If your goal is to do linear regression and enforce hard sparsity constraints on W, then there are several algorithms to do this directly (not guaranteed to recover the true sparse W unless certain conditions are met though). A simple starting point might be orthogonal matching pursuit: https://scikit-learn.org/stable/auto_examples/linear_model/plot_omp.html.