build_gp_model

ExplorationDiagnostics.build_gp_model(parameter, minimize=None, fit_out_of_design=False)

Build a GP model of the specified parameter.

Parameters:

parameter: str

Name of an objective or analyzed parameter for which the model will be built.

minimize: bool, optional

Required only if parameter is not an objective. Use it to indicate whether lower or higher values of the parameter are better. This is relevant, e.g. to determine the best point of the model.

fit_out_of_designbool, optional

Whether to fit the surrogate model taking into account evaluations outside of the range of the varying parameters. This can be useful if the range of parameter has been reduced during the optimization. By default, False.

Returns:

AxModelManager