The Shapley Taylor Interaction Index

Kedar Dhamdhere, Ashish Agarwal, Mukund Sundararajan

The attribution problem, that is the problem of attributing a model's prediction to its base features, is well-studied. We extend the notion of attribution to also apply to feature…