Fast Orthonormal Sparsifying Transforms Based on Householder Reflectors

Cristian Rusu, Nuria Gonzalez-Prelcic, Robert Heath

Dictionary learning is the task of determining a data-dependent transform that yields a sparse representation of some observed data. The dictionary learning problem is non-convex,…