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stat.ME2019
Linear Aggregation in Tree-based Estimators
Sören R. Künzel, Theo F. Saarinen, Edward W. Liu +1
Regression trees and their ensemble methods are popular methods for nonparametric regression: they combine strong predictive performance with interpretable estimators. To improve t…
stat.ME2018
Causaltoolbox---Estimator Stability for Heterogeneous Treatment Effects
Sören R. Künzel, Simon J. S. Walter, Jasjeet S. Sekhon
Estimating heterogeneous treatment effects has become increasingly important in many fields and life and death decisions are now based on these estimates: for example, selecting a…