An experimental evaluation of mixup regression forests

•In the mixup method deep learning models are trained using artificial instances.•The instances are obtained by combining pairs of instances and their labels.•The use of mixup in ensembles of regression trees is proposed and studied.•The mixup approach can improve the results of Random Forest and Rotation Forest.