In the previous article on the MLP vs. SVM vs. RBF comparison the RBF performed worse than the other two. Well, even after doing some optimisation on the RBF parameters (hidden layer size), it is still continuously worse than SVM and MLP, although the margin is smaller.

Mean Absolute Error, MLP vs. SVM vs. RBFRoot Mean Squared Error, MLP vs. SVM vs. RBF