N Decision tree. This method has the great ability to learn complex and non-linear relationships between variables and outcome. Decision trees, however, require the implementation of careful strategies in order to avoid overfitting. In particular, we used the J48 algorithm, an open source Java implementation of the C4.5 method [47] ; the dimension of the tree was limited by fixing the minimum number of instances for each leaf equals to 1% of the training set.