Predictive and Prescriptive Trees for Optimization and Control Problems

This thesis introduces novel methods to expedite the solution of a broad range of optimization and control problems using machine learning, specifically decision tree algorithms. In many practical settings, similar optimization and control problems often need to be solved repeatedly. We propose meth...

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Bibliographic Details
Main Author: Kim, Cheol Woo
Other Authors: Bertsimas, Dimitris J.
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/157107