Higher-order Neural Additive Models: An Interpretable Machine Learning Model with Feature Interactions

Minkyu Kim, Hyun-Soo Choi, Jinho Kim

Neural Additive Models (NAMs) have recently demonstrated promising predictive performance while maintaining interpretability. However, their capacity is limited to capturing only f…