AI, Data Science, Predictions, Machine Learning, Causal Inference.
data generation process for the training data. There is a single causal path between T (medicine dose) and Y (life expectancy), but these variables are also related through the backdoor path T<-X->Y. An estimator trained using a classical approach (i.e. empirical risk minimization), is unable to