A Fast Active Set Block Coordinate Descent Algorithm for ${\ell }_1$-regularized least squares

Marianna De Santis, Stefano Lucidi, Francesco Rinaldi

The problem of finding sparse solutions to underdetermined systems of linear equations arises in several applications (e.g. signal and image processing, compressive sensing, statis…