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Van Trees inequality, group equivariance, and estimation of principal subspaces

Published 19 Jul 2021 in math.ST and stat.TH | (2107.08723v1)

Abstract: We establish non-asymptotic lower bounds for the estimation of principal subspaces. As applications, we obtain new results for the excess risk of principal component analysis and the matrix denoising problem.

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