python.learner.Learner.Learner Class Reference

The class implements the routines common for classifier and regressor. More...

Inheritance diagram for python.learner.Learner.Learner:

Public Member Functions
	__init__ (self)
	Constructor.
	applyData (self, points)
	Calculate the value of the function for given points.
	attachEventController (self, observer)
	Add observer to the list.
	createMemento (self)
	Creates a new memento to hold the current state.
	detachEventController (self, observer)
	Remove observer from the list.
	doLearningIteration (self, set)
	Perform one learning step.
	evalError (self, dataContainer, alpha)
	Evaluate accuracy this method is not implemented!
	fromJson (self, jsonObject)
	Restores the attributes of a subclass of Learner from the json object with attributes.
	getCurrentIterationNumber (self)
	Returns the number of current iteration.
	learnData (self)
	Simple data learning.
	learnDataWithFolding (self)
	Learn data with cross-fold validation.
	learnDataWithTest (self, dataset=None)
	Learn data from training data set and use validation data set to prevent overfitting.
	notifyEventControllers (self, event)
	Notify all observers about the new event.
	refineGrid (self)
	Refines Grid the function is not implemented here.
	setCurrentIterationNumber (self, value)
	Sets the number of current iteration.
	setDataContainer (self, container)
	Setter for data container.
	setFoldingPolicy (self, policy)
	Setter for folding policy.
	setGrid (self, grid)
	Setter for grid.
	setLearnedKnowledge (self, knowledge)
	Setter for learned knowledge.
	setMemento (self, memento)
	Restores the state which is saved in the given memento.
	setSolver (self, solver)
	Setter for linear solver.
	setSpecification (self, specification)
	Setter for training specification.
	setStopPolicy (self, policy)
	Setter for training stop policy.
	setVerbosity (self, verb)
	Sets the verbosity level in the solver (default: False)
	toString (self)
	Returns a string that represents the object.
	updateResults (self, alpha, trainSubset, testSubset=None)
	Update different statistics about training progress this method is not implemented!

Static Public Attributes
	alpha = None
	DataVector with current alpha vector.
	dataContainer = None
	DataContainer object with training (and maybe test) data.
	eventControllers = None
	list of object listening to the learning events
	foldingPolicy = None
	Implementation of folding policy if training with folding is used.
	grid = None
	Grid of the Learner.
	iteration = None
	Number of current iterations.
	knowledge = None
	LearnedKnowledge where alpha is stored.
	linearSystem = None
	DMSystemMatrix object associated with this Learner.
	numberPoints = None
	List of numbers of point on grid for different refinement iterations.
	solver = None
	LinearSolver object associated with this Learner.
	specification = None
	TrainingSpecification object associated with this Learner.
	stopPolicy = None
	TrainingStopPolicy object associated with this Learner.
	testAccuracy = None
	list of test accuracy values measured in refinement iteration
	testingOverall = None
	List of average training accuracy data over all refinement iterations.
	trainAccuracy = None
	list of train accuracy values measured in refinement iteration
	trainingOverall = None
	List of average training accuracy data over all refinement iterations.
	useVerbose = None
	Verbosity level in the solver iterations.

Detailed Description

The class implements the routines common for classifier and regressor.

However, since some methods are defined and note implemented, this class is abstract and cannot be instantiated.

The class also implements the subject of the observer design pattern.

design pattern

To customize the processing of progress information in SGPP the observer pattern is used. The classes that want to be informed about events should implement LearnerEvenController and subscribe by the instance of Learner subclass with attachEventController(). After some event of LearnerEvents arise, the Learner subclass object calls method handleLearningEvent() by all subscribers. As subscribers get a reference to the Learner object, they can retrieve the attributes of the learner and process the information.

Roles

• Subject: Learner
• Concrete subject: e.g. Classifier or Regressor
• Observer: LernerEventController
• Concrete Observer: e.g. InfoToScreen

Observer can also want to retrieve the process information from LinearSolver. See documentation ofLinearSolver for more information.

Constructor & Destructor Documentation

__init__()

python.learner.Learner.Learner.__init__

(

self

)

Constructor.

References python.learner.Learner.Learner.eventControllers, python.learner.solver.LinearSolver.LinearSolver.eventControllers, python.uq.learner.Learner.Learner.eventControllers, python.learner.Learner.Learner.iteration, python.uq.learner.Learner.Learner.iteration, python.uq.learner.Regressor.Regressor.iteration, python.uq.learner.SimulationLearner.SimulationLearner.iteration, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.learner.Learner.Learner.numberPoints, python.uq.learner.Learner.Learner.numberPoints, python.uq.learner.SimulationLearner.SimulationLearner.numberPoints, python.uq.manager.ASGCStatistics.ASGCStatistics.numberPoints, python.learner.Classifier.Classifier.testAccuracy, python.learner.Learner.Learner.testAccuracy, python.learner.Regressor.Regressor.testAccuracy, python.uq.learner.Learner.Learner.testAccuracy, python.uq.learner.Regressor.Regressor.testAccuracy, python.uq.learner.SimulationLearner.SimulationLearner.testAccuracy, python.learner.Learner.Learner.testingOverall, python.uq.learner.Learner.Learner.testingOverall, python.uq.learner.SimulationLearner.SimulationLearner.testingOverall, python.learner.Classifier.Classifier.trainAccuracy, python.learner.Learner.Learner.trainAccuracy, python.learner.Regressor.Regressor.trainAccuracy, python.uq.learner.Learner.Learner.trainAccuracy, python.uq.learner.Regressor.Regressor.trainAccuracy, python.uq.learner.SimulationLearner.SimulationLearner.trainAccuracy, python.learner.Learner.Learner.trainingOverall, python.uq.learner.Learner.Learner.trainingOverall, python.uq.learner.SimulationLearner.SimulationLearner.trainingOverall, and python.learner.Learner.Learner.useVerbose.

Member Function Documentation

applyData()

python.learner.Learner.Learner.applyData	(		self,
			points
	)

Calculate the value of the function for given points.

Parameters

points

DataVector set of points

Returns

: DataVector values

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

attachEventController()

python.learner.Learner.Learner.attachEventController	(		self,
			observer
	)

Add observer to the list.

Parameters

observer

LearnerEventController object

References python.learner.Learner.Learner.eventControllers, python.learner.solver.LinearSolver.LinearSolver.eventControllers, and python.uq.learner.Learner.Learner.eventControllers.

createMemento()

python.learner.Learner.Learner.createMemento

(

self

)

Creates a new memento to hold the current state.

