English

Free Convolution and Generalized Dyson Brownian Motion

Disordered Systems and Neural Networks 2025-04-18 v2 Mathematical Physics math.MP

Abstract

The eigenvalue spectrum of the sum of large random matrices that are mutually "free", i.e., randomly rotated, can be obtained using the formalism of R-transforms, with many applications in different fields. We provide a direct interpretation of the otherwise abstract additivity property of R-transforms for the sum in terms of a dynamical evolution of "particles" (the eigenvalues), interacting through two-body and higher-body forces and subject to a Gaussian noise, generalizing the usual Dyson Brownian motion with Coulomb interaction. Interestingly, the appearance of an outlier outside of the bulk of the spectrum is signalled by a divergence of the "velocity" of the generalized Dyson motion. We extend our result to products of free matrices.

Keywords

Cite

@article{arxiv.2412.03696,
  title  = {Free Convolution and Generalized Dyson Brownian Motion},
  author = {Pierre Bousseyroux and Jean-Philippe Bouchaud},
  journal= {arXiv preprint arXiv:2412.03696},
  year   = {2025}
}
R2 v1 2026-06-28T20:23:30.953Z