Fast Rates for Contextual Linear Optimization

Incorporating side observations in decision making can reduce uncertainty and boost performance, but it also requires that we tackle a potentially complex predictive relationship. Although one may use off-the-shelf machine learning methods to separately learn a predictive model and plug it in, a var...

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Bibliographic Details
Main Authors: Hu, Y. (Author), Kallus, N. (Author), Mao, X. (Author)
Format: Article
Language:English
Published: INFORMS Inst.for Operations Res.and the Management Sciences 2022
Subjects:
Online Access:View Fulltext in Publisher