From global to local MDI variable importances for random forests and when they are Shapley values

Antonio Sutera, Gilles Louppe, Van Anh Huynh-Thu +2

Random forests have been widely used for their ability to provide so-called importance measures, which give insight at a global (per dataset) level on the relevance of input variab…