Optimal policy trees

DOI10.1007/s10994-022-06128-5OpenAlexW3110917906MaRDI QIDQ2102338

Maxime Amram, Ying Daisy Zhuo, Jack Dunn

Publication date: 28 November 2022

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2012.02279

zbMATH Keywords

decision treesmachine learningprescriptive decision making

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Uses Software

• XGBoost

Cites Work

• Unnamed Item
• Greedy function approximation: A gradient boosting machine.
• Doubly robust policy evaluation and optimization
• Learning optimal decision trees using constraint programming
• Mathematical optimization in classification and regression trees
• Learning decision trees with flexible constraints and objectives using integer optimization
• Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
• Policy Learning With Observational Data
• Optimal classification trees
• Random forests

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