Classification Trees for Imbalanced Data: Surface-to-Volume Regularization

DOI10.1080/01621459.2021.2005609arXiv2004.12293OpenAlexW3211800607MaRDI QIDQ6077565

Yichen Zhu, David B. Dunson, Unnamed Author

Publication date: 18 October 2023

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2004.12293

zbMATH Keywords

CARTdecision boundarycategorical datashape penalization

Mathematics Subject Classification ID

Statistics (62-XX)

Cites Work

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• Hellinger distance decision trees are robust and skew-insensitive
• Fast learning rates for plug-in classifiers
• Asymptotical minimax recovery of sets with smooth boundaries
• Bayesian regression tree models for causal inference: regularization, confounding, and heterogeneous effects (with discussion)
• Consistency of random forests
• Minimax-optimal classification with dyadic decision trees

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