Finally, the kNN classifier is used to recognize the different conditions of the rolling bearings. Theeffectivenessofthe proposedCMFDE-mRMR-kNN methodisverifiedbyanalyzingthe standard experimental dataset. The experimental results show that the proposed fault diagnosis method can effectively classify the conditions of rolling bearings.