Returns

a new memento

References sgpp::base::GridDataBase.toString(), sgpp::base::HashGridIterator.toString(), sgpp::base::DataMatrix.toString(), sgpp::base::DataMatrixSP.toString(), sgpp::base::DataTensor.toString(), sgpp::base::DataVector.toString(), sgpp::base::DataVectorSP.toString(), sgpp::base::BoundingBox.toString(), sgpp::base::HashGridPoint.toString(), sgpp::base::HashGridStorage.toString(), sgpp::base::AdaptivityThresholdTypeParser.toString(), python.uq.analysis.KnowledgeTypes.KnowledgeTypes.toString(), sgpp::base::CoarseningFunctorTypeParser.toString(), sgpp::datadriven::DataSourceFileTypeParser.toString(), sgpp::datadriven::DataSourceShufflingTypeParser.toString(), sgpp::datadriven::DataTransformationTypeParser.toString(), sgpp::datadriven::DensityEstimationTypeParser.toString(), sgpp::datadriven::FitterTypeParser.toString(), sgpp::base::GridTypeParser.toString(), sgpp::datadriven::MatrixDecompositionTypeParser.toString(), sgpp::base::RefinementFunctorTypeParser.toString(), sgpp::datadriven::RegularizationTypeParser.toString(), sgpp::datadriven::ScorerMetricTypeParser.toString(), python.controller.InfoToFile.InfoToFile.toString(), python.controller.LearnerEventController.LearnerEventController.toString(), python.controller.SolverEventController.SolverEventController.toString(), python.data.DataContainer.DataContainer.toString(), python.data.DataSpecification.DataSpecification.toString(), python.learner.Learner.Learner.toString(), python.learner.solver.CGSolver.CGSolver.toString(), python.learner.TrainingSpecification.TrainingSpecification.toString(), python.learner.TrainingStopPolicy.TrainingStopPolicy.toString(), python.uq.learner.Learner.Learner.toString(), python.uq.refinement.AdmissibleSet.AdmissibleSparseGridNodeSet.toString(), python.uq.sampler.asgc.ASGCSamplerStopPolicy.ASGCSamplerStopPolicy.toString(), python.learner.formatter.GridFormatter.GridFormatter.toString(), python.learner.formatter.LearnedKnowledgeFormatter.LearnedKnowledgeFormatter.toString(), python.learner.formatter.LearnerFormatter.LearnerFormatter.toString(), python.uq.analysis.asgc.ASGCKnowledgeFormatter.ASGCKnowledgeFormatter.toString(), python.uq.sampler.asgc.ASGCSamplerFormatter.ASGCSamplerFormatter.toString(), python.uq.uq_setting.UQSettingFormatter.UQSettingFormatter.toString(), sgpp::base::GeneralGridTypeParser.toString(), sgpp::solver::SLESolverTypeParser.toString(), sgpp::base::HashGridPoint.toString(), sgpp::base::HashGridStorage.toString(), sgpp::base::DataMatrix.toString(), sgpp::base::DataMatrixSP.toString(), sgpp::base::DataTensor.toString(), sgpp::base::DataVector.toString(), sgpp::base::DataVectorSP.toString(), sgpp::base::BoundingBox.toString(), and sgpp::datadriven::VisualizationTypesParser.toString().

Referenced by python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.writeToFile(), and python.uq.uq_setting.UQSetting.UQSetting.writeToFile().

detachEventController()

python.learner.Learner.Learner.detachEventController	(		self,
			observer
	)

Remove observer from the list.

Parameters

observer

LearnerEventController object

References python.learner.Learner.Learner.eventControllers, python.learner.solver.LinearSolver.LinearSolver.eventControllers, and python.uq.learner.Learner.Learner.eventControllers.

doLearningIteration()

python.learner.Learner.Learner.doLearningIteration	(		self,
			set
	)

Perform one learning step.

Parameters

set	DataContainer training data set

Returns

: DataVector alpha vector

References sgpp::base::InterpolantScalarFunction.alpha, sgpp::base::InterpolantScalarFunctionGradient.alpha, sgpp::base::InterpolantScalarFunctionHessian.alpha, sgpp::base::InterpolantVectorFunction.alpha, sgpp::base::InterpolantVectorFunctionGradient.alpha, sgpp::base::InterpolantVectorFunctionHessian.alpha, sgpp::base::SurplusCoarseningFunctor.alpha, sgpp::base::SurplusRefinementFunctor.alpha, sgpp::base::SurplusVolumeCoarseningFunctor.alpha, sgpp::base::SurplusVolumeRefinementFunctor.alpha, sgpp::base::DistributionBeta.alpha, sgpp::base::DistributionTruncGamma.alpha, python.learner.Classifier.Classifier.alpha, python.learner.Learner.Learner.alpha, python.learner.solver.CGSolver.CGSolver.alpha, python.uq.dists.Beta.Beta.alpha(), python.uq.dists.SGDEdist.SGDEdist.alpha, python.uq.learner.Interpolant.Interpolant.alpha, python.uq.learner.Learner.Learner.alpha, python.uq.learner.Regressor.Regressor.alpha, python.uq.operations.natafTransformation.NatafTransformation.alpha, sgpp::datadriven::LogDensitySystemMatrix.alpha, sgpp::datadriven::LearnerBase.alpha, sgpp::datadriven::LearnerSGD.alpha, sgpp::datadriven::LearnerSGDE.alpha, sgpp::datadriven::SparseGridDensityEstimator.alpha, sgpp::datadriven::RosenblattTransformation.alpha, sgpp::datadriven::ModelFittingBaseSingleGrid.alpha, sgpp::datadriven::clusteringmpi::PrunedGraphCreationWorker.alpha, sgpp::datadriven::clusteringmpi::DensityWorker.alpha, sgpp::datadriven::OperationMultiEvalCuda.alpha, sgpp::datadriven::PolynomialChaosExpansion.alpha, sgpp::optimization::ASInterpolantScalarFunction.alpha, sgpp::optimization::ASInterpolantScalarFunctionGradient.alpha, sgpp::optimization::optimizer::NelderMead.alpha, sgpp::optimization::optimizer::NLCG.alpha, sgpp::base::InterpolantScalarFunction.grid, sgpp::base::InterpolantScalarFunctionGradient.grid, sgpp::base::InterpolantScalarFunctionHessian.grid, sgpp::base::InterpolantVectorFunction.grid, sgpp::base::InterpolantVectorFunctionGradient.grid, sgpp::base::InterpolantVectorFunctionHessian.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::DehierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::DehierarchisationFundamentalSplineBoundary.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalSplineBoundary.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationHierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationFundamentalSplineBoundary.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::base::OperationMultipleEval.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationQuadratureMC.grid, sgpp::base::HierarchisationSLE.grid, sgpp::combigrid::OperationEvalCombinationGrid.grid, sgpp::combigrid::OperationEvalFullGrid.grid, sgpp::combigrid::OperationUPCombinationGrid.grid, sgpp::combigrid::OperationUPFullGrid.grid, python.controller.CheckpointController.CheckpointController.grid, python.learner.Learner.Learner.grid, python.tools.Matrix.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.uq.learner.Learner.Learner.grid, python.uq.learner.Regressor.Regressor.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::datadriven::SystemMatrixDensityRatioEstimation.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::datadriven::LearnerSGDE.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::DataMatrixDistributed.grid, sgpp::datadriven::DataVectorDistributed.grid, sgpp::optimization::ASInterpolantScalarFunction.grid, sgpp::optimization::ASInterpolantScalarFunctionGradient.grid, sgpp::optimization::SplineResponseSurface.grid, sgpp::optimization::SplineResponseSurfaceVector.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalNakSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtisBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationModNakBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationModWeaklyFundamentalNakSpline.grid, sgpp::optimization::OperationMultipleHierarchisationNakBspline.grid, sgpp::optimization::OperationMultipleHierarchisationNakBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationNakBsplineExtended.grid, sgpp::optimization::OperationMultipleHierarchisationNaturalBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWeaklyFundamentalNakSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWeaklyFundamentalSplineBoundary.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, python.learner.Learner.Learner.linearSystem, python.uq.learner.Regressor.Regressor.linearSystem, python.learner.Learner.Learner.solver, python.uq.learner.Learner.Learner.solver, sgpp::datadriven::ModelFittingBase.solver, python.learner.Learner.Learner.specification, python.uq.learner.Learner.Learner.specification, python.uq.learner.Regressor.Regressor.specification, python.uq.learner.SimulationLearner.SimulationLearner.specification, and python.learner.Learner.Learner.useVerbose.

