The paper shows L_p distance of kernel mean embedding as a distance measure of distributions, and shows that L_1-based statistics has higher power than the standard L2 distance. The paper is clearly written and technically sound. The proposed method will be beneficial in the field of kernel-based distance measures and statistical test.