English

Non-Hermitian random matrices with a variance profile (II): properties and examples

Probability 2020-07-31 v1

Abstract

For each nn, let An=(σij)A_n=(\sigma_{ij}) be an n×nn\times n deterministic matrix and let Xn=(Xij)X_n=(X_{ij}) be an n×nn\times n random matrix with i.i.d. centered entries of unit variance. In the companion article Cook et al., we considered the empirical spectral distribution μnY\mu_n^Y of the rescaled entry-wise product Yn=1nAnXn=(1nσijXij) Y_n = \frac 1{\sqrt{n}} A_n\odot X_n = \left(\frac1{\sqrt{n}} \sigma_{ij}X_{ij}\right) and provided a deterministic sequence of probability measures μn\mu_n such that the difference μnYμn\mu^Y_n - \mu_n converges weakly in probability to the zero measure. A key feature in Cook et al. was to allow some of the entries σij\sigma_{ij} to vanish, provided that the standard deviation profiles AnA_n satisfy a certain quantitative irreducibility property. In the present article, we provide more information on the sequence (μn)(\mu_n), described by a family of Master Equations. We consider these equations in important special cases such as separable variance profiles σij2=did~j\sigma^2_{ij}=d_i \widetilde d_j and sampled variance profiles σij2=σ2(in,jn)\sigma^2_{ij} = \sigma^2\left(\frac in, \frac jn \right) where (x,y)σ2(x,y)(x,y)\mapsto \sigma^2(x,y) is a given function on [0,1]2[0,1]^2. Associate examples are provided where μnY\mu_n^Y converges to a genuine limit. We study μn\mu_n's behavior at zero and provide examples where μn\mu_n's density is bounded, blows up, or vanishes while an atom appears. As a consequence, we identify the profiles that yield the circular law. Finally, building upon recent results from Alt et al., we prove that except maybe in zero, μn\mu_n admits a positive density on the centered disc of radius ρ(Vn)\sqrt{\rho(V_n)}, where Vn=(1nσij2)V_n=(\frac 1n \sigma_{ij}^2) and ρ(Vn)\rho(V_n) is its spectral radius.

Keywords

Cite

@article{arxiv.2007.15438,
  title  = {Non-Hermitian random matrices with a variance profile (II): properties and examples},
  author = {Nicholas A. Cook and Walid Hachem and Jamal Najim and David Renfrew},
  journal= {arXiv preprint arXiv:2007.15438},
  year   = {2020}
}

Comments

35 pages, 4 figures. arXiv admin note: substantial text overlap with arXiv:1612.04428

R2 v1 2026-06-23T17:31:39.383Z