risk assessment, uncertainty-penalized optimization to counter estimation error and improve realized utility, and …Covariance appears throughout investment management, e.g., in risk reporting and control, portfolio construction, risk … parity, smart beta, algorithmic trading, and hedging. It is usually represented via multi-factor model. The form’s fewer …