As described in Section 2.2, the conceptual difference in the modified formulation allows to reduce the number of binary variables which are required to allocate the predictor variables in the tree. As a result, a difference in performance should be observed when increasing the number of predictor variables. The expected improvements became evident at higher quantities of potential predictors and are shown in Figure .