python.uq.learner.SimulationLearner.SimulationLearner Class Reference

Inheritance diagram for python.uq.learner.SimulationLearner.SimulationLearner:

Public Member Functions
def	__getattr__ (self, attr)
def	__init__ (self)
def	addLearner (self, learner, t)
def	getCollocationNodes (self)
def	getGrid (self)
def	getKnowledge (self)
def	getL2NormError (self)
def	getLearner (self, t=0)
def	getMaxError (self)
def	getMinError (self)
def	getSpecification (self)
def	learnData (self, args, kws)
def	learnDataWithFolding (self, args, kws)
def	learnDataWithTest (self, dataset=None, args, kws)
def	refineGrid (self)
def	setDataContainer (self, trainUQSetting, testUQSetting=None)
def	setSpecification (self, specification)
def	updateResults (self, knowledge, dtype)

Public Attributes
	dataContainer
	knowledge
	level
	numberPoints
	specification
	testAccuracy
	testCount
	testingOverall
	trainAccuracy
	trainCount
	trainingOverall

Constructor & Destructor Documentation

__init__()

def python.uq.learner.SimulationLearner.SimulationLearner.__init__

(

self

)

Member Function Documentation

__getattr__()

def python.uq.learner.SimulationLearner.SimulationLearner.__getattr__	(		self,
			attr
	)

Overrides built-in method if method called is not a object
method of this Descriptor, most probably it's a method of
the learner so it tries to call the method
from our specification
@param attr: string method name
@return: method call in specification

References python.uq.learner.SimulationLearner.SimulationLearner.specification, python.uq.learner.Learner.Learner.specification, and python.learner.Learner.Learner.specification.

addLearner()

def python.uq.learner.SimulationLearner.SimulationLearner.addLearner	(		self,
			learner,
			t
	)

References python.uq.learner.SimulationLearner.SimulationLearner._learners.

getCollocationNodes()

def python.uq.learner.SimulationLearner.SimulationLearner.getCollocationNodes

(

self

)

Create a set of all collocation nodes

References python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, sgpp::base::OperationMultipleEval.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, python.uq.learner.Learner.Learner.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.learner.Learner.Learner.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::base::OperationQuadratureMC.grid, python.controller.CheckpointController.CheckpointController.grid, sgpp::optimization::InterpolantScalarFunctionGradient.grid, sgpp::optimization::InterpolantScalarFunctionHessian.grid, sgpp::optimization::InterpolantVectorFunctionGradient.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::optimization::InterpolantScalarFunction.grid, sgpp::optimization::InterpolantVectorFunction.grid, sgpp::optimization::InterpolantVectorFunctionHessian.grid, sgpp::combigrid::LTwoScalarProductHashMapNakBsplineBoundaryCombigrid.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::optimization::HierarchisationSLE.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::LearnerSGDE.grid, and python.tools.Matrix.grid.

getGrid()

def python.uq.learner.SimulationLearner.SimulationLearner.getGrid

(

self

)

References python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, sgpp::base::OperationMultipleEval.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, python.uq.learner.Learner.Learner.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.learner.Learner.Learner.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::base::OperationQuadratureMC.grid, python.controller.CheckpointController.CheckpointController.grid, sgpp::optimization::InterpolantScalarFunctionGradient.grid, sgpp::optimization::InterpolantScalarFunctionHessian.grid, sgpp::optimization::InterpolantVectorFunctionGradient.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::optimization::InterpolantScalarFunction.grid, sgpp::optimization::InterpolantVectorFunction.grid, sgpp::optimization::InterpolantVectorFunctionHessian.grid, sgpp::combigrid::LTwoScalarProductHashMapNakBsplineBoundaryCombigrid.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::optimization::HierarchisationSLE.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::LearnerSGDE.grid, and python.tools.Matrix.grid.

Referenced by python.uq.learner.SimulationLearner.SimulationLearner.learnData(), python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithFolding(), python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithTest(), and python.uq.learner.SimulationLearner.SimulationLearner.refineGrid().

getKnowledge()

def python.uq.learner.SimulationLearner.SimulationLearner.getKnowledge

(

self

)

References python.uq.learner.SimulationLearner.SimulationLearner.knowledge, python.uq.learner.Learner.Learner.knowledge, python.learner.Learner.Learner.knowledge, and python.controller.CheckpointController.CheckpointController.knowledge.

getL2NormError()

def python.uq.learner.SimulationLearner.SimulationLearner.getL2NormError

(

self

)

calculate L2-norm of error for all learners
@return: numpy array of L2 norm errors

