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math.OC2018
Exploiting Partial Correlations in Distributionally Robust Optimization
Divya Padmanabhan, Karthik Natarajan, Karthyek R. A. Murthy
In this paper, we identify partial correlation information structures that allow for simpler reformulations in evaluating the maximum expected value of mixed integer linear program…
math.OC2018
Optimal Transport Based Distributionally Robust Optimization: Structural Properties and Iterative Schemes
Jose Blanchet, Karthyek Murthy, Fan Zhang
We consider optimal transport based distributionally robust optimization (DRO) problems with locally strongly convex transport cost functions and affine decision rules. Under conve…