English

Injectivity and weak*-to-weak continuity suffice for convergence rates in $\ell^1$-regularization

Functional Analysis 2017-01-16 v1 Numerical Analysis

Abstract

We show that the convergence rate of 1\ell^1-regularization for linear ill-posed equations is always O(δ)O(\delta) if the exact solution is sparse and if the considered operator is injective and weak*-to-weak continuous. Under the same assumptions convergence rates in case of non-sparse solutions are proven. The results base on the fact that certain source-type conditions used in the literature for proving convergence rates are automatically satisfied.

Cite

@article{arxiv.1701.03460,
  title  = {Injectivity and weak*-to-weak continuity suffice for convergence rates in $\ell^1$-regularization},
  author = {Jens Flemming and Daniel Gerth},
  journal= {arXiv preprint arXiv:1701.03460},
  year   = {2017}
}
R2 v1 2026-06-22T17:48:59.598Z