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Learning Optimal Classification Trees Using a Binary Linear Program Formulation

Published in Proceedings of the AAAI Conference on Artificial Intelligence • Jul 17, 2019
Authors:
Sicco Verwer
,
Yingqian Zhang

Abstract

We provide a new formulation for the problem of learning the optimal classification tree of a given depth as a binary linear program. A limitation of previously proposed Mathematical Optimization formulations is that they create constraints and variables for every row in the training data. As a resu...

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