HvarfnerMeanFactory

class baybe.surrogates.gaussian_process.presets.hvarfner.HvarfnerMeanFactory

Bases: GPComponentFactoryProtocol[Any]

A factory providing mean functions as proposed by [HHN24].

Public methods

__init__()
__call__(searchspace, objective, measurements)	Create a Gaussian process component for the given recommendation context.

__call__(searchspace: SearchSpace, objective: Objective, measurements: DataFrame)

Create a Gaussian process component for the given recommendation context.

Parameters:

• searchspace (SearchSpace) – The optimization search space.

• objective (Objective) – The optimization objective.

• measurements (DataFrame) – The available experimentation data.

Return type:

GPyTorchMean

Returns:

The constructed Gaussian process component.

__init__()