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.jmannino.com/great-pick-Sophie-Allport-Zebra-Made-to-Measure-Blackout-Roller-Blind-Soft-Grey-Blue-top-super/