Convergence rates in ${\ell }^1$-regularization when the basis is not smooth enough

Jens Flemming, Markus Hegland

Sparsity promoting regularization is an important technique for signal reconstruction and several other ill-posed problems. Theoretical investigation typically bases on the assumpt…