Explaining individual predictions when features are dependent: More accurate approximations to Shapley values

Kjersti Aas, Martin Jullum, Anders Løland

Explaining complex or seemingly simple machine learning models is an important practical problem. We want to explain individual predictions from a complex machine learning model by…