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Robustness of Median-based Splitting Rules for Causal Trees

Gliszczyńska-Schroeder, Karolina et al.
arXiv (All) · Papers
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econometrics
Causal forests (Athey and Imbens, 2016) are a widely used method for the estimation of heterogeneous treatment effects. Standard implementations use mean-based splitting criteria, which perform well when the outcome distribution is well-behaved and free of contamination, such as outliers or heavy ta
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