PresAIse, A Prescriptive AI Solution for Enterprises

no code implementations • 3 Feb 2024 • Wei Sun, Scott McFaddin, Linh Ha Tran, Shivaram Subramanian, Kristjan Greenewald, Yeshi Tenzin, Zack Xue, Youssef Drissi, Markus Ettl

The first challenge is caused by the limitations of observational data for accurate causal inference which is typically a prerequisite for good decision-making.

Causal Inference Decision Making

Constrained Prescriptive Trees via Column Generation

no code implementations • 20 Jul 2022 • Shivaram Subramanian, Wei Sun, Youssef Drissi, Markus Ettl

We introduce a novel path-based mixed-integer program (MIP) formulation which identifies a (near) optimal policy efficiently via column generation.