Search Results for author: Sofiia Dubova

Found 1 papers, 0 papers with code

Universality for the global spectrum of random inner-product kernel matrices in the polynomial regime

no code implementations27 Oct 2023 Sofiia Dubova, Yue M. Lu, Benjamin McKenna, Horng-Tzer Yau

Earlier work by various authors showed that, when the columns of $X$ are either uniform on the sphere or standard Gaussian vectors, and when $\ell$ is an integer (the linear regime $\ell = 1$ is particularly well-studied), the bulk eigenvalues of such matrices behave in a simple way: They are asymptotically given by the free convolution of the semicircular and Mar\v{c}enko-Pastur distributions, with relative weights given by expanding $f$ in the Hermite basis.

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