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stat.ML2022
On the Pointwise Behavior of Recursive Partitioning and Its Implications for Heterogeneous Causal Effect Estimation
Matias D. Cattaneo, Jason M. Klusowski, Peter M. Tian
Decision tree learning is increasingly being used for pointwise inference. Important applications include causal heterogenous treatment effects and dynamic policy decisions, as wel…
stat.ML2020★ 1 cited
Nonparametric Variable Screening with Optimal Decision Stumps
Jason M. Klusowski, Peter M. Tian
Decision trees and their ensembles are endowed with a rich set of diagnostic tools for ranking and screening variables in a predictive model. Despite the widespread use of tree bas…