Near-optimal nonlinear regression trees

DOI10.1016/j.orl.2021.01.002OpenAlexW3120559996WikidataQ120689947 ScholiaQ120689947MaRDI QIDQ2661618

Jack Dunn, Dimitris J. Bertsimas, Yu-Chen Wang

Publication date: 7 April 2021

Published in: Operations Research Letters (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.orl.2021.01.002

zbMATH Keywords

nonlinear optimizationregressiondecision trees

Mathematics Subject Classification ID

Operations research, mathematical programming (90-XX)

Uses Software

• UCI-ml
• earth
• randomForest
• ElemStatLearn
• Julia
• XGBoost
• Adam

Cites Work

• Characterization of the equivalence of robustification and regularization in linear and matrix regression
• Multivariate adaptive regression splines
• Julia: A Fresh Approach to Numerical Computing
• Large-Scale Machine Learning with Stochastic Gradient Descent
• Optimal classification trees
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