Second-order orthant-based methods with enriched Hessian information for sparse ${\ell }_1$-optimization

J. C. De los Reyes, E. Loayza, P. Merino

We present a second order algorithm, based on orthantwise directions, for solving optimization problems involving the sparsity enhancing ${\ell }_1$-norm. The main idea of our method…