Before revision:  This penalty stabilizes the optimization problem,  encourages sparse portfolios, and facilitates  treatment of transaction costs in a transparent way .
After revision:  This penalty stabilizes the optimization problem, encourages sparse portfolios, and facilitates treatment of transaction costs .