Referenced by python.learner.Learner.Learner.learnData(), python.learner.Learner.Learner.learnDataWithTest(), and python.uq.learner.Interpolant.Interpolant.learnDataWithTest().

evalError()

python.learner.Learner.Learner.evalError	(		self,
			dataContainer,
			alpha
	)

Evaluate accuracy this method is not implemented!

Parameters

dataContainer	DataContainer data set
alpha	DataVector alpha-vector

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

fromJson()

python.learner.Learner.Learner.fromJson	(		self,
			jsonObject
	)

Restores the attributes of a subclass of Learner from the json object with attributes.

Parameters

jsonObject

A json object.

Returns

The restored subclass object of Learner.

References python.learner.Learner.Learner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.uq.learner.Regressor.Regressor.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.manager.ASGCUQManager.ASGCUQManager.dataContainer, python.learner.Learner.Learner.iteration, python.uq.learner.Learner.Learner.iteration, python.uq.learner.Regressor.Regressor.iteration, python.uq.learner.SimulationLearner.SimulationLearner.iteration, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.learner.Learner.Learner.numberPoints, python.uq.learner.Learner.Learner.numberPoints, python.uq.learner.SimulationLearner.SimulationLearner.numberPoints, python.uq.manager.ASGCStatistics.ASGCStatistics.numberPoints, python.learner.Learner.Learner.solver, python.uq.learner.Learner.Learner.solver, sgpp::datadriven::ModelFittingBase.solver, python.learner.Learner.Learner.specification, python.uq.learner.Learner.Learner.specification, python.uq.learner.Regressor.Regressor.specification, python.uq.learner.SimulationLearner.SimulationLearner.specification, python.learner.Learner.Learner.stopPolicy, python.uq.learner.Learner.Learner.stopPolicy, python.learner.Classifier.Classifier.testAccuracy, python.learner.Learner.Learner.testAccuracy, python.learner.Regressor.Regressor.testAccuracy, python.uq.learner.Learner.Learner.testAccuracy, python.uq.learner.Regressor.Regressor.testAccuracy, python.uq.learner.SimulationLearner.SimulationLearner.testAccuracy, python.learner.Classifier.Classifier.trainAccuracy, python.learner.Learner.Learner.trainAccuracy, python.learner.Regressor.Regressor.trainAccuracy, python.uq.learner.Learner.Learner.trainAccuracy, python.uq.learner.Regressor.Regressor.trainAccuracy, python.uq.learner.SimulationLearner.SimulationLearner.trainAccuracy, python.learner.Learner.Learner.trainingOverall, python.uq.learner.Learner.Learner.trainingOverall, and python.uq.learner.SimulationLearner.SimulationLearner.trainingOverall.

Referenced by python.learner.Learner.Learner.setMemento(), python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.setMemento(), python.uq.learner.Learner.Learner.setMemento(), python.uq.sampler.asgc.ASGCSampler.ASGCSampler.setMemento(), and python.uq.uq_setting.UQSetting.UQSetting.setMemento().

getCurrentIterationNumber()

python.learner.Learner.Learner.getCurrentIterationNumber

(

self

)

Returns the number of current iteration.

Returns

: integer iteration number

References python.learner.Learner.Learner.iteration, python.uq.learner.Learner.Learner.iteration, python.uq.learner.Regressor.Regressor.iteration, python.uq.learner.SimulationLearner.SimulationLearner.iteration, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, and sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration.

learnData()

python.learner.Learner.Learner.learnData

(

self

)

Simple data learning.

