Kernels

RBF	The Radial Basis Function (RBF) kernel.
RFF	Computes an approximation of the kernel using Random Fourier Features.
AbstractKernel	Base kernel class.
ArcCosine	The ArCosine kernel.
BasisFunctionComputation	Compute engine class for finite basis function approximations to a kernel.
Constant	A constant kernel.
ConstantDiagonalKernelComputation	Computation engine for constant diagonal kernels.
DenseKernelComputation	Dense kernel computation class.
DiagonalKernelComputation	Diagonal kernel computation class.
EigenKernelComputation	Eigen kernel computation class.
Gibbs	A base kernel whose lengthscale changes with location.
Gneiting	The Gneiting nonseparable space–time kernel.
GraphKernel	The Matérn graph kernel defined on the vertex set of a graph.
ICMKernel	Intrinsic Coregionalization Model kernel.
LCMKernel	Linear Model of Coregionalization kernel.
Linear	The linear kernel.
Matern12	The Matérn kernel with smoothness parameter fixed at 0.5.
Matern32	The Matérn kernel with smoothness parameter fixed at 1.5.
Matern52	The Matérn kernel with smoothness parameter fixed at 2.5.
MultiOutputKernel	Base class for multi-output kernels.
MultiOutputKernelComputation	Compute engine for multi-output kernels.
OrthogonalAdditiveKernel	Orthogonal Additive Kernel (OAK).
Periodic	The periodic kernel.
Polynomial	The Polynomial kernel with variable degree.
PoweredExponential	The powered exponential family of kernels.
ProductKernel	A kernel that is the product of a set of kernels.
RationalQuadratic	The Rational Quadratic kernel.
SumKernel	A kernel that is the sum of a set of kernels.
VaryingAmplitude	A base kernel whose standard deviation changes with location.
White	The White noise kernel.

Location functions

A location function gives a kernel parameter that changes with input location, such as the standard deviation of VaryingAmplitude or the lengthscale of Gibbs. It is not a mean function: a mean function describes the Gaussian process, but a location function describes its covariance. A location function evaluates one input point, selects its own columns with active_dims, and returns a value on the log scale.

AbstractLocationFunction	Base class for location functions.
Constant	A location function with the same value at all locations.
Linear	A location function that is log-linear in selected input columns.