over mean-variance optimization. The second is that, for all three risk measures, semi-parametric estimation of the optimal … portfolio offers a very significant improvement over non-parametric estimation. The results are robust to as the choice of … target return and the estimation period.Chapter 4 searches for improvements in portfolio risk measurement by addressing …