Sparse and Smooth Signal Estimation: Convexification of L0 Formulations

Alper Atamturk, Andres Gomez, Shaoning Han

Signal estimation problems with smoothness and sparsity priors can be naturally modeled as quadratic optimization with ${\ell }_0$-"norm" constraints. Since such problems are non-conv…