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

07/19/2021

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by   Martin Wahl, et al.

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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.