Hermite and Laguerre $\beta$-ensembles: asymptotic corrections to the eigenvalue density
Patrick Desrosiers, Peter J. Forrester

TL;DR
This paper analyzes large Hermite and Laguerre beta-ensembles, deriving asymptotic corrections to eigenvalue densities, especially at the edges, using saddle point methods and special orthogonal polynomials for even beta values.
Contribution
It provides explicit asymptotic corrections to the eigenvalue density for Hermite and Laguerre beta-ensembles at large N, including edge behavior, for even beta.
Findings
Corrections to bulk density are oscillatory and depend on beta.
Soft edge density expressed as a beta-deformed Airy function integral.
Main contribution to soft edge density obtained for spectral parameter tending to infinity.
Abstract
We consider Hermite and Laguerre -ensembles of large random matrices. For all even, corrections to the limiting global density are obtained, and the limiting density at the soft edge is evaluated. We use the saddle point method on multidimensional integral representations of the density which are based on special realizations of the generalized (multivariate) classical orthogonal polynomials. The corrections to the bulk density are oscillatory terms that depends on . At the edges, the density can be expressed as a multiple integral of the Konstevich type which constitutes a -deformation of the Airy function. This allows us to obtain the main contribution to the soft edge density when the spectral parameter tends to .
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
