Sparse Regularization with $l^q$ Penalty Term

Markus Grasmair, Markus Haltmeier, Otmar Scherzer

We consider the stable approximation of sparse solutions to non-linear operator equations by means of Tikhonov regularization with a subquadratic penalty term. Imposing certain ass…