Spline Toolbox    

The stform

A multivariate function form quite different from the tensor-product construct is the scattered translates form, or stform for short. As the name suggests, it uses arbitrary or scattered translates of one fixed function , in addition to some polynomial terms. Explicitly, such a form describes a function

in terms of the basis function , a sequence of sites called centers and a corresponding sequence of coefficients, with the final coefficients, , involved in the polynomial part, .

When the basis function is radially symmetric, meaning that depends only on the Euclidean length of its argument, , then is called a radial basis function, and, correspondingly, is then often called an RBF.

At present, the toolbox works with just one kind of stform, namely a bivariate thin-plate spline and its first partial derivatives. For the thin-plate spline, the basis function is , with , i.e., a radial basis function. Its polynomial part is a linear polynomial, i.e.,

. The first partial derivative with respect to its first argument uses, correspondingly, the basis function , with

and

, and .

This section treats these aspects of the stform:


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