The authors are grateful to Tamer Boyaci, Gérard Cachon, Özalp Özer, and the seminar participants at the Massachusetts Institute of Technology (MIT) Operations Research Center and the MIT Data Science Laboratory for their valuable comments. Furthermore, the authors thank the department editor, associate editor, and anonymous reviewers for insightful comments that greatly improved this paper.
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