2022
On Distributionally Robust Optimization and Data Rebalancing
AISTATS 2022poster
Machine learning systems based on minimizing average error have been shown to perform inconsistently across notable subsets of the data, which is not exposed by a low average error for the entire dataset. Distributionally Robust Optimization (DRO) seemingly addresses this problem by minimizing the w…