Enforcing Interpretability and its Statistical Impacts: Trade-offs between Accuracy and Interpretability

Gintare Karolina Dziugaite, Shai Ben-David, Daniel M. Roy

To date, there has been no formal study of the statistical cost of interpretability in machine learning. As such, the discourse around potential trade-offs is often informal and mi…