Sparsity-Based Generalization Bounds for Predictive Sparse Coding

Nishant Ajay Mehta, Alexander G. Gray

Abstract: The goal of predictive sparse coding is to learn a representation of examples as sparse linear combinations of elements from a dictionary, such that a learned hypothesis linear in the new represent...