SG++-Doxygen-Documentation
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Public Member Functions | |
def | __init__ (self, trainData, kde=None, kernelType=KernelType_GAUSSIAN, bandwidhts=None, bandwidthOptimizationType=BandwidthOptimizationType_SILVERMANSRULE, bounds=None) |
def | __str__ (self) |
def | cdf (self, x, shuffle=False) |
def | cov (self) |
def | fromJson (cls, jsonObject) |
def | getBandwidths (self) |
def | marginalize (self, idim) |
def | marginalizeToDimX (self, idim) |
def | mean (self, n=1e4) |
def | pdf (self, x) |
def | ppf (self, x, shuffle=False) |
def | rvs (self, n=1, shuffle=False) |
def | toJson (self) |
def | var (self) |
Public Attributes | |
dist | |
KDE using SG++ implementation
def python.uq.dists.KDEDist.KDEDist.__init__ | ( | self, | |
trainData, | |||
kde = None , |
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kernelType = KernelType_GAUSSIAN , |
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bandwidhts = None , |
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bandwidthOptimizationType = BandwidthOptimizationType_SILVERMANSRULE , |
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bounds = None |
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) |
References python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, sgpp::datadriven::LearnerSVM.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSGDE.trainData.
def python.uq.dists.KDEDist.KDEDist.__str__ | ( | self | ) |
References python.uq.dists.KDEDist.KDEDist.dist.
def python.uq.dists.KDEDist.KDEDist.cdf | ( | self, | |
x, | |||
shuffle = False |
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) |
References python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), sgpp::op_factory.createOperationRosenblattTransformationKDE(), and python.uq.dists.KDEDist.KDEDist.dist.
def python.uq.dists.KDEDist.KDEDist.cov | ( | self | ) |
References python.uq.dists.EstimatedDist.EstimatedDist.dim, python.uq.operations.natafTransformation.NatafTransformation.dim, sgpp::datadriven::PiecewiseConstantRegression::Node.dim, sgpp::datadriven::OperationMultiEvalHPX.dim, sgpp::datadriven::OperationMultiEvalMPI.dim, sgpp::pde::PDESolver.dim, python.uq.dists.LibAGFDist.LibAGFDist.dim, sgpp::datadriven::OperationMultipleEvalSubspaceