End-to-End Large Portfolio Optimization for Variance Minimization with Neural Networks through Covariance Cleaning

Christian Bongiorno, Efstratios Manolakis, Rosario Nunzio Mantegna

We develop a rotation-invariant neural network that provides the global minimum-variance portfolio by jointly learning how to lag-transform historical returns and marginal volatili…