Polyharmonic splines are used for function approximation and data interpolation. They are very useful for interpolating and fitting scattered data in many dimensions. A special case is the thin plate spline.
A polyharmonic spline is a linear combination of polyharmonic radial basis functions (RBFs) denoted by plus a polynomial term: