baybe.acquisition.acqfsΒΆ

Available acquisition functions.

Classes

ExpectedImprovement

Analytical expected improvement.

LogExpectedImprovement

Logarithmic analytical expected improvement.

PosteriorMean

Posterior mean.

PosteriorStandardDeviation

Posterior standard deviation.

ProbabilityOfImprovement

Analytical probability of improvement.

UpperConfidenceBound

Analytical upper confidence bound.

qExpectedImprovement

Monte Carlo based expected improvement.

qKnowledgeGradient

Monte Carlo based knowledge gradient.

qLogExpectedImprovement

Logarithmic Monte Carlo based expected improvement.

qLogNoisyExpectedImprovement

Logarithmic Monte Carlo based noisy expected improvement.

qNegIntegratedPosteriorVariance

Monte Carlo based negative integrated posterior variance.

qNoisyExpectedImprovement

Monte Carlo based noisy expected improvement.

qProbabilityOfImprovement

Monte Carlo based probability of improvement.

qSimpleRegret

Monte Carlo based simple regret.

qUpperConfidenceBound

Monte Carlo based upper confidence bound.