This paper proposes a novel fault classification method with application to induction motors. which is based on integrating and combining with receiver operating characteristic (ROC) curve and t-distribution stochastic neighbor embedding (t-SNE). According to the feature selection methods of ReliefF. symmetrical uncertainty (SU). https://www.lolasalinas.com/