Elastic-net regularization versus ${\ell }^1$-regularization for linear inverse problems with quasi-sparse solutions

De-Han Chen, Bernd Hofmann, Jun Zou

We consider the ill-posed operator equation $Ax=y$ with an injective and bounded linear operator $A$ mapping between ${\ell }^2$ and a Hilbert space $Y$, possessing the unique solutio…