English

Limits of spiked random matrices II

Probability 2016-09-28 v2 Mathematical Physics math.MP Statistics Theory Statistics Theory

Abstract

The top eigenvalues of rank rr spiked real Wishart matrices and additively perturbed Gaussian orthogonal ensembles are known to exhibit a phase transition in the large size limit. We show that they have limiting distributions for near-critical perturbations, fully resolving the conjecture of Baik, Ben Arous and P\'{e}ch\'{e} [Duke Math. J. (2006) 133 205-235]. The starting point is a new (2r+1)(2r+1)-diagonal form that is algebraically natural to the problem; for both models it converges to a certain random Schr\"{o}dinger operator on the half-line with r×rr\times r matrix-valued potential. The perturbation determines the boundary condition and the low-lying eigenvalues describe the limit, jointly as the perturbation varies in a fixed subspace. We treat the real, complex and quaternion (β=1,2,4\beta=1,2,4) cases simultaneously. We further characterize the limit laws in terms of a diffusion related to Dyson's Brownian motion, or alternatively a linear parabolic PDE; here β\beta appears simply as a parameter. At β=2\beta=2, the PDE appears to reconcile with known Painlev\'{e} formulas for these rr-parameter deformations of the GUE Tracy-Widom law.

Keywords

Cite

@article{arxiv.1109.3704,
  title  = {Limits of spiked random matrices II},
  author = {Alex Bloemendal and Bálint Virág},
  journal= {arXiv preprint arXiv:1109.3704},
  year   = {2016}
}

Comments

Published at http://dx.doi.org/10.1214/15-AOP1033 in the Annals of Probability (http://www.imstat.org/aop/) by the Institute of Mathematical Statistics (http://www.imstat.org)

R2 v1 2026-06-21T19:06:14.044Z