Abstract
This paper studies the empirical laws of eigenvalues and singular values for random matrices drawn from the heat kernel measures on the unitary groups \({\mathbb {U}}_N\) and the general linear groups \({\mathbb {GL}}_N\), for \(N\in {\mathbb {N}}\). It establishes the strongest known convergence results for the empirical eigenvalues in the \({\mathbb {U}}_N\) case, and the first known almost sure convergence results for the eigenvalues and singular values in the \({\mathbb {GL}}_N\) case. The limit noncommutative distribution associated with the heat kernel measure on \({\mathbb {GL}}_N\) is identified as the projection of a flow on an infinite-dimensional polynomial space. These results are then strengthened from variance estimates to \(L^p\) estimates for even integers p.
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Supported by NSF CAREER Award DMS-1254807.
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Kemp, T. Heat Kernel Empirical Laws on \({\mathbb {U}}_N\) and \({\mathbb {GL}}_N\) . J Theor Probab 30, 397–451 (2017). https://doi.org/10.1007/s10959-015-0643-7
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DOI: https://doi.org/10.1007/s10959-015-0643-7