Section: New Results

$M^{*}$-Regularized Dictionary Learning

In [38], we derive a performance measure for dictionaries in compressed sensing, based on the $M^{*}$ of the corresponding norm. We use this measure to regularize dictionary learning algorithms and study the performance of our methods on both compression and inpainting experiments.