24 citations · 24 across the 2 of their papers we have counts for
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math.OC2014★ 24 cited
Robust Optimization using Machine Learning for Uncertainty Sets
Theja Tulabandhula, Cynthia Rudin
Our goal is to build robust optimization problems for making decisions based on complex data from the past. In robust optimization (RO) generally, the goal is to create a policy fo…
stat.ML2014
Generalization Bounds for Learning with Linear, Polygonal, Quadratic and Conic Side Knowledge
Theja Tulabandhula, Cynthia Rudin
In this paper, we consider a supervised learning setting where side knowledge is provided about the labels of unlabeled examples. The side knowledge has the effect of reducing the…