A Novel Regularization Approach in Function Approximation

Abstract

We introduce the complex regularization method (CRM) which is a novel regularization method for radial basis function (RBF) interpolation problems. The proposed technique resolves rank–deficiency in such problems. It thus renders the need for supplementary polynomial terms to achieve invertibility across various RBFs unnecessary and, in addition, is appropriate for solving interpolation problems with noisy data.