On a generalization of the iterative soft-thresholding algorithm for the case of non-separable penalty

Ignace Loris, Caroline Verhoeven

An explicit algorithm for the minimization of an ${\ell }_1$ penalized least squares functional, with non-separable ${\ell }_1$ term, is proposed. Each step in the iterative algorithm re…