Kensei Nosaka

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

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 returns and then solves the optimization problem based on these predictions, with the predictive models trained by minimizing prediction erro...