Before revision:  The approximation scheme is based upon the Manifold Moving Least-Squares (MMLS) . The proposed algorithm is resistant to noise in both the domain and function values.
After revision:  We use the Manifold Moving Least-Squares (MMLS) . The proposed algorithm is resistant to noise in both the domain and function values.