Data-driven robust optimization

The last decade witnessed an explosion in the availability of data for operations research applications. Motivated by this growing availability, we propose a novel schema for utilizing data to design uncertainty sets for robust optimization using statistical hypothesis tests. The approach is flexibl...

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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/1721.1/116834
https://orcid.org/0000-0002-1985-1003