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Surrogate modeling tool for approximating objective functions

Inputs

NameIDDescriptionType
Design Map + ObjectivesDM+ODesign vectors and their simulated objective valuesNumber
Number of VariablesNNumber of Variables on Design MapInteger
Training/Validation RatioRatioRatio between Training and Validation data from Design Map dataNumber
VariablesVarVariables used for the predictionNumber
BuildBuildCreate the surrogate modelBoolean

Outputs

NameIDDescriptionType
PredictionPPredicted valueNumber
Model TypeModelModel type selected for surrogate modelText
Nuisance ParameterParamParameter for selected surrogate modelNumber
Test ModelsTModelsAll considered surrogate modelsText
Test Model ParametersTParamsNuisance parameters for all considered surrogate modelsNumber
Test Model ErrorsErrorsValidation errors for all considered surrogate modelsNumber

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