Fast neural network techniques - ELM and RBF networks are used to solve the traditional curve fitting problems, where the localized effect of network basis function is corrected by introducing a linear neuron. Numerical experiments demonstrate that the neural-based method is accurate and well-suited for fitting large volume of data. IEEE