${\ell }_0$ Sparsifying Transform Learning with Efficient Optimal Updates and Convergence Guarantees

Saiprasad Ravishankar, Yoram Bresler

Many applications in signal processing benefit from the sparsity of signals in a certain transform domain or dictionary. Synthesis sparsifying dictionaries that are directly adapte…