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Abstract:
We consider the problem of measuring the eigenvalues of a
randomly drawn sample of points. We show that these values can be
reliably estimated as can the sum of the tail of eigenvalues.
Furthermore, the residuals when data is projected into a subspace
is shown to be reliably estimated on a random sample. Experiments
are presented that confirm the theoretical results.
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