SG++-Doxygen-Documentation
Public Member Functions | Public Attributes | List of all members
python.uq.learner.Interpolant.Interpolant Class Reference
Inheritance diagram for python.uq.learner.Interpolant.Interpolant:

Public Member Functions

def __init__ (self)
 
def doLearningIteration (self, points)
 
def evalError (self, data, alpha)
 
def getErrorPerSample (self, dtype="train")
 
def getL1NormError (self, dtype="train")
 
def getL2NormError (self, dtype="train")
 
def getMaxError (self, dtype="train")
 
def getMinError (self, dtype="train")
 
def getMSE (self, dtype="train")
 
def getSize (self, dtype="train")
 
def learnData (self, dataset=None, args, kws)
 
def learnDataWithTest (self, dataset=None, args, kws)
 
def updateResults (self, alpha, trainSubset, testSubset=None, dtype=KnowledgeTypes.SIMPLE)
 

Public Attributes

 alpha
 
 testErrors
 
 trainErrors
 

Constructor & Destructor Documentation

◆ __init__()

def python.uq.learner.Interpolant.Interpolant.__init__ (   self)

Member Function Documentation

◆ doLearningIteration()

def python.uq.learner.Interpolant.Interpolant.doLearningIteration (   self,
  points 
) 
Interpolates the given points with the current grid
@param points: interpolation points
@return: Return hierarchical surpluses

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

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

◆ evalError()

def python.uq.learner.Interpolant.Interpolant.evalError (   self,
  data,
  alpha 
) 
computes the discrete L2-error of the sparse grid interpolant
with respect to some MC samples at given time steps
@param data: DataContainer samples
@param alpha: numpy array hierarchical coefficients
@return: mean squared error

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

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

◆ getErrorPerSample()

def python.uq.learner.Interpolant.Interpolant.getErrorPerSample (   self,
  dtype = "train" 
)

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

◆ getL1NormError()

def python.uq.learner.Interpolant.Interpolant.getL1NormError (   self,
  dtype = "train" 
) 
calculate L2-norm of error
@return: last L2-norm of error

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

◆ getL2NormError()

def python.uq.learner.Interpolant.Interpolant.getL2NormError (   self,
  dtype = "train" 
) 
calculate L2-norm of error
@return: last L2-norm of error

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

◆ getMaxError()

def python.uq.learner.Interpolant.Interpolant.getMaxError (   self,
  dtype = "train" 
) 
calculate max error
@return: max error

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

◆ getMinError()

def python.uq.learner.Interpolant.Interpolant.getMinError (   self,
  dtype = "train" 
) 
calculate min error
@return: min error

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

◆ getMSE()

def python.uq.learner.Interpolant.Interpolant.getMSE (   self,
  dtype = "train" 
)

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

◆ getSize()

def python.uq.learner.Interpolant.Interpolant.getSize (   self,
  dtype = "train" 
)

References python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

Referenced by python.uq.uq_setting.UQSetting.UQSetting.convert(), python.uq.uq_setting.UQSetting.UQSetting.getTimeDependentResults(), python.uq.uq_setting.UQSetting.UQSetting.runSamples(), and python.uq.uq_setting.UQSetting.UQSetting.runSamples_withoutDistribution().

◆ learnData()

def python.uq.learner.Interpolant.Interpolant.learnData (   self,
  dataset = None,
  args,
  kws 
)

References python.uq.manager.ASGCUQManager.ASGCUQManager.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.learner.Learner.Learner.dataContainer, python.learner.solver.LinearSolver.LinearSolver.notifyEventControllers(), python.uq.learner.Learner.Learner.notifyEventControllers(), and python.learner.Learner.Learner.notifyEventControllers().

