problem, we investigate three regularization techniques, including the ridge, the spectral cut-off, and the Landweber …-Fridman approaches in order to stabilize the inverse of the covariance matrix. These regularization schemes involve a tuning parameter … that the selected portfolio by regularization is asymptotically efficient with respect to the diversification ratio. In …