Optimal Shrinkage-Based Portfolio Selection in High Dimensions

In this article, we estimate the mean-variance portfolio in the high-dimensional case using the recent results from the theory of random matrices. We construct a linear shrinkage estimator which is distribution-free and is optimal in the sense of maximizing with probability one the asymptotic out-of-sample expected utility, that is, mean...