Module: tfp.experimental.bayesopt.acquisition

Acquisition Functions.

Classes

class AcquisitionFunction: Base class for acquisition functions.

class GaussianProcessExpectedImprovement: Gaussian Process expected improvement acquisition function.

class GaussianProcessMaxValueEntropySearch: Max-value entropy search acquisition function.

class GaussianProcessProbabilityOfImprovement: Gaussian Process probability of improvement acquisition function.

class GaussianProcessUpperConfidenceBound: Analytical Gaussian Process upper confidence bound acquisition function.

class MCMCReducer: Acquisition function for reducing over batch dimensions.

class ParallelExpectedImprovement: Parallel expected improvement acquisition function.

class ParallelProbabilityOfImprovement: Parallel probability of improvement acquisition function.

class ParallelUpperConfidenceBound: Parallel upper confidence bound acquisition function.

class StudentTProcessExpectedImprovement: Student-T Process expected improvement acquisition function.

class WeightedPowerScalarization: Weighted power scalarization acquisition function.