References python.uq.learner.SimulationLearner.SimulationLearner._learners.

getLearner()

def python.uq.learner.SimulationLearner.SimulationLearner.getLearner	(		self,
			t = 0
	)

References python.uq.learner.SimulationLearner.SimulationLearner._learners, python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getKnowledgeTypes(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getKnowledgeTypes(), python.uq.manager.ASGCUQManager.ASGCUQManager.getKnowledgeTypes(), python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getParameters(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getParameters(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getParameters(), sgpp::datadriven::OperationMultipleEvalConfiguration.getParameters(), python.uq.manager.ASGCUQManager.ASGCUQManager.getParameters(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::base::OperationMultipleEval.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, python.uq.learner.Learner.Learner.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.learner.Learner.Learner.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::base::OperationQuadratureMC.grid, python.controller.CheckpointController.CheckpointController.grid, sgpp::optimization::InterpolantScalarFunctionGradient.grid, sgpp::optimization::InterpolantScalarFunctionHessian.grid, sgpp::optimization::InterpolantVectorFunctionGradient.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::optimization::InterpolantScalarFunction.grid, sgpp::optimization::InterpolantVectorFunction.grid, sgpp::optimization::InterpolantVectorFunctionHessian.grid, sgpp::combigrid::LTwoScalarProductHashMapNakBsplineBoundaryCombigrid.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::optimization::HierarchisationSLE.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::LearnerSGDE.grid, and python.tools.Matrix.grid.

getMaxError()

def python.uq.learner.SimulationLearner.SimulationLearner.getMaxError

(

self

)

calculate max error for all learners
@return: numpy array of max error

References python.uq.learner.SimulationLearner.SimulationLearner._learners.

getMinError()

def python.uq.learner.SimulationLearner.SimulationLearner.getMinError

(

self

)

calculate min error for all learners
@return: numpy array of min error

References python.uq.learner.SimulationLearner.SimulationLearner._learners.

getSpecification()

def python.uq.learner.SimulationLearner.SimulationLearner.getSpecification

(

self

)

References python.uq.learner.SimulationLearner.SimulationLearner.specification, python.uq.learner.Learner.Learner.specification, and python.learner.Learner.Learner.specification.

learnData()

def python.uq.learner.SimulationLearner.SimulationLearner.learnData	(		self,
			args,
			kws
	)

References python.uq.learner.SimulationLearner.SimulationLearner._learners, python.uq.operations.sparse_grid.copyGrid(), python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.learner.Learner.Learner.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.getGrid(), python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.getGrid(), python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.getGrid(), python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Interpolant.Interpolant.updateResults(), python.uq.learner.Learner.Learner.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), python.uq.learner.SimulationLearner.SimulationLearner.updateResults(), and python.learner.Learner.Learner.updateResults().

Referenced by python.uq.manager.ASGCUQManager.ASGCUQManager.runNextSamples().

learnDataWithFolding()

def python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithFolding	(		self,
			args,
			kws
	)

References python.uq.learner.SimulationLearner.SimulationLearner._learners, python.uq.operations.sparse_grid.copyGrid(), python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.learner.Learner.Learner.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.getGrid(), python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.getGrid(), python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.getGrid(), python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Interpolant.Interpolant.updateResults(), python.uq.learner.Learner.Learner.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), python.uq.learner.SimulationLearner.SimulationLearner.updateResults(), and python.learner.Learner.Learner.updateResults().

learnDataWithTest()

def python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithTest	(		self,
			dataset = None,
			args,
			kws
	)

References python.uq.learner.SimulationLearner.SimulationLearner._learners, python.uq.operations.sparse_grid.copyGrid(), python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.learner.Learner.Learner.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.getGrid(), python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.getGrid(), python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.getGrid(), python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Interpolant.Interpolant.updateResults(), python.uq.learner.Learner.Learner.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), python.uq.learner.SimulationLearner.SimulationLearner.updateResults(), and python.learner.Learner.Learner.updateResults().

