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math.OC2020
Tightly Robust Optimization via Empirical Domain Reduction
Akihiro Yabe, Takanori Maehara
Data-driven decision-making is performed by solving a parameterized optimization problem, and the optimal decision is given by an optimal solution for unknown true parameters. We o…
stat.ML2020
Causality and Robust Optimization
Akihiro Yabe
A decision-maker must consider cofounding bias when attempting to apply machine learning prediction, and, while feature selection is widely recognized as important process in data-…