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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