A Projection Proximal-Point Algorithm for ℓ1 Minimization

摘要

The problem of the minimization of least squares functionals with ℓ1 penalties is considered in an infinite dimensional Hilbert space setting. Though there are several algorithms available in the finite dimensional setting there are only a few of them that come with a proper convergence analysis in the infinite dimensional setting.