Referenced by python.uq.manager.ASGCUQManager.ASGCUQManager.learnData().

refineGrid()

def python.uq.learner.SimulationLearner.SimulationLearner.refineGrid

(

self

)

References python.uq.learner.SimulationLearner.SimulationLearner._verbose, python.uq.analysis.Analysis.Analysis._verbose, python.uq.analysis.asgc.anova.hdmrAnalytic.HDMRAnalytic._verbose, python.uq.learner.SimulationLearner.SimulationLearner.getGrid(), python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.getGrid(), python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.getGrid(), python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getRefinement(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getRefinement(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getRefinement(), python.uq.manager.ASGCUQManager.ASGCUQManager.getRefinement(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getTimeStepsOfInterest(), python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getTimeStepsOfInterest(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getTimeStepsOfInterest(), python.uq.manager.ASGCUQManager.ASGCUQManager.getTimeStepsOfInterest(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::base::OperationMultipleEval.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, python.uq.learner.Learner.Learner.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.learner.Learner.Learner.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::base::OperationQuadratureMC.grid, python.controller.CheckpointController.CheckpointController.grid, sgpp::optimization::InterpolantScalarFunctionGradient.grid, sgpp::optimization::InterpolantScalarFunctionHessian.grid, sgpp::optimization::InterpolantVectorFunctionGradient.grid, sgpp::optimization::InterpolantScalarFunction.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::optimization::InterpolantVectorFunction.grid, sgpp::optimization::InterpolantVectorFunctionHessian.grid, sgpp::combigrid::LTwoScalarProductHashMapNakBsplineBoundaryCombigrid.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::optimization::HierarchisationSLE.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::LearnerSGDE.grid, python.tools.Matrix.grid, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, python.uq.learner.Learner.Learner.iteration, python.learner.Learner.Learner.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, and python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration.

setDataContainer()

def python.uq.learner.SimulationLearner.SimulationLearner.setDataContainer	(		self,
			trainUQSetting,
			testUQSetting = None
	)

Sets the training dataContainerDict container given a UQSetting
@param trainUQSetting: UQSetting
@param testUQSetting: UQSetting

WARNING: This method has severe performance issues. It needs
to be improved such that it loads just the last computed
chunk of samples.

References python.uq.learner.SimulationLearner.SimulationLearner.__prepareDataContainer(), python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.learner.Learner.Learner.dataContainer, python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getQoI(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getQoI(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getQoI(), python.uq.manager.ASGCUQManager.ASGCUQManager.getQoI(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getTimeStepsOfInterest(), python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getTimeStepsOfInterest(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getTimeStepsOfInterest(), and python.uq.manager.ASGCUQManager.ASGCUQManager.getTimeStepsOfInterest().

setSpecification()

def python.uq.learner.SimulationLearner.SimulationLearner.setSpecification	(		self,
			specification
	)

References python.uq.learner.SimulationLearner.SimulationLearner.specification, python.uq.learner.Learner.Learner.specification, and python.learner.Learner.Learner.specification.

updateResults()

def python.uq.learner.SimulationLearner.SimulationLearner.updateResults	(		self,
			knowledge,
			dtype
	)

References python.uq.learner.SimulationLearner.SimulationLearner._learners, python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getQoI(), python.uq.sampler.asgc.ASGCSamplerSpecification.ASGCSamplerSpecification.getQoI(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getQoI(), python.uq.manager.ASGCUQManager.ASGCUQManager.getQoI(), python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, python.uq.learner.Learner.Learner.iteration, python.learner.Learner.Learner.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.learner.SimulationLearner.SimulationLearner.knowledge, python.uq.learner.Learner.Learner.knowledge, python.learner.Learner.Learner.knowledge, python.controller.CheckpointController.CheckpointController.knowledge, sgpp::combigrid::ExponentialChebyshevPermutationIterator.level, sgpp::combigrid::ExponentialLevelorderPermutationIterator.level, sgpp::combigrid::ExponentialNoBoundaryPermutationIterator.level, sgpp::combigrid::TensorGrid.level, python.uq.estimators.MarginalIntegralStrategy.MarginalIntegralStrategy.level, python.learner.folding.FoldingPolicy.FoldingPolicy.level, sgpp::combigrid::AbstractEvaluator< V >.level, python.uq.learner.SimulationLearner.SimulationLearner.level, python.uq.learner.builder.GridDescriptor.GridDescriptor.level, sgpp::combigrid::QueueEntry.level, python.learner.folding.FilesFoldingPolicy.FilesFoldingPolicy.level, python.uq.learner.builder.RegressorSpecificationDescriptor.FoldingDescriptor.level, sgpp::base::HashGridPoint.level, python.uq.learner.SimulationLearner.SimulationLearner.numberPoints, python.uq.learner.Learner.Learner.numberPoints, python.learner.Learner.Learner.numberPoints, python.uq.learner.SimulationLearner.SimulationLearner.testAccuracy, python.uq.learner.Learner.Learner.testAccuracy, python.learner.Learner.Learner.testAccuracy, python.uq.learner.SimulationLearner.SimulationLearner.testCount, python.uq.learner.SimulationLearner.SimulationLearner.testingOverall, python.uq.learner.Learner.Learner.testingOverall, python.learner.Learner.Learner.testingOverall, python.uq.learner.SimulationLearner.SimulationLearner.trainAccuracy, python.uq.learner.Learner.Learner.trainAccuracy, python.learner.Learner.Learner.trainAccuracy, python.uq.learner.SimulationLearner.SimulationLearner.trainCount, python.uq.learner.SimulationLearner.SimulationLearner.trainingOverall, python.uq.learner.Learner.Learner.trainingOverall, and python.learner.Learner.Learner.trainingOverall.

