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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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