Figures 4 and 5 show the classification comparison results of 0-back and 1-back tasks between the proposed algorithm and another two state-of-the-art algorithms (QDA and LDA) with the same features. As has been shown, the classification results based on EMK-SVM were better than those based on QDA and LDA.