BayesianMinimizationObject

BayesianMinimizationObject[…]

represents the result of a Bayesian minimization process.

Details and Options

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

Examples

Basic Examples  (1)

Minimize a function over an interval region via BayesianMinimization to create a BayesianMinimizationObject[…]:

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

Get the estimated minimum configuration:

Get the estimated minimum value:

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

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 minimum:

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

Text

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

CMS

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

APA

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

BibTeX

@misc{reference.wolfram_2024_bayesianminimizationobject, author="Wolfram Research", title="{BayesianMinimizationObject}", year="2016", howpublished="\url{https://reference.wolfram.com/language/ref/BayesianMinimizationObject.html}", note=[Accessed: 25-November-2024 ]}

BibLaTeX

@online{reference.wolfram_2024_bayesianminimizationobject, organization={Wolfram Research}, title={BayesianMinimizationObject}, year={2016}, url={https://reference.wolfram.com/language/ref/BayesianMinimizationObject.html}, note=[Accessed: 25-November-2024 ]}