Pattern selection for support vector regression based response modeling

► A pattern selection method called Expected Margin based Pattern Selection (EMPS) is proposed. ► EMPS reduces the training complexities of SVR for use as a response modeling dataset. ► The experimental results involving one real-world marketing dataset showed that EMPS improved SVR efficiency for response modeling.