Returns

: DataVector of alpha

References sgpp::base::InterpolantScalarFunction.alpha, sgpp::base::InterpolantScalarFunctionGradient.alpha, sgpp::base::InterpolantScalarFunctionHessian.alpha, sgpp::base::InterpolantVectorFunction.alpha, sgpp::base::InterpolantVectorFunctionGradient.alpha, sgpp::base::InterpolantVectorFunctionHessian.alpha, sgpp::base::SurplusCoarseningFunctor.alpha, sgpp::base::SurplusRefinementFunctor.alpha, sgpp::base::SurplusVolumeCoarseningFunctor.alpha, sgpp::base::SurplusVolumeRefinementFunctor.alpha, sgpp::base::DistributionBeta.alpha, sgpp::base::DistributionTruncGamma.alpha, python.learner.Classifier.Classifier.alpha, python.learner.Learner.Learner.alpha, python.learner.solver.CGSolver.CGSolver.alpha, python.uq.dists.Beta.Beta.alpha(), python.uq.dists.SGDEdist.SGDEdist.alpha, python.uq.learner.Interpolant.Interpolant.alpha, python.uq.learner.Learner.Learner.alpha, python.uq.learner.Regressor.Regressor.alpha, python.uq.operations.natafTransformation.NatafTransformation.alpha, sgpp::datadriven::LogDensitySystemMatrix.alpha, sgpp::datadriven::LearnerBase.alpha, sgpp::datadriven::LearnerSGD.alpha, sgpp::datadriven::LearnerSGDE.alpha, sgpp::datadriven::SparseGridDensityEstimator.alpha, sgpp::datadriven::RosenblattTransformation.alpha, sgpp::datadriven::ModelFittingBaseSingleGrid.alpha, sgpp::datadriven::clusteringmpi::PrunedGraphCreationWorker.alpha, sgpp::datadriven::clusteringmpi::DensityWorker.alpha, sgpp::datadriven::OperationMultiEvalCuda.alpha, sgpp::datadriven::PolynomialChaosExpansion.alpha, sgpp::optimization::ASInterpolantScalarFunction.alpha, sgpp::optimization::ASInterpolantScalarFunctionGradient.alpha, sgpp::optimization::optimizer::NelderMead.alpha, sgpp::optimization::optimizer::NLCG.alpha, python.learner.Learner.Learner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.uq.learner.Regressor.Regressor.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.manager.ASGCUQManager.ASGCUQManager.dataContainer, python.uq.learner.Interpolant.Interpolant.doLearningIteration(), python.learner.Learner.Learner.doLearningIteration(), python.uq.learner.Learner.Learner.doLearningIteration(), python.uq.learner.Regressor.Regressor.doLearningIteration(), sgpp::base::InterpolantScalarFunction.grid, sgpp::base::InterpolantScalarFunctionGradient.grid, sgpp::base::InterpolantScalarFunctionHessian.grid, sgpp::base::InterpolantVectorFunction.grid, sgpp::base::InterpolantVectorFunctionGradient.grid, sgpp::base::InterpolantVectorFunctionHessian.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::DehierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::DehierarchisationFundamentalSplineBoundary.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalSplineBoundary.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationHierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationFundamentalSplineBoundary.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::base::OperationMultipleEval.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationQuadratureMC.grid, sgpp::base::HierarchisationSLE.grid, sgpp::combigrid::OperationEvalCombinationGrid.grid, sgpp::combigrid::OperationEvalFullGrid.grid, sgpp::combigrid::OperationUPCombinationGrid.grid, sgpp::combigrid::OperationUPFullGrid.grid, python.controller.CheckpointController.CheckpointController.grid, python.learner.Learner.Learner.grid, python.tools.Matrix.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.uq.learner.Learner.Learner.grid, python.uq.learner.Regressor.Regressor.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::datadriven::SystemMatrixDensityRatioEstimation.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::datadriven::LearnerSGDE.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::DataMatrixDistributed.grid, sgpp::datadriven::DataVectorDistributed.grid, sgpp::optimization::ASInterpolantScalarFunction.grid, sgpp::optimization::ASInterpolantScalarFunctionGradient.grid, sgpp::optimization::SplineResponseSurface.grid, sgpp::optimization::SplineResponseSurfaceVector.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalNakSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtisBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationModNakBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationModWeaklyFundamentalNakSpline.grid, sgpp::optimization::OperationMultipleHierarchisationNakBspline.grid, sgpp::optimization::OperationMultipleHierarchisationNakBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationNakBsplineExtended.grid, sgpp::optimization::OperationMultipleHierarchisationNaturalBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWeaklyFundamentalNakSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWeaklyFundamentalSplineBoundary.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, python.learner.Learner.Learner.iteration, python.uq.learner.Learner.Learner.iteration, python.uq.learner.Regressor.Regressor.iteration, python.uq.learner.SimulationLearner.SimulationLearner.iteration, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.learner.Learner.Learner.notifyEventControllers(), python.learner.solver.LinearSolver.LinearSolver.notifyEventControllers(), python.uq.learner.Learner.Learner.notifyEventControllers(), python.learner.Classifier.Classifier.refineGrid(), python.learner.Learner.Learner.refineGrid(), python.learner.Regressor.Regressor.refineGrid(), python.uq.learner.Learner.Learner.refineGrid(), python.uq.learner.Regressor.Regressor.refineGrid(), python.uq.learner.SimulationLearner.SimulationLearner.refineGrid(), python.uq.refinement.RefinementManager.RefinementManager.refineGrid(), python.uq.sampler.asgc.ASGCSampler.ASGCSampler.refineGrid(), python.learner.Learner.Learner.specification, python.uq.learner.Learner.Learner.specification, python.uq.learner.Regressor.Regressor.specification, python.uq.learner.SimulationLearner.SimulationLearner.specification, python.learner.Learner.Learner.stopPolicy, python.uq.learner.Learner.Learner.stopPolicy, python.learner.Classifier.Classifier.updateResults(), python.learner.Learner.Learner.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Learner.Learner.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), python.uq.learner.Interpolant.Interpolant.updateResults(), python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

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

learnDataWithFolding()

python.learner.Learner.Learner.learnDataWithFolding

(

self

)

Learn data with cross-fold validation.

Returns

: list of DataVector alpha in different folds

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

learnDataWithTest()

python.learner.Learner.Learner.learnDataWithTest	(		self,
			dataset = None
	)

Learn data from training data set and use validation data set to prevent overfitting.

Parameters

dataset

DataContainer object with data sets, default value None (initialized data set used)

