Before revision:  We present valid asymptotic inference methods , and a valid mean square error expansion of the estimator leading to an optimal choice for the number of portfolios.
After revision:  We present valid asymptotic inference methods and a valid mean square error expansion of the estimator leading to an optimal choice for the number of portfolios.