Asymptotic expansion of smooth functions in deterministic and iid Haar unitary matrices, and application to tensor products of matrices

Let UN be a family of N×N independent Haar unitary random matrices and their adjoints, ZN a family of deterministic matrices, and P a self-adjoint noncommutative polynomial, that is, for any N, P(UN,ZN) is self-adjoint, f a smooth function. We prove that for any k, if f is smooth enough, there exist deterministic constants αiP(f,ZN) such that E[1 NTr(f(P(UN,ZN)))]=∑i=0kαiP(f,ZN)N2i+O(N−2k−2). Besides, the constants αiP(f,ZN) are built explicitly with the help of free probability. As a corollary, we prove that given α<1/2, for N large enough, every eigenvalue of P(UN,ZN) is N−α-close to the spectrum of P(u,ZN) where u is a d-tuple of free Haar unitaries. We also prove the convergence of the norm of any polynomial P(UN⊗IM,IN⊗YM) as long as the family YM converges strongly and that M≪Nln−3(N).

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Publication Details

Journal
The Annals of Probability
Published
2026-08-28
DOI
https://doi.org/10.1214/25-aop1806
Citations
1
Primary Topic
Random Matrices and Applications
Type
article
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Asymptotic expansion of smooth functions in deterministic and iid Haar unitary matrices, and application to tensor products of matrices

Félix Parraud
1 citations
The Annals of Probability
Random Matrices and Applications
article

Asymptotic expansion of smooth functions in deterministic and iid Haar unitary matrices, and application to tensor products of matrices

Félix Parraud
article en
1 citations

Abstract

Let UN be a family of N×N independent Haar unitary random matrices and their adjoints, ZN a family of deterministic matrices, and P a self-adjoint noncommutative polynomial, that is, for any N, P(UN,ZN) is self-adjoint, f a smooth function. We prove that for any k, if f is smooth enough, there exist deterministic constants αiP(f,ZN) such that E[1 NTr(f(P(UN,ZN)))]=∑i=0kαiP(f,ZN)N2i+O(N−2k−2). Besides, the constants αiP(f,ZN) are built explicitly with the help of free probability. As a corollary, we prove that given α<1/2, for N large enough, every eigenvalue of P(UN,ZN) is N−α-close to the spectrum of P(u,ZN) where u is a d-tuple of free Haar unitaries. We also prove the convergence of the norm of any polynomial P(UN⊗IM,IN⊗YM) as long as the family YM converges strongly and that M≪Nln−3(N).

The Annals of ProbabilityVol. 54(5)
KTH Royal Institute of Technology (SE)
Openalex Percentile: Top 100%
Random Matrices and Applications
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