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

◆ learnDataWithTest()

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

References python.learner.solver.CGSolver.CGSolver.alpha, sgpp::base::SurplusRefinementFunctor.alpha, sgpp::base::SurplusCoarseningFunctor.alpha, sgpp::base::SurplusVolumeCoarseningFunctor.alpha, sgpp::base::SurplusVolumeRefinementFunctor.alpha, python.uq.dists.SGDEdist.SGDEdist.alpha, python.learner.Learner.Learner.alpha, python.uq.learner.Interpolant.Interpolant.alpha, python.uq.manager.ASGCUQManager.ASGCUQManager.dataContainer, python.uq.learner.SimulationLearner.SimulationLearner.dataContainer, python.uq.learner.Learner.Learner.dataContainer, python.learner.Learner.Learner.dataContainer, python.uq.learner.Interpolant.Interpolant.doLearningIteration(), python.learner.Learner.Learner.doLearningIteration(), python.uq.operations.forcePositivity.findCandidateSet.CandidateSet.iteration, python.uq.operations.forcePositivity.fullGridSearch.FullGridCandidates.iteration, python.uq.operations.forcePositivity.searchNextLevel.SearchLevelWiseForCandidates.iteration, python.uq.learner.Learner.Learner.iteration, python.learner.Learner.Learner.iteration, python.uq.operations.forcePositivity.findIntersectionsSubspaceBased.IntersectionSubspaceCandidates.iteration, sgpp::datadriven::OperationMakePositiveCandidateSetAlgorithm.iteration, python.uq.operations.forcePositivity.findIntersections.IntersectionCandidates.iteration, python.uq.operations.forcePositivity.localHierarchicalIntersectionSearch.LocalHierarchicalIntersectionCandidates.iteration, python.uq.operations.forcePositivity.localFullGridSearch.LocalFullGridCandidates.iteration, python.learner.solver.LinearSolver.LinearSolver.notifyEventControllers(), python.uq.learner.Learner.Learner.notifyEventControllers(), python.learner.Learner.Learner.notifyEventControllers(), python.learner.Classifier.Classifier.updateResults(), python.learner.Regressor.Regressor.updateResults(), python.uq.learner.Interpolant.Interpolant.updateResults(), and python.learner.Learner.Learner.updateResults().

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

◆ updateResults()

def python.uq.learner.Interpolant.Interpolant.updateResults (   self,
  alpha,
  trainSubset,
  testSubset = None,
  dtype = KnowledgeTypes.SIMPLE 
)

References python.learner.Classifier.Classifier.evalError(), python.learner.Regressor.Regressor.evalError(), python.uq.learner.Interpolant.Interpolant.evalError(), python.learner.Learner.Learner.evalError(), python.uq.learner.Interpolant.Interpolant.testErrors, and python.uq.learner.Interpolant.Interpolant.trainErrors.

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

Member Data Documentation

◆ alpha

python.uq.learner.Interpolant.Interpolant.alpha

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

◆ testErrors

python.uq.learner.Interpolant.Interpolant.testErrors

Referenced by python.uq.learner.Interpolant.Interpolant.getErrorPerSample(), python.uq.learner.Interpolant.Interpolant.getL1NormError(), python.uq.learner.Interpolant.Interpolant.getL2NormError(), python.uq.learner.Interpolant.Interpolant.getMaxError(), python.uq.learner.Interpolant.Interpolant.getMinError(), python.uq.learner.Interpolant.Interpolant.getMSE(), python.uq.learner.Interpolant.Interpolant.getSize(), and python.uq.learner.Interpolant.Interpolant.updateResults().

◆ trainErrors

python.uq.learner.Interpolant.Interpolant.trainErrors

Referenced by python.uq.learner.Interpolant.Interpolant.getErrorPerSample(), python.uq.learner.Interpolant.Interpolant.getL1NormError(), python.uq.learner.Interpolant.Interpolant.getL2NormError(), python.uq.learner.Interpolant.Interpolant.getMaxError(), python.uq.learner.Interpolant.Interpolant.getMinError(), python.uq.learner.Interpolant.Interpolant.getMSE(), python.uq.learner.Interpolant.Interpolant.getSize(), and python.uq.learner.Interpolant.Interpolant.updateResults().

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