Returns

: DataVector of alpha

References sgpp::base::InterpolantScalarFunction.alpha, sgpp::base::InterpolantScalarFunctionGradient.alpha, sgpp::base::InterpolantScalarFunctionHessian.alpha, sgpp::base::InterpolantVectorFunction.alpha, sgpp::base::InterpolantVectorFunctionGradient.alpha, sgpp::base::InterpolantVectorFunctionHessian.alpha, sgpp::base::SurplusCoarseningFunctor.alpha, sgpp::base::SurplusRefinementFunctor.alpha, sgpp::base::SurplusVolumeCoarseningFunctor.alpha, sgpp::base::SurplusVolumeRefinementFunctor.alpha, sgpp::base::DistributionBeta.alpha, sgpp::base::DistributionTruncGamma.alpha, python.learner.Classifier.Classifier.alpha, python.learner.Learner.Learner.alpha, python.learner.solver.CGSolver.CGSolver.alpha, python.uq.dists.Beta.Beta.alpha(), python.uq.dists.SGDEdist.SGDEdist.alpha, python.uq.learner.Interpolant.Interpolant.alpha, python.uq.learner.Learner.Learner.alpha, python.uq.learner.Regressor.Regressor.alpha, python.uq.operations.natafTransformation.NatafTransformation.alpha, sgpp::datadriven::LogDensitySystemMatrix.alpha, sgpp::datadriven::LearnerBase.alpha, sgpp::datadriven::LearnerSGD.alpha, sgpp::datadriven::LearnerSGDE.alpha, sgpp::datadriven::SparseGridDensityEstimator.alpha, sgpp::datadriven::RosenblattTransformation.alpha, sgpp::datadriven::ModelFittingBaseSingleGrid.alpha, sgpp::datadriven::clusteringmpi::PrunedGraphCreationWorker.alpha, sgpp::datadriven::clusteringmpi::DensityWorker.alpha, sgpp::datadriven::OperationMultiEvalCuda.alpha, sgpp::datadriven::PolynomialChaosExpansion.alpha, sgpp::optimization::ASInterpolantScalarFunction.alpha, sgpp::optimization::ASInterpolantScalarFunctionGradient.alpha, sgpp::optimization::optimizer::NelderMead.alpha, sgpp::optimization::optimizer::NLCG.alpha, python.learner.Learner.Learner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.uq.learner.Regressor.Regressor.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.manager.ASGCUQManager.ASGCUQManager.dataContainer, python.uq.learner.Interpolant.Interpolant.doLearningIteration(), python.learner.Learner.Learner.doLearningIteration(), python.uq.learner.Learner.Learner.doLearningIteration(), python.uq.learner.Regressor.Regressor.doLearningIteration(), sgpp::base::InterpolantScalarFunction.grid, sgpp::base::InterpolantScalarFunctionGradient.grid, sgpp::base::InterpolantScalarFunctionHessian.grid, sgpp::base::InterpolantVectorFunction.grid, sgpp::base::InterpolantVectorFunctionGradient.grid, sgpp::base::InterpolantVectorFunctionHessian.grid, sgpp::base::ForwardSelectorRefinementIndicator.grid, sgpp::base::ImpurityRefinementIndicator.grid, sgpp::base::DehierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::DehierarchisationFundamentalSpline.grid, sgpp::base::DehierarchisationFundamentalSplineBoundary.grid, sgpp::base::DehierarchisationModFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::HierarchisationFundamentalSpline.grid, sgpp::base::HierarchisationFundamentalSplineBoundary.grid, sgpp::base::HierarchisationModFundamentalSpline.grid, sgpp::base::OperationArbitraryBoundaryHierarchisation.grid, sgpp::base::OperationFirstMomentBspline.grid, sgpp::base::OperationFirstMomentBsplineBoundary.grid, sgpp::base::OperationFirstMomentBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModBspline.grid, sgpp::base::OperationFirstMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationFirstMomentModPoly.grid, sgpp::base::OperationFirstMomentModPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPoly.grid, sgpp::base::OperationFirstMomentPolyBoundary.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtis.grid, sgpp::base::OperationFirstMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationHierarchisationFundamentalNakSplineBoundary.grid, sgpp::base::OperationHierarchisationFundamentalSpline.grid, sgpp::base::OperationHierarchisationFundamentalSplineBoundary.grid, sgpp::base::OperationHierarchisationModFundamentalSpline.grid, sgpp::base::OperationMultipleEval.grid, sgpp::base::OperationSecondMomentBspline.grid, sgpp::base::OperationSecondMomentBsplineBoundary.grid, sgpp::base::OperationSecondMomentBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModBspline.grid, sgpp::base::OperationSecondMomentModBsplineClenshawCurtis.grid, sgpp::base::OperationSecondMomentModPoly.grid, sgpp::base::OperationSecondMomentModPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPoly.grid, sgpp::base::OperationSecondMomentPolyBoundary.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtis.grid, sgpp::base::OperationSecondMomentPolyClenshawCurtisBoundary.grid, sgpp::base::OperationQuadratureMC.grid, sgpp::base::HierarchisationSLE.grid, sgpp::combigrid::OperationEvalCombinationGrid.grid, sgpp::combigrid::OperationEvalFullGrid.grid, sgpp::combigrid::OperationUPCombinationGrid.grid, sgpp::combigrid::OperationUPFullGrid.grid, python.controller.CheckpointController.CheckpointController.grid, python.learner.Learner.Learner.grid, python.tools.Matrix.grid, python.uq.dists.SGDEdist.SGDEdist.grid, python.uq.learner.Learner.Learner.grid, python.uq.learner.Regressor.Regressor.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.grid, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.grid, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.grid, python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.grid, python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.grid, sgpp::datadriven::AlgorithmAdaBoostBase.grid, sgpp::datadriven::DMSystemMatrix.grid, sgpp::datadriven::LogDensitySystemMatrix.grid, sgpp::datadriven::PiecewiseConstantSmoothedRegressionSystemMatrix.grid, sgpp::datadriven::SystemMatrixDensityRatioEstimation.grid, sgpp::datadriven::SystemMatrixLeastSquaresIdentity.grid, sgpp::datadriven::LearnerBase.grid, sgpp::datadriven::LearnerSGD.grid, sgpp::datadriven::LearnerSGDE.grid, sgpp::datadriven::LearnerSVM.grid, sgpp::datadriven::RegressionLearner.grid, sgpp::datadriven::SparseGridDensityEstimator.grid, sgpp::datadriven::RosenblattTransformation.grid, sgpp::datadriven::ModelFittingBaseSingleGrid.grid, sgpp::datadriven::MultipleEvalHPX::LocalityMultiplier.grid, sgpp::datadriven::OperationCovariance.grid, sgpp::datadriven::OperationDensityConditional.grid, sgpp::datadriven::OperationDensityMarginalize.grid, sgpp::datadriven::OperationDensityMargTo1D.grid, sgpp::datadriven::OperationDensityRejectionSamplingLinear.grid, sgpp::datadriven::OperationDensitySampling1DLinear.grid, sgpp::datadriven::OperationDensitySamplingLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationLinear.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPoly.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationInverseRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DLinear.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBspline.grid, sgpp::datadriven::OperationRosenblattTransformation1DModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPoly.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformation1DPolyClenshawCurtisBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBspline.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationLinear.grid, sgpp::datadriven::OperationRosenblattTransformationModBspline.grid, sgpp::datadriven::OperationRosenblattTransformationModBsplineClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationModPoly.grid, sgpp::datadriven::OperationRosenblattTransformationModPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPoly.grid, sgpp::datadriven::OperationRosenblattTransformationPolyBoundary.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtis.grid, sgpp::datadriven::OperationRosenblattTransformationPolyClenshawCurtisBoundary.grid, sgpp::datadriven::DataMatrixDistributed.grid, sgpp::datadriven::DataVectorDistributed.grid, sgpp::optimization::ASInterpolantScalarFunction.grid, sgpp::optimization::ASInterpolantScalarFunctionGradient.grid, sgpp::optimization::SplineResponseSurface.grid, sgpp::optimization::SplineResponseSurfaceVector.grid, sgpp::optimization::IterativeGridGenerator.grid, sgpp::optimization::OperationMultipleHierarchisationBspline.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalNakSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationFundamentalSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinear.grid, sgpp::optimization::OperationMultipleHierarchisationLinearBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationLinearClenshawCurtisBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationModBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModBsplineClenshawCurtis.grid, sgpp::optimization::OperationMultipleHierarchisationModFundamentalSpline.grid, sgpp::optimization::OperationMultipleHierarchisationModLinear.grid, sgpp::optimization::OperationMultipleHierarchisationModNakBspline.grid, sgpp::optimization::OperationMultipleHierarchisationModWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationModWeaklyFundamentalNakSpline.grid, sgpp::optimization::OperationMultipleHierarchisationNakBspline.grid, sgpp::optimization::OperationMultipleHierarchisationNakBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationNakBsplineExtended.grid, sgpp::optimization::OperationMultipleHierarchisationNaturalBsplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWavelet.grid, sgpp::optimization::OperationMultipleHierarchisationWaveletBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWeaklyFundamentalNakSplineBoundary.grid, sgpp::optimization::OperationMultipleHierarchisationWeaklyFundamentalSplineBoundary.grid, sgpp::pde::OperationLaplaceBspline.grid, sgpp::pde::OperationLaplaceBsplineBoundary.grid, sgpp::pde::OperationLaplaceBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModBspline.grid, sgpp::pde::OperationLaplaceModBsplineClenshawCurtis.grid, sgpp::pde::OperationLaplaceModPoly.grid, sgpp::pde::OperationLaplaceModPolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePoly.grid, sgpp::pde::OperationLaplacePolyBoundary.grid, sgpp::pde::OperationLaplacePolyClenshawCurtis.grid, sgpp::pde::OperationLaplacePolyClenshawCurtisBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBspline.grid, sgpp::pde::OperationMatrixLTwoDotBsplineBoundary.grid, sgpp::pde::OperationMatrixLTwoDotBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModBspline.grid, sgpp::pde::OperationMatrixLTwoDotModBsplineClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotModLinear.grid, sgpp::pde::OperationMatrixLTwoDotModPoly.grid, sgpp::pde::OperationMatrixLTwoDotModPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPoly.grid, sgpp::pde::OperationMatrixLTwoDotPolyBoundary.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtis.grid, sgpp::pde::OperationMatrixLTwoDotPolyClenshawCurtisBoundary.grid, sgpp::quadrature::OperationQuadratureMCAdvanced.grid, python.learner.Learner.Learner.iteration, python.uq.learner.Learner.Learner.iteration, python.uq.learner.Regressor.Regressor.iteration, python.uq.learner.SimulationLearner.SimulationLearner.iteration, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.learner.Learner.Learner.notifyEventControllers(), python.learner.solver.LinearSolver.LinearSolver.notifyEventControllers(), python.uq.learner.Learner.Learner.notifyEventControllers(), python.learner.Classifier.Classifier.refineGrid(), python.learner.Learner.Learner.refineGrid(), python.learner.Regressor.Regressor.refineGrid(), python.uq.learner.Learner.Learner.refineGrid(), python.uq.learner.Regressor.Regressor.refineGrid(), python.uq.learner.SimulationLearner.SimulationLearner.refineGrid(), python.uq.refinement.RefinementManager.RefinementManager.refineGrid(), python.uq.sampler.asgc.ASGCSampler.ASGCSampler.refineGrid(), python.learner.Learner.Learner.specification, python.uq.learner.Learner.Learner.specification, python.uq.learner.Regressor.Regressor.specification, python.uq.learner.SimulationLearner.SimulationLearner.specification, python.learner.Learner.Learner.stopPolicy, python.uq.learner.Learner.Learner.stopPolicy, python.learner.Classifier.Classifier.updateResults(), python.learner.Learner.Learner.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Learner.Learner.updateResults(), python.uq.learner.Regressor.Regressor.updateResults(), python.uq.learner.Interpolant.Interpolant.updateResults(), python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

