Fig. 4

Classification results by DNN with BorderlineSMOTE algorithm. A Bar graph shows the original or resampling training set with different modulation factor (γ = 0.6, 0.85, and 1). B Distribution with kernal PCA analysis. C The confusion matrix for training set. D The confusion matrix for test set. E ROC curves for all categories