Van Trees inequality, group equivariance, and estimation of principal subspaces
arXiv:2107.08723
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.
20 pages