# 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