Referenced by python.uq.manager.ASGCUQManager.ASGCUQManager.learnData(), python.learner.Learner.Learner.learnDataWithFolding(), and python.uq.learner.Regressor.Regressor.learnDataWithFolding().

notifyEventControllers()

python.learner.Learner.Learner.notifyEventControllers	(		self,
			event
	)

Notify all observers about the new event.

Parameters

event

LearnerEvents event

References python.learner.Learner.Learner.eventControllers, python.learner.solver.LinearSolver.LinearSolver.eventControllers, and python.uq.learner.Learner.Learner.eventControllers.

Referenced by python.learner.Learner.Learner.applyData(), python.learner.Learner.Learner.learnData(), python.uq.learner.Regressor.Regressor.learnData(), python.uq.learner.Interpolant.Interpolant.learnData(), python.learner.Learner.Learner.learnDataWithFolding(), python.uq.learner.Regressor.Regressor.learnDataWithFolding(), python.learner.Learner.Learner.learnDataWithTest(), python.uq.learner.Regressor.Regressor.learnDataWithTest(), python.uq.learner.Interpolant.Interpolant.learnDataWithTest(), python.learner.Classifier.Classifier.refineGrid(), python.learner.Regressor.Regressor.refineGrid(), and python.uq.learner.Regressor.Regressor.refineGrid().

refineGrid()

python.learner.Learner.Learner.refineGrid

(

self

)

Refines Grid the function is not implemented here.

Referenced by python.learner.Learner.Learner.learnData(), and python.learner.Learner.Learner.learnDataWithTest().

setCurrentIterationNumber()

python.learner.Learner.Learner.setCurrentIterationNumber	(		self,
			value
	)

Sets the number of current iteration.

Parameters

value

integer new iteration number

References python.learner.Learner.Learner.iteration, python.uq.learner.Learner.Learner.iteration, python.uq.learner.Regressor.Regressor.iteration, python.uq.learner.SimulationLearner.SimulationLearner.iteration, python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, and sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration.

setDataContainer()

python.learner.Learner.Learner.setDataContainer	(		self,
			container
	)

Setter for data container.

Parameters

container

the data container object

Returns

: leaner itself

References python.learner.Learner.Learner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.uq.learner.Regressor.Regressor.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, and python.uq.manager.ASGCUQManager.ASGCUQManager.dataContainer.

setFoldingPolicy()

python.learner.Learner.Learner.setFoldingPolicy	(		self,
			policy
	)

Setter for folding policy.

Parameters

policy

the folding policy object

Returns

: leaner itself

References python.learner.Learner.Learner.foldingPolicy, and python.uq.learner.Learner.Learner.foldingPolicy.

setGrid()

python.learner.Learner.Learner.setGrid	(		self,
			grid
	)

Setter for grid.

Parameters

grid	the grid obejct

Returns

: leaner itself

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

Referenced by python.controller.CheckpointController.CheckpointController.setLearner().

setLearnedKnowledge()

python.learner.Learner.Learner.setLearnedKnowledge	(		self,
			knowledge
	)

Setter for learned knowledge.

