Evolutionary prototype selection for multi-output regression.

•A new prototype selection for multi-output regression data sets is presented.•A multi-objective evolutionary algorithm is used for prototype selection.•Multiple Pareto fronts are also used to prevent overfitting.•The new method improved the predictive capabilities and also greatly reduced data set size.