A prediction can be explained by assuming that each feature value of the instance is a “player” in a game where the prediction is the payout. Shapley values – a method from coalitional game theory – tells us how to fairly distribute the “payout” among the features. 9.5.1 General Idea Assume the following scenario: You have trained a machine learning model to predict apartment prices. For a certain