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Software for Data-Based Stochastic Programming Using Bootstrap Estimation

Published in INFORMS journal on computing • Jul 25, 2023
Authors:
Xiaotie Chen
,
David L. Woodruff

Abstract

We describe software for stochastic programming that uses only sampled data to obtain both a consistent sample-average solution and a consistent estimate of confidence intervals for the optimality gap using bootstrap and bagging. The underlying distribution whence the samples come is not required. H...

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