Parameters

knowledge

the learned knowledge object

Returns

: leaner itself

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

Referenced by python.controller.CheckpointController.CheckpointController.setLearner().

setMemento()

python.learner.Learner.Learner.setMemento	(		self,
			memento
	)

Restores the state which is saved in the given memento.

Parameters

memento

the memento object

References python.data.DataContainer.DataContainer.fromJson(), python.learner.solver.CGSolver.CGSolver.fromJson(), python.learner.TrainingSpecification.TrainingSpecification.fromJson(), python.learner.TrainingStopPolicy.TrainingStopPolicy.fromJson(), python.uq.analysis.asgc.ASGCKnowledge.ASGCKnowledge.fromJson(), python.uq.dists.Beta.Beta.fromJson(), python.uq.dists.Corr.Corr.fromJson(), python.uq.dists.CorrBeta.CorrBeta.fromJson(), python.uq.dists.DataDist.DataDist.fromJson(), python.uq.dists.Dist.Dist.fromJson(), python.uq.dists.J.J.fromJson(), python.uq.dists.KDEDist.KDEDist.fromJson(), python.uq.dists.Lognormal.Lognormal.fromJson(), python.uq.dists.MultivariateNormal.MultivariateNormal.fromJson(), python.uq.dists.NatafDist.NatafDist.fromJson(), python.uq.dists.Normal.Normal.fromJson(), python.uq.dists.SGDEdist.SGDEdist.fromJson(), python.uq.dists.TLognormal.TLognormal.fromJson(), python.uq.dists.TNormal.TNormal.fromJson(), python.uq.dists.Uniform.Uniform.fromJson(), python.uq.estimators.SparseGridEstimationStrategy.SparseGridEstimationStrategy.fromJson(), python.uq.parameters.Parameter.Parameter.fromJson(), python.uq.parameters.ParameterSet.ParameterSet.fromJson(), python.uq.sampler.asgc.ASGCSampler.ASGCSampler.fromJson(), python.uq.sampler.asgc.ASGCSamplerStopPolicy.ASGCSamplerStopPolicy.fromJson(), python.uq.sampler.Sample.Sample.fromJson(), python.uq.transformation.JointTransformation.JointTransformation.fromJson(), python.uq.transformation.LinearTransformation.LinearTransformation.fromJson(), python.uq.transformation.RosenblattTransformation.RosenblattTransformation.fromJson(), python.uq.transformation.Transformation.Transformation.fromJson(), python.uq.uq_setting.UQSetting.UQSetting.fromJson(), python.learner.Learner.Learner.fromJson(), and python.uq.learner.Learner.Learner.fromJson().

setSolver()

python.learner.Learner.Learner.setSolver	(		self,
			solver
	)

Setter for linear solver.

Parameters

solver

the linear solver object

Returns

: leaner itself

References python.learner.Learner.Learner.solver, python.uq.learner.Learner.Learner.solver, and sgpp::datadriven::ModelFittingBase.solver.

setSpecification()

python.learner.Learner.Learner.setSpecification	(		self,
			specification
	)

Setter for training specification.

Parameters

specification

the training specification object

Returns

: leaner itself

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

setStopPolicy()

python.learner.Learner.Learner.setStopPolicy	(		self,
			policy
	)

Setter for training stop policy.

Parameters

policy

the training stop policy object

Returns

: leaner itself

References python.learner.Learner.Learner.stopPolicy, and python.uq.learner.Learner.Learner.stopPolicy.

setVerbosity()

python.learner.Learner.Learner.setVerbosity	(		self,
			verb
	)

Sets the verbosity level in the solver (default: False)

Parameters

verb	bool if verbose

References python.learner.Learner.Learner.useVerbose.

toString()

python.learner.Learner.Learner.toString

(

self

)

Returns a string that represents the object.

Returns

A string that represents the object.

References python.learner.Learner.Learner.__listOfFloatsToString(), python.uq.learner.Learner.Learner.__listOfFloatsToString(), python.learner.Learner.Learner.__SERIALIZABLE_ATTRIBUTES, and python.uq.learner.Learner.Learner.__SERIALIZABLE_ATTRIBUTES.

Referenced by python.controller.LearnerEventController.LearnerEventController.__repr__(), python.controller.SolverEventController.SolverEventController.__repr__(), python.learner.Learner.Learner.createMemento(), python.uq.learner.Learner.Learner.createMemento(), and python.learner.formatter.GridFormatter.GridFormatter.serialize().

updateResults()

python.learner.Learner.Learner.updateResults	(		self,
			alpha,
			trainSubset,
			testSubset = None
	)

Update different statistics about training progress this method is not implemented!

Parameters

alpha	DataVector alpha-vector
trainSubset	DataContainer with training data
testSubset	DataContainer with validation data, default value: None

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

Member Data Documentation

alpha

python.learner.Learner.Learner.alpha = None

static

DataVector with current alpha vector.

Referenced by python.learner.Learner.Learner.doLearningIteration(), python.learner.Learner.Learner.learnData(), python.learner.Learner.Learner.learnDataWithTest(), python.uq.learner.Interpolant.Interpolant.learnDataWithTest(), python.uq.dists.SGDEdist.SGDEdist.pdf(), and python.uq.dists.SGDEdist.SGDEdist.toJson().

dataContainer

python.learner.Learner.Learner.dataContainer = None

static

DataContainer object with training (and maybe test) data.

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

eventControllers

python.learner.Learner.Learner.eventControllers = None

static

list of object listening to the learning events

Referenced by python.learner.Learner.Learner.__init__(), python.learner.solver.LinearSolver.LinearSolver.__init__(), python.uq.learner.Learner.Learner.__init__(), python.learner.Learner.Learner.attachEventController(), python.learner.solver.LinearSolver.LinearSolver.attachEventController(), python.uq.learner.Learner.Learner.attachEventController(), python.uq.learner.Learner.Learner.copy(), python.learner.Learner.Learner.detachEventController(), python.learner.solver.LinearSolver.LinearSolver.detachEventController(), python.uq.learner.Learner.Learner.detachEventController(), python.learner.Learner.Learner.notifyEventControllers(), python.learner.solver.LinearSolver.LinearSolver.notifyEventControllers(), and python.uq.learner.Learner.Learner.notifyEventControllers().

foldingPolicy

python.learner.Learner.Learner.foldingPolicy = None

static

Implementation of folding policy if training with folding is used.

Referenced by python.uq.learner.Learner.Learner.copy(), python.learner.Learner.Learner.learnDataWithFolding(), python.uq.learner.Regressor.Regressor.learnDataWithFolding(), python.learner.Learner.Learner.setFoldingPolicy(), python.uq.learner.Learner.Learner.setFoldingPolicy(), and python.uq.learner.Learner.Learner.updateFoldingPolicy().

grid

python.learner.Learner.Learner.grid = None

static

Grid of the Learner.

