues of random normal matrices depending on a potential in a given set . These eigenvalues are known to form a determinantal point process, and are known to accumulate on a compact set called the droplet under mild conditions on . When is a Borel set strictly inside the droplet, we show that the variance of the number of eigenvalues in has a limiting behavior given by \begin{align*} \lim_{n\to\infty} \frac1{\sqrt n}\operatorname{Var } N_A^{(n)} = \frac{1}{2\pi\sqrt\pi}\int_{\partial_* A} \sqrt{\Delta Q(z)} \, d\mathcal H^1(z), \end{align*} where is the measure theoretic boundary of , denotes the one-dimensional Hausdorff measure, and . We also consider the case where is a microscopic dilation of the droplet…
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.
