Structured Sparse Principal Component Analysis

Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach

Abstract: We present an extension of sparse PCA, or sparse dictionary learning, where the sparsity patterns of all dictionary elements are structured and constrained to belong to a prespecified set of shapes...