ShapShift: Explaining Model Prediction Shifts with Subgroup Conditional Shapley Values

Tom Bewley, Salim I. Amoukou, Emanuele Albini +2

Changes in input distribution can induce shifts in the average predictions of machine learning models. Such prediction shifts may impact downstream business outcomes (e.g. a bank's…