Abstract: It is proved that under Hilbert space separable variables function can satisfy condition of Mercer theorem as kernel function to provide a new method in selecting new kernel function of nonlinear calssification machines based on support vector machine. Co

Key words: Separable variables function, Kernel function, Classification algorithm