Recently, with the development of machine learning theory, a wide variety of novel learning and classification algorithms with better performance have been more and more prevailing in gait pattern recognition, in order to assess the change of human gait function. For instance, the artificial neural network (ANN) based on machine learning algorithm has been employed for the automated recognition of gait pattern change using the different kinds of gait data[1,2].