Methods for Sparse and Low-Rank Recovery under Simplex Constraints

Ping Li, Syama Sundar Rangapuram, Martin Slawski

The de-facto standard approach of promoting sparsity by means of ${\ell }_1$-regularization becomes ineffective in the presence of simplex constraints, i.e.,~the target is known to ha…