smac.acquisition.function.integrated_acquisition_function

Classes

IntegratedAcquisitionFunction(...)

Marginalizes over model hyperparameters to compute the integrated acquisition function.

Interfaces

class smac.acquisition.function.integrated_acquisition_function.IntegratedAcquisitionFunction(acquisition_function)

Bases: AbstractAcquisitionFunction

Marginalizes over model hyperparameters to compute the integrated acquisition function.

See “Practical Bayesian Optimization of Machine Learning Algorithms” by Jasper Snoek et al. (https://papers.nips.cc/paper/4522-practical-bayesian-optimization-of-machine-learning-algorithms.pdf) for further details.

Parameters:

acquisition_function (AbstractAcquisitionFunction) – The acquisition function, which should be integrated.

property meta: dict[str, Any]

Returns the meta data of the created object.

Return type:

dict[str, Any]

property name: str

Returns the full name of the acquisition function.

Return type:

str

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