From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process

Lukas Klein, Mennatallah El-Assady, Paul F. Jäger

Explainable AI (XAI) is a necessity in safety-critical systems such as in clinical diagnostics due to a high risk for fatal decisions. Currently, however, XAI resembles a loose col…