Risk Quadrangle and Robust Optimization Based on Extended $\ddot{I}†$-Divergence

Cheng Peng, Anton Malandii, Stan Uryasev

The Fundamental Risk Quadrangle (FRQ) is a unified framework linking risk management, statistical estimation, and optimization. Distributionally robust optimization (DRO) based on…