On portfolio optimization: Imposing the right constraints

► We propose a constrained minimum-variance portfolio strategy. ► New strategy is based on a shrinkage theory based framework. ► Our policy improves the performance of the benchmark strategies substantially. ► Turnover and short interest are only moderately increased. ► We validate our strong performance with established bootstrap methods.