Robust sample average approximation

Sample average approximation (SAA) is a widely popular approach to data-driven decision-making under uncertainty. Under mild assumptions, SAA is both tractable and enjoys strong asymptotic performance guarantees. Similar guarantees, however, do not typically hold in finite samples. In this paper, we...

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Bibliographic Details
Main Authors: Gupta, Vishal, Kallus, Nathan, Bertsimas, Dimitris J
Other Authors: Sloan School of Management
Format: Article
Language:English
Published: Springer Berlin Heidelberg 2018
Online Access:http://hdl.handle.net/1721.1/117477
https://orcid.org/0000-0002-1985-1003