Accuracy, Interpretability, and Differential Privacy via Explainable Boosting

        Harsha Nori 1 Rich Caruana 1 Zhiqi Bu 2 Judy Hanwen Shen 3 Janardhan Kulkarni 1

             Abstract                 While GAMs were traditionally fit using smooth low-
                                 order splines (Hastie & Tibshirani, 1990), we focus
   We show that adding differential privacy to         on Explainable Boosting Machines (EBMs), a modern
   Explainable Boosting Machines (EBMs), a           ...