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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:

See Also

BayesianMaximization   BayesianMinimizationObject   PredictorFunction

History

Introduced in 2016 (11.0)

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_2025_bayesianmaximizationobject, author="Wolfram Research", title="{BayesianMaximizationObject}", year="2016", howpublished="\url{https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html}", note=[Accessed: 12-April-2025 ]}

BibLaTeX

@online{reference.wolfram_2025_bayesianmaximizationobject, organization={Wolfram Research}, title={BayesianMaximizationObject}, year={2016}, url={https://reference.wolfram.com/language/ref/BayesianMaximizationObject.html}, note=[Accessed: 12-April-2025 ]}

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