Before revision:  In this paper we address these issues of estimation error by regularizing the Markowitz objective function through the addition of an \ell_1 penalty  .
After revision:  In this paper we address these issues of estimation error by regularizing the Markowitz objective function through the addition of an \ell_1 penalty ) .