Before revision:  This penalty stabilizes the optimization problem, automatically encourages sparse portfolios , and facilitates an effective treatment of transaction costs.
After revision:  This penalty stabilizes the optimization problem, automatically encourages sparse portfolios (i.e. portfolios with only few active positions), and allows to account for transaction costs.