saealib.ThinPlateSplineKernel

class saealib.ThinPlateSplineKernel

ベースクラス: RBFKernel

Thin-plate spline radial basis function kernel.

This conditionally positive definite kernel has order 1 and requires a linear polynomial term for a well-posed system.

Methods

__init__
evaluate	Evaluate the thin-plate spline kernel for a radial-distance matrix.
pairwise	Evaluate the kernel between every row of x1 and x2.
resolve	Return a kernel whose data-dependent parameters are resolved.
validate	Validate static kernel configuration.

Method Details

ThinPlateSplineKernel.__init__()

戻り値の型:

None

ThinPlateSplineKernel.evaluate(r)

Evaluate the thin-plate spline kernel for a radial-distance matrix.

パラメータ:

r (ndarray)

戻り値の型:

ndarray

ThinPlateSplineKernel.pairwise(x1, x2)

Evaluate the kernel between every row of x1 and x2.

パラメータ:

• x1 (ndarray)

• x2 (ndarray)

戻り値の型:

ndarray

ThinPlateSplineKernel.resolve(train_x)

Return a kernel whose data-dependent parameters are resolved.

Calls validate() before returning, so a custom subclass that overrides validate() but not resolve() still gets its configuration checked at resolve time.

パラメータ:

train_x (ndarray)

戻り値の型:

Self

ThinPlateSplineKernel.validate()

Validate static kernel configuration.

戻り値の型:

None