This paper proposes a novel method of good region recognition for hyperparameter selection of SVM. The method can
provide a much smaller good region for optimization search-based methods, and thus it can greatly save computation time. Experimental
results show that the proposed method improves effi ciency of fault diagnosis of rolling bearing with no accuracy loss