English

Index Distribution of Cauchy Random Matrices

Statistical Mechanics 2014-03-18 v1 Mathematical Physics math.MP Other Statistics

Abstract

Using a Coulomb gas technique, we compute analytically the probability Pβ(C)(N+,N)\mathcal{P}_\beta^{(C)}(N_+,N) that a large N×NN\times N Cauchy random matrix has N+N_+ positive eigenvalues, where N+N_+ is called the index of the ensemble. We show that this probability scales for large NN as Pβ(C)(N+,N)exp[βN2ψC(N+/N)]\mathcal{P}_\beta^{(C)}(N_+,N)\approx \exp\left[-\beta N^2 \psi_C(N_+/N)\right], where β\beta is the Dyson index of the ensemble. The rate function ψC(κ)\psi_C(\kappa) 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\kappa=1/2, has a quadratic behavior modulated by a logarithmic singularity. As a consequence, the variance of the index scales for large NN as Var(N+)σClnN\mathrm{Var}(N_+)\sim \sigma_C\ln N, where σC=2/(βπ2)\sigma_C=2/(\beta\pi^2) 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 NN formula which, for β=2\beta=2, can be derived using orthogonal polynomials.

Keywords

Cite

@article{arxiv.1312.2211,
  title  = {Index Distribution of Cauchy Random Matrices},
  author = {Ricardo Marino and Satya N. Majumdar and Grégory Schehr and Pierpaolo Vivo},
  journal= {arXiv preprint arXiv:1312.2211},
  year   = {2014}
}

Comments

23 pages, 3 figures

R2 v1 2026-06-22T02:23:12.174Z