Causal Inference, Causality, Machine Learning, Validation, Application.
Recommendation is one of the commonly used applications of causal analysis. We can think of applying a treatment to a unit as a recommendation and the unit’s individual treatment effect (ITE) as the estimated impact of the recommendation. In many application scenarios, we could potentially apply