Free random Lévy and Wigner-Lévy matrices

Zdzisław Burda, Jerzy Jurkiewicz, Maciej A. Nowak, Gabor Papp, and Ismail Zahed
Phys. Rev. E 75, 051126 – Published 30 May 2007

Abstract

We compare eigenvalue densities of Wigner random matrices whose elements are independent identically distributed random numbers with a Lévy distribution and maximally random matrices with a rotationally invariant measure exhibiting a power law spectrum given by stable laws of free random variables. We compute the eigenvalue density of Wigner-Lévy matrices using (and correcting) the method by Bouchaud and Cizeau, and of free random Lévy (FRL) rotationally invariant matrices by adapting results of free probability calculus. We compare the two types of eigenvalue spectra. Both ensembles are spectrally stable with respect to the matrix addition. The discussed ensemble of FRL matrices is maximally random in the sense that it maximizes Shannon’s entropy. We find a perfect agreement between the numerically sampled spectra and the analytical results already for matrices of dimension N=100. The numerical spectra show very weak dependence on the matrix size N as can be noticed by comparing spectra for N=400. After a pertinent rescaling, spectra of Wigner-Lévy matrices and of symmetric FRL matrices have the same tail behavior. As we discuss towards the end of the paper the correlations of large eigenvalues in the two ensembles are, however, different. We illustrate the relation between the two types of stability and show that the addition of many randomly rotated Wigner-Lévy matrices leads by a matrix central limit theorem to FRL spectra, providing an explicit realization of the maximal randomness principle.

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  • Received 30 January 2007

DOI:https://doi.org/10.1103/PhysRevE.75.051126

©2007 American Physical Society

Authors & Affiliations

Zdzisław Burda1,2, Jerzy Jurkiewicz1,2, Maciej A. Nowak1,2, Gabor Papp3, and Ismail Zahed4

  • 1Marian Smoluchowski Institute of Physics, Jagiellonian University, 30-059 Kraków, Reymonta 4, Poland
  • 2Mark Kac Complex Systems Research Centre, Jagiellonian University, Kraków, Poland
  • 3Institute of Physics, Eötvös University, Pázmány P.s.1/a, H-1117 Budapest, Hungary
  • 4Department of Physics and Astronomy, SUNY Stony Brook, Stony Brook, New York 11794, USA

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Issue

Vol. 75, Iss. 5 — May 2007

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