Norm of matrix-valued polynomials in random unitaries and permutations
Charles Bordenave, Benoit Collins

TL;DR
This paper investigates the operator norm of non-commutative polynomials in large random matrices from groups like the unitary, orthogonal, and symmetric groups, showing they approximate free group algebra norms and establishing universal bounds.
Contribution
It provides a new proof of the Peterson-Thom conjecture and establishes universal lower bounds for operator norms in random matrix models with coefficients in any C*-algebra.
Findings
Operator norms of polynomials in random unitaries converge to free group algebra norms as N grows.
Universal lower bounds for operator norms in random matrices with coefficients in arbitrary C*-algebras.
Extension of Alon-Boppana bounds to non-linear polynomials and broader coefficient classes.
Abstract
We consider a non-commutative polynomial in several independent -dimensional random unitary matrices, uniformly distributed over the unitary, orthogonal or symmetric groups, and assume that the coefficients are -dimensional matrices. The main purpose of this paper is to study the operator norm of this random non-commutative polynomial. We compare it with its counterpart where the the random unitary matrices are replaced by the unitary generators of the free group von Neumann algebra. Our first result is that these two norms are overwhelmingly close to each other in the large limit, and this estimate is uniform over all matrix coefficients as long as for some explicit . Such results had been obtained by very different techniques for various regimes, all falling in the category . Our result provides a new proof of the Peterson-Thom…
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.
Taxonomy
TopicsRandom Matrices and Applications · Advanced Operator Algebra Research · Advanced Algebra and Geometry
