16 citations · 18 across the 7 of their papers we have counts for
3 papers · 1 filter
Global Optimization: A Machine Learning Approach
Dimitris Bertsimas, Georgios Margaritis
Many approaches for addressing Global Optimization problems typically rely on relaxations of nonlinear constraints over specific mathematical primitives. This is restricting in app…
The R.O.A.D. to precision medicine
Dimitris Bertsimas, Angelos G. Koulouras, Georgios Antonios Margonis
We propose a prognostic stratum matching framework that addresses the deficiencies of Randomized trial data subgroup analysis and transforms ObservAtional Data to be used as if the…
Robust Regression over Averaged Uncertainty
Dimitris Bertsimas, Yu Ma
We propose a new formulation of robust regression by integrating all realizations of the uncertainty set and taking an averaged approach to obtain the optimal solution for the ordi…