Local circular law for random matrices

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Abstract

The circular law asserts that the spectralmeasure of eigenvalues of rescaled random matrices without symmetry assumption converges to the uniform measure on the unit disk. We prove a local version of this law at any point z away from the unit circle. More precisely, if ||z| − 1| ≥ τ for arbitrarily small τ > 0, the circular law is valid around z up to scale N−1/2+ε for any ε > 0 under the assumption that the distributions of the matrix entries satisfy a uniform subexponential decay condition.

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Bourgade, P., Yau, H. T., & Yin, J. (2014). Local circular law for random matrices. Probability Theory and Related Fields, 159(3–4), 545–595. https://doi.org/10.1007/s00440-013-0514-z

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