ICMKernelFactory¶

class baybe.surrogates.gaussian_process.components.kernel.ICMKernelFactory[source]¶

Bases: _MetaKernelFactory

A kernel factory that constructs an ICM kernel for transfer learning.

ICM: Intrinsic Coregionalization Model [BCW07]

Public methods

__init__([base_kernel_or_factory, ...])

Method generated by attrs for class ICMKernelFactory.

Public attributes and properties

`base_kernel_factory`	The factory for the base kernel operating on numerical input features.
`task_kernel_factory`	The factory for the task kernel operating on the task indices.

__init__(base_kernel_or_factory: GPComponent | GPComponentFactoryProtocol = NOTHING, task_kernel_or_factory: GPComponent | GPComponentFactoryProtocol = NOTHING)¶

Method generated by attrs for class ICMKernelFactory.

For details on the parameters, see Public attributes and properties.

base_kernel_factory: GPComponentFactoryProtocol[Kernel]¶: The factory for the base kernel operating on numerical input features.

task_kernel_factory: GPComponentFactoryProtocol[Kernel]¶: The factory for the task kernel operating on the task indices.