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Non-Hermitian Random Matrices with a Variance Profile (II): Properties and Examples

Publication ,  Journal Article
Cook, N; Hachem, W; Najim, J; Renfrew, D
Published in: Journal of Theoretical Probability
December 1, 2022

For each n, let An= (σij) be an n× n deterministic matrix and let Xn= (Xij) be an n× n random matrix with i.i.d. centered entries of unit variance. In the companion article (Cook et al. in Electron J Probab 23:Paper No. 110, 61, 2018), we considered the empirical spectral distribution μnY of the rescaled entry-wise product Yn=1nAn⊙Xn=(1nσijXij)and provided a deterministic sequence of probability measures μn such that the difference μnY-μn converges weakly in probability to the zero measure. A key feature in Cook et al. (2018) was to allow some of the entries σij to vanish, provided that the standard deviation profiles An satisfy a certain quantitative irreducibility property. In the present article, we provide more information on the sequence (μn) , described by a family of Master Equations. We consider these equations in important special cases such as sampled variance profiles σij2=σ2(in,jn) where (x, y) ↦ σ2(x, y) is a given function on [0 , 1] 2. Associated examples are provided where μnY converges to a genuine limit. We study μn’s behavior at zero. As a consequence, we identify the profiles that yield the circular law. Finally, building upon recent results from Alt et al. (Ann Appl Probab 28(1):148–203, 2018; Ann Inst Henri Poincaré Probab Stat 55(2):661–696, 2019), we prove that, except possibly at the origin, μn admits a positive density on the centered disc of radius ρ(Vn), where Vn=(1nσij2) and ρ(Vn) is its spectral radius.

Duke Scholars

Published In

Journal of Theoretical Probability

DOI

EISSN

1572-9230

ISSN

0894-9840

Publication Date

December 1, 2022

Volume

35

Issue

4

Start / End Page

2343 / 2382

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 4904 Pure mathematics
  • 0104 Statistics
  • 0101 Pure Mathematics
 

Citation

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ICMJE
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Cook, N., Hachem, W., Najim, J., & Renfrew, D. (2022). Non-Hermitian Random Matrices with a Variance Profile (II): Properties and Examples. Journal of Theoretical Probability, 35(4), 2343–2382. https://doi.org/10.1007/s10959-021-01140-2
Cook, N., W. Hachem, J. Najim, and D. Renfrew. “Non-Hermitian Random Matrices with a Variance Profile (II): Properties and Examples.” Journal of Theoretical Probability 35, no. 4 (December 1, 2022): 2343–82. https://doi.org/10.1007/s10959-021-01140-2.
Cook N, Hachem W, Najim J, Renfrew D. Non-Hermitian Random Matrices with a Variance Profile (II): Properties and Examples. Journal of Theoretical Probability. 2022 Dec 1;35(4):2343–82.
Cook, N., et al. “Non-Hermitian Random Matrices with a Variance Profile (II): Properties and Examples.” Journal of Theoretical Probability, vol. 35, no. 4, Dec. 2022, pp. 2343–82. Scopus, doi:10.1007/s10959-021-01140-2.
Cook N, Hachem W, Najim J, Renfrew D. Non-Hermitian Random Matrices with a Variance Profile (II): Properties and Examples. Journal of Theoretical Probability. 2022 Dec 1;35(4):2343–2382.
Journal cover image

Published In

Journal of Theoretical Probability

DOI

EISSN

1572-9230

ISSN

0894-9840

Publication Date

December 1, 2022

Volume

35

Issue

4

Start / End Page

2343 / 2382

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 4904 Pure mathematics
  • 0104 Statistics
  • 0101 Pure Mathematics