Van Anh Huynh-Thu

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

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 variables to predict a certain output. On the other hand, methods based on Shapley values have been introduced to refine the a…