Before revision:  This penalty stabilizes the optimization problem, automatically encourages sparse portfolios , and facilitates an effective treatment of transaction costs.
After revision:  This penalty regularizes (stabilizes) the optimization problem, automatically encourages sparse portfolios , and facilitates an effective treatment of transaction costs.