期刊
JOURNAL OF INVERSE AND ILL-POSED PROBLEMS
卷 26, 期 1, 页码 85-94出版社
WALTER DE GRUYTER GMBH
DOI: 10.1515/jiip-2017-0008
关键词
Linear ill-posed problem; sparsity promoting regularization; Tikhonov regularization; source condition; variational source condition; convergence rates
资金
- DFG [FL 832/1-2, HO 1454/8-2, HO 1454/10-1]
We show that the convergence rate of l(1)-regularization for linear ill-posed equations is always 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.
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