Grouped variable importance with random forests and application to multiple functional data analysis

Baptiste Gregorutti, Bertrand Michel, Philippe Saint-Pierre

The selection of grouped variables using the random forest algorithm is considered. First a new importance measure adapted for groups of variables is proposed. Theoretical insights…