BayesianMaximizationObject

BayesianMaximizationObject[…]

represents the result of a Bayesian maximization process.

Details and Options

  • BayesianMaximizationObject[…] is the result generated by BayesianMaximization[…].
  • BayesianMaximizationObject[…][prop] gives the property prop of the Bayesian maximization object.
  • BayesianMaximizationObject[…][{prop1,prop2,…}] gives the list of properties {prop1,prop2,…}.
  • Possible properties for the minimization of a function f include:
  • "EvaluationHistory"configurations and values explored during maximization
    "MaximumConfiguration"configuration found that maximizes the result from f
    "MaximumValue"estimated maximum value obtained from f
    "Method"method used for Bayesian maximization
    "NextConfiguration"configuration to sample next if maximization were continued
    "ObjectiveFunction"original function f being maximized
    "PredictorFunction"best prediction model found for the function f
    "Properties"list of all available properties

Examples

Basic Examples  (1)

Maximize a function over an interval region via BayesianMaximization to create a BayesianMaximizationObject[…]:

Use the BayesianMaximizationObject[…] to find the available properties:

Get the estimated maximum configuration:

Get the estimated maximum value:

Get the list of configurations and function values explored during the maximization:

Get information about the method used to explore configurations:

Get the current probabilistic model of the function (this is a PredictorFunction):

Find the best configuration to explore next according to the model:

Get information about a list of properties simultaneously:

Visualize how well the function is modeled, particularly near the maximum:

Wolfram Research (2016), BayesianMaximizationObject, Wolfram Language function, https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html.

Text

Wolfram Research (2016), BayesianMaximizationObject, Wolfram Language function, https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html.

CMS

Wolfram Language. 2016. "BayesianMaximizationObject." Wolfram Language & System Documentation Center. Wolfram Research. https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html.

APA

Wolfram Language. (2016). BayesianMaximizationObject. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html

BibTeX

@misc{reference.wolfram_2024_bayesianmaximizationobject, author="Wolfram Research", title="{BayesianMaximizationObject}", year="2016", howpublished="\url{https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html}", note=[Accessed: 17-November-2024 ]}

BibLaTeX

@online{reference.wolfram_2024_bayesianmaximizationobject, organization={Wolfram Research}, title={BayesianMaximizationObject}, year={2016}, url={https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html}, note=[Accessed: 17-November-2024 ]}