In this paper we give an overview of the variational approach to interpolation. Our particular interest is in the theory of radial basis functions, which include natural splines as a special case. Our approach is expository, seeking to put into a general framework seemly disparate results. However, at the end of the paper we do provide some glimpses of new results.