Referenced by python.uq.dists.SGDEdist.SGDEdist.__str__(), python.learner.Learner.Learner.applyData(), python.tools.Matrix.ApplyMatrix(), python.uq.dists.SGDEdist.SGDEdist.cdf(), python.uq.learner.Interpolant.Interpolant.doLearningIteration(), python.learner.Learner.Learner.doLearningIteration(), python.learner.Classifier.Classifier.evalError(), python.uq.learner.Interpolant.Interpolant.evalError(), python.tools.Matrix.generateb(), python.controller.CheckpointController.CheckpointController.generateFoldValidationJob(), python.uq.learner.SimulationLearner.SimulationLearner.getCollocationNodes(), python.uq.learner.SimulationLearner.SimulationLearner.getGrid(), python.uq.learner.SimulationLearner.SimulationLearner.getLearner(), python.learner.Learner.Learner.learnData(), python.learner.Learner.Learner.learnDataWithFolding(), python.uq.learner.Regressor.Regressor.learnDataWithFolding(), python.learner.Learner.Learner.learnDataWithTest(), python.uq.learner.Regressor.Regressor.learnDataWithTest(), python.controller.CheckpointController.CheckpointController.loadAll(), python.uq.operations.forcePositivity.operationMakePositive.OperationMakePositive.makePositive(), python.uq.operations.forcePositivity.operationMakePositiveFast.OperationMakePositiveFast.makePositive(), python.uq.dists.SGDEdist.SGDEdist.mean(), python.uq.dists.SGDEdist.SGDEdist.pdf(), python.uq.dists.SGDEdist.SGDEdist.ppf(), python.learner.Classifier.Classifier.refineGrid(), python.learner.Regressor.Regressor.refineGrid(), python.uq.learner.Regressor.Regressor.refineGrid(), python.uq.learner.SimulationLearner.SimulationLearner.refineGrid(), python.controller.CheckpointController.CheckpointController.saveGrid(), python.controller.CheckpointController.CheckpointController.setGrid(), python.learner.Learner.Learner.setGrid(), python.uq.learner.Learner.Learner.setGrid(), python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGrid.split(), python.uq.dists.SGDEdist.SGDEdist.toJson(), and python.uq.dists.SGDEdist.SGDEdist.var().

iteration

python.learner.Learner.Learner.iteration = None

static

Number of current iterations.

Referenced by python.learner.Learner.Learner.__init__(), python.uq.learner.Learner.Learner.__init__(), python.learner.Learner.Learner.fromJson(), python.uq.learner.Learner.Learner.fromJson(), python.learner.Learner.Learner.getCurrentIterationNumber(), python.uq.learner.Learner.Learner.getCurrentIterationNumber(), python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.hasMoreCandidates(), python.learner.Learner.Learner.learnData(), python.learner.Learner.Learner.learnDataWithTest(), python.uq.learner.Interpolant.Interpolant.learnDataWithTest(), python.uq.learner.SimulationLearner.SimulationLearner.refineGrid(), python.learner.Learner.Learner.setCurrentIterationNumber(), and python.uq.learner.Learner.Learner.setCurrentIterationNumber().

knowledge

python.learner.Learner.Learner.knowledge = None

static

LearnedKnowledge where alpha is stored.

Referenced by python.learner.Learner.Learner.applyData(), python.uq.learner.Learner.Learner.copy(), python.controller.CheckpointController.CheckpointController.generateFoldValidationJob(), 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.controller.CheckpointController.CheckpointController.loadAll(), python.uq.manager.ASGCUQManager.ASGCUQManager.recomputeStats(), python.uq.manager.ASGCUQManager.ASGCUQManager.runNextSamples(), python.controller.CheckpointController.CheckpointController.saveLearnedKnowledge(), python.controller.CheckpointController.CheckpointController.setLearnedKnowledge(), python.learner.Learner.Learner.setLearnedKnowledge(), python.uq.learner.Learner.Learner.setLearnedKnowledge(), python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

linearSystem

python.learner.Learner.Learner.linearSystem = None

static

DMSystemMatrix object associated with this Learner.

Referenced by python.learner.Learner.Learner.doLearningIteration().

numberPoints

python.learner.Learner.Learner.numberPoints = None

static

List of numbers of point on grid for different refinement iterations.

Referenced by python.learner.Learner.Learner.__init__(), python.uq.learner.Learner.Learner.__init__(), python.learner.Learner.Learner.fromJson(), python.uq.learner.Learner.Learner.fromJson(), and python.uq.manager.ASGCStatistics.ASGCStatistics.updateResults().

solver

python.learner.Learner.Learner.solver = None

static

LinearSolver object associated with this Learner.

Referenced by python.uq.learner.Learner.Learner.copy(), python.learner.Learner.Learner.doLearningIteration(), python.learner.Learner.Learner.fromJson(), python.uq.learner.Learner.Learner.fromJson(), python.learner.Learner.Learner.setSolver(), and python.uq.learner.Learner.Learner.setSolver().

specification

python.learner.Learner.Learner.specification = None

static

TrainingSpecification object associated with this Learner.

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

stopPolicy

python.learner.Learner.Learner.stopPolicy = None

static

TrainingStopPolicy object associated with this Learner.

Referenced by python.uq.learner.Learner.Learner.copy(), python.learner.Learner.Learner.fromJson(), python.uq.learner.Learner.Learner.fromJson(), python.learner.Learner.Learner.learnData(), python.learner.Learner.Learner.learnDataWithTest(), python.learner.Learner.Learner.setStopPolicy(), and python.uq.learner.Learner.Learner.setStopPolicy().

testAccuracy

python.learner.Learner.Learner.testAccuracy = None

static

list of test accuracy values measured in refinement iteration

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

testingOverall

python.learner.Learner.Learner.testingOverall = None

static

List of average training accuracy data over all refinement iterations.

Referenced by python.learner.Learner.Learner.__init__(), python.uq.learner.Learner.Learner.__init__(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

trainAccuracy

python.learner.Learner.Learner.trainAccuracy = None

static

list of train accuracy values measured in refinement iteration

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

trainingOverall

python.learner.Learner.Learner.trainingOverall = None

static

List of average training accuracy data over all refinement iterations.

Referenced by python.learner.Learner.Learner.__init__(), python.uq.learner.Learner.Learner.__init__(), python.learner.Learner.Learner.fromJson(), python.uq.learner.Learner.Learner.fromJson(), and python.uq.learner.SimulationLearner.SimulationLearner.updateResults().

useVerbose

python.learner.Learner.Learner.useVerbose = None

static

Verbosity level in the solver iterations.

Referenced by python.learner.Learner.Learner.__init__(), python.learner.Learner.Learner.doLearningIteration(), and python.learner.Learner.Learner.setVerbosity().

---

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

• datadriven/python/learner/Learner.py