An Iteratively Reweighted Least Squares Algorithm for Sparse Regularization

Sergey Voronin, Ingrid Daubechies

We present a new algorithm and the corresponding convergence analysis for the regularization of linear inverse problems with sparsity constraints, applied to a new generalized spar…