Machine Learning, Causal Inference, Meta Learning, Instruments, Observational Studies.
base regressor in stage 1, and the one with lowest error in terms of SMAPE or other error metrics can be chosen. Stage 1: Estimate the average outcome μ(x) with covariates X and an indicator variable for treatment effect T: Stage 2: Define the CATE estimate as: T-learner: This algorithm estimates