Stochastic PCA with 𝓁2 and 𝓁1 Regularization

Poorya Mianjy, Raman Arora

Abstract: We revisit convex relaxation based methods for stochastic optimization of principal component analysis (PCA). While methods that directly solve the nonconvex problem have been shown to be optimal i...