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 a penalty which is proportional to the sum of the absolute values of the portfolio weights ( \ell_1 penalty .