Theoretically, the convergence speed of the proposed algorithm with 1/n should be the same as that of the RLS algorithm. However, in practice, the new basis functions ψ may not be exactly orthonormal for a given set of data samples. Therefore, some performance degradation in convergence speed happens in our simulation results, which validate our analysis in Section III-B.