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

preprint2020arXivOpen access

Abstract

For each nn, let An=(σij)A_n=(σ_{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 μnYμ_n^Y of the rescaled entry-wise product Yn=1nAn⊙Xn=(1nσijXij) Y_n = \frac 1{\sqrt{n}} A_n\odot X_n = \left(\frac1{\sqrt{n}} σ_{ij}X_{ij}\right) and provided a deterministic sequence of probability measures μnμ_n such that the difference μnY−μnμ^Y_n - μ_n converges weakly in probability to the zero measure. A key feature in Cook et al. was to allow some of the entries σijσ_{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)(μ_n), described by a family of Master Equations. We consider these equations in important special cases such as separable variance profiles σij2=did~jσ^2_{ij}=d_i \widetilde d_j and sampled variance profiles σij2=σ2(in,jn)σ^2_{ij} = σ^2\left(\frac in, \frac jn \right) where (x,y)↦σ2(x,y)(x,y)\mapsto σ^2(x,y) is a given function on [0,1]2[0,1]^2. Associate examples are provided where μnYμ_n^Y converges to a genuine limit. We study μnμ_n's behavior at zero and provide examples where μnμ_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, μnμ_n admits a positive density on the centered disc of radius ρ(Vn)\sqrt{ρ(V_n)}, where Vn=(1nσij2)V_n=(\frac 1n σ_{ij}^2) and ρ(Vn)ρ(V_n) is its spectral radius.

Explore this paper’s authors, topics and related work.

Building this map preview

BZPEER is loading the nearby papers, people, topics and institutions for this page.

Reviews 0

Write a reviewWrite

No reviews yet.

Discussion 0

Add a commentWrite

No comments yet.