Don't Look Back in Anger: Wasserstein Distributionally Robust Optimization with Nonstationary Data

Dominic S. T. Keehan, Edward J. Anderson, Wolfram Wiesemann

We study data-driven decision problems where historical observations are generated by a time-evolving distribution whose consecutive shifts are bounded in Wasserstein distance. We…