Referenced by python.uq.learner.SimulationLearner.SimulationLearner.learnData(), python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithFolding(), and python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithTest().

Member Data Documentation

dataContainer

python.uq.learner.SimulationLearner.SimulationLearner.dataContainer

Referenced by python.uq.learner.Regressor.Regressor.learnData(), python.uq.learner.Interpolant.Interpolant.learnData(), python.uq.learner.SimulationLearner.SimulationLearner.learnData(), python.uq.learner.Regressor.Regressor.learnDataWithFolding(), python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithFolding(), python.uq.manager.ASGCUQManager.ASGCUQManager.learnDataWithoutTest(), python.uq.learner.Regressor.Regressor.learnDataWithTest(), python.uq.learner.Interpolant.Interpolant.learnDataWithTest(), python.uq.manager.ASGCUQManager.ASGCUQManager.learnDataWithTest(), python.uq.learner.SimulationLearner.SimulationLearner.learnDataWithTest(), python.uq.manager.ASGCUQManager.ASGCUQManager.recomputeStats(), python.uq.learner.SimulationLearner.SimulationLearner.setDataContainer(), and python.uq.manager.ASGCUQManager.ASGCUQManager.updateDataContainer().

knowledge

python.uq.learner.SimulationLearner.SimulationLearner.knowledge

Referenced by python.uq.learner.SimulationLearner.SimulationLearner.getKnowledge(), python.uq.manager.ASGCUQManager.ASGCUQManager.getKnowledge(), python.uq.manager.ASGCUQManager.ASGCUQManager.learnDataWithoutTest(), python.uq.manager.ASGCUQManager.ASGCUQManager.learnDataWithTest(), python.uq.manager.ASGCUQManager.ASGCUQManager.recomputeStats(), python.uq.manager.ASGCUQManager.ASGCUQManager.runNextSamples(), python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

level

python.uq.learner.SimulationLearner.SimulationLearner.level

Referenced by python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.__eq__(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.contains(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.containsDimx(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.getLevelIndex(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.getMaxLevel(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.overlap(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.overlapDimx(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.transformToReferenceGrid(), python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

numberPoints

python.uq.learner.SimulationLearner.SimulationLearner.numberPoints

Referenced by python.learner.Classifier.Classifier.updateResults(), python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

specification

python.uq.learner.SimulationLearner.SimulationLearner.specification

Referenced by python.uq.learner.Regressor.Regressor.__getattr__(), python.uq.learner.SimulationLearner.SimulationLearner.__getattr__(), python.learner.Regressor.Regressor.evalError(), python.uq.learner.SimulationLearner.SimulationLearner.getSpecification(), python.uq.learner.Regressor.Regressor.learnData(), python.uq.learner.Regressor.Regressor.learnDataWithFolding(), python.uq.learner.Regressor.Regressor.learnDataWithTest(), python.learner.Classifier.Classifier.refineGrid(), python.learner.Regressor.Regressor.refineGrid(), and python.uq.learner.SimulationLearner.SimulationLearner.setSpecification().

testAccuracy

python.uq.learner.SimulationLearner.SimulationLearner.testAccuracy

Referenced by python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

testCount

python.uq.learner.SimulationLearner.SimulationLearner.testCount

Referenced by python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

testingOverall

python.uq.learner.SimulationLearner.SimulationLearner.testingOverall

Referenced by python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

trainAccuracy

python.uq.learner.SimulationLearner.SimulationLearner.trainAccuracy

Referenced by python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

trainCount

python.uq.learner.SimulationLearner.SimulationLearner.trainCount

Referenced by python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

trainingOverall

python.uq.learner.SimulationLearner.SimulationLearner.trainingOverall

Referenced by python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

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The documentation for this class was generated from the following file:

• datadriven/python/uq/learner/SimulationLearner.py