Section 6.3: Radial Basis Function Networks
Radial basis functions depend on the radial distance from the center, latex($\bar{\mu}_{j}$) such that

They were originally used to produce a function that could exactly interpolate between a set of points. This was done by equation *6.38* The coefficients were found by least squares. This function produced an over-fitted function that fit every training value exactly.
