Novel Proximal Gradient Methods for Nonnegative Matrix Factorization with Sparsity Constraints

We consider the nonnegative matrix factorization (NMF) problem with sparsity constraints formulated as a nonconvex composite minimization problem. We introduce four novel proximal gradient based al...