A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis

The Orthant-Wise Limited memory Quasi-Newton (OWL-QN) method has been demonstrated to be very effective in solving the ℓ1-regularized sparse learning problem. OWL-QN extends the L-BFGS from solving un