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Data-Driven Robust Optimization

Published in arXiv (Cornell University) • Dec 31, 2013
Authors:
Dimitris Bertsimas
,
Vishal Gupta
,
Nathan Kallus

Abstract

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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