Iteratively solving linear inverse problems under general convex constraints
@article{Daubechies2007IterativelySL, title={Iteratively solving linear inverse problems under general convex constraints}, author={I. Daubechies and G. Teschke and L. Vese}, journal={Inverse Problems and Imaging}, year={2007}, volume={1}, pages={29-46} }
We consider linear inverse problems where the solution is assumed to fulfill some general homogeneous convex constraint. We develop an algo- rithm that amounts to a projected Landweber iteration and that provides and iterative approach to the solution of this inverse problem. For relatively mod- erate assumptions on the constraint we can always prove weak convergence of the iterative scheme. In certain cases, i.e. for special families of convex con- straints, weak convergence implies norm… CONTINUE READING
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