Decision-Focused Learning for Mean-Variance Portfolio Optimization via KKT-Based Reformulation

Kensei Nosaka, Shunnosuke Ikeda, Yuichi Takano

Mean-variance portfolio optimization (MVO) is a central framework in data-driven asset management. A widely adopted approach is a two-stage framework that first predicts expected r…