Signal processing transforms the input signal to output signal using either linear transformation function or nonlinear transformation functions. If the input signal vector is , the output signal vector transformed by linear matrix filter is given by
where is the linear transformation matrix. For nonlinear signal processing, the output signal vector is given by
where is the nonlinear transformation function.