Causal trees

Causal trees

Measuring treatment effects in leaves

Sample splitting for treatment effects

Honest trees

We use part of the sample to estimate \(\Theta \), and another part of the sample to estimate the treatment effect.

Estimating ATE using MCMC

Ensemble methods for causal trees

Causal forests

Bayesian causal forests