Limits of spiked random matrices II
Abstract
The top eigenvalues of rank r 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\'ech\'e [Duke Math. J. (2006) 133 205-235]. The starting point is a new (2r+1)-diagonal form that is algebraically natural to the problem; for both models it converges to a certain random Schr\"odinger operator on the half-line with r× 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) 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 appears simply as a parameter. At β=2, the PDE appears to reconcile with known Painlev\'e formulas for these r-parameter deformations of the GUE Tracy-Widom law.
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