Explaining predictive models with mixed features using Shapley values and conditional inference trees

Annabelle Redelmeier, Martin Jullum, Kjersti Aas

It is becoming increasingly important to explain complex, black-box machine learning models. Although there is an expanding literature on this topic, Shapley values stand out as a…