English

Extreme Eigenvalue Distributions of Jacobi Ensembles: New Exact Representations, Asymptotics and Finite Size Corrections

Mathematical Physics 2019-10-02 v1 math.MP

Abstract

Let W1\mathbf{W}_1 and W2\mathbf{W}_2 be independent n×nn\times n complex central Wishart matrices with m1m_1 and m2m_2 degrees of freedom respectively. This paper is concerned with the extreme eigenvalue distributions of double-Wishart matrices (W1+W2)1W1(\mathbf{W}_1+\mathbf{W}_2)^{-1}\mathbf{W}_1, which are analogous to those of F matrices W1W21{\bf W}_1 {\bf W}_2^{-1} and those of the Jacobi unitary ensemble (JUE). Defining α1=m1n\alpha_1=m_1-n and α2=m2n\alpha_2=m_2-n, we derive new exact distribution formulas in terms of (α1+α2)(\alpha_1+\alpha_2)-dimensional matrix determinants, with elements involving derivatives of Legendre polynomials. This provides a convenient exact representation, while facilitating a direct large-nn analysis with α1\alpha_1 and α2\alpha_2 fixed (i.e., under the so-called "hard-edge" scaling limit); the analysis is based on new asymptotic properties of Legendre polynomials and their relation with Bessel functions that are here established. Specifically, we present limiting formulas for the smallest and largest eigenvalue distributions as nn \to \infty in terms of α1\alpha_1- and α2\alpha_2-dimensional determinants respectively, which agrees with expectations from known universality results involving the JUE and the Laguerre unitary ensemble (LUE). We also derive finite-nn corrections for the asymptotic extreme eigenvalue distributions under hard-edge scaling, giving new insights on universality by comparing with corresponding correction terms derived recently for the LUE. Our derivations are based on elementary algebraic manipulations, differing from existing results on double-Wishart and related models which often involve Fredholm determinants, Painlev\'e differential equations, or hypergeometric functions of matrix arguments.

Keywords

Cite

@article{arxiv.1906.03554,
  title  = {Extreme Eigenvalue Distributions of Jacobi Ensembles: New Exact Representations, Asymptotics and Finite Size Corrections},
  author = {Laureano Moreno-Pozas and David Morales-Jimenez and Matthew R. McKay},
  journal= {arXiv preprint arXiv:1906.03554},
  year   = {2019}
}

Comments

This work was supported by the HKTIIT (HKTIIT16EG01) and the General Research Fund of the Hong Kong Research Grants Council (16202918)