The way recursive partitioning methods – in particular the ensemble methods bagging and random forests – work induces some special characteristics, that distinguish them from other (even other nonparametric) approaches. Some of these special features are mostly technical, while others can prove very beneficial in applications, and yet others may pose severe practical problems, that we want to address here.
