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math.ST2026
Accuracy Limits of Causal Trees for Individualized Treatment Effects
Matias D. Cattaneo, Jason M. Klusowski, Ruiqi Rae Yu
Recursive decision trees are widely used to estimate heterogeneous causal treatment effects in experimental and observational studies. These methods are typically implemented using…
math.ST2024
Strong Approximations for Empirical Processes Indexed by Lipschitz Functions
Matias D. Cattaneo, Ruiqi Rae Yu
This paper presents new uniform Gaussian strong approximations for empirical processes indexed by classes of functions based on -variate random vectors (). First, a unif…