SparseStep: Approximating the Counting Norm for Sparse Regularization

Gerrit J. J. van den Burg, Patrick J. F. Groenen, Andreas Alfons

The SparseStep algorithm is presented for the estimation of a sparse parameter vector in the linear regression problem. The algorithm works by adding an approximation of the exact…