4 papers
Overfitting in Adaptive Robust Optimization
Karl Zhu, Dimitris Bertsimas
Adaptive robust optimization (ARO) extends static robust optimization by allowing decisions to depend on the realized uncertainty - weakly dominating static solutions within the mo…
Global Nonconvex Optimization with Integer Variables
Dimitris Bertsimas, Danique de Moor, Thodoris Koukouvinos +1
Nonconvex optimization refers to the process of solving problems whose objective or constraints are nonconvex. Historically, this type of problems have been very difficult to solve…
A novel exact approach to polynomial optimization
Dimitris Bertsimas, Dick den Hertog, Thodoris Koukouvinos
Polynomial optimization problems represent a wide class of optimization problems, with a large number of real-world applications. Current approaches for polynomial optimization, su…
Interpretable AI-driven Guidelines for Type 2 Diabetes Treatment from Observational Data
Dewang Kumar Agarwal, Dimitris J. Bertsimas
Objective: Create precise, structured, data-backed guidelines for type 2 diabetes treatment progression, suitable for clinical adoption. Research Design and Methods: Our training c…