Causal SHAP: Feature Attribution with Dependency Awareness through Causal Discovery

Woon Yee Ng, Li Rong Wang, Siyuan Liu +1

Explaining machine learning (ML) predictions has become crucial as ML models are increasingly deployed in high-stakes domains such as healthcare. While SHapley Additive exPlanation…