Published February 7, 2014 | Version v1
Journal article

Index distribution of Cauchy random matrices

  • 1. Laboratoire de Physique Théorique et Modèles Statistiques, UMR 8626, Université Paris Sud 11 and CNRS, Bât. 100, Orsay F-91405 (France)

Description

Using a Coulomb gas technique, we compute analytically the probability Pβ(C)(N+,N) that a large N × N Cauchy random matrix has N+ positive eigenvalues, where N+ is called the index of the ensemble. We show that this probability scales for large N as Pβ(C)(N+,N)≈exp [−βN2ψC(N+/N)], where β is the Dyson index of the ensemble. The rate function ψC(κ) is computed in terms of single integrals that are easily evaluated numerically and amenable to an asymptotic analysis. We find that the rate function, around its minimum at κ = 1/2, has a quadratic behavior modulated by a logarithmic singularity. As a consequence, the variance of the index scales for large N as Var(N+) ∼ σCln N, where σC = 2/(βπ2) is twice as large as the corresponding prefactor in the Gaussian and Wishart cases. The analytical results are checked by numerical simulations and against an exact finite N formula which, for β = 2, can be derived using orthogonal polynomials. (paper)

Availability note (English)

Available from http://dx.doi.org/10.1088/1751-8113/47/5/055001

Additional details

Publishing Information

Journal Title
Journal of Physics. A, Mathematical and Theoretical (Online)
Journal Volume
47
Journal Issue
5
Journal Page Range
[19 p.]
ISSN
1751-8121

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
46038144
Subject category
S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
Descriptors DEI
ASYMPTOTIC SOLUTIONS; EIGENVALUES; INTEGRALS; MATRICES; POLYNOMIALS; RANDOMNESS; SINGULARITY
Descriptors DEC
FUNCTIONS; MATHEMATICAL SOLUTIONS