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Marchenko–Pastur law

Eigenvalues of a sample covariance matrix against the Marchenko–Pastur density for aspect ratio λ = p/n.

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The mathematics behind this

Sample Covariance and the Marchenko–Pastur Law
What the spectrum of an empirical covariance matrix looks like when the dimension is comparable to the sample size, and why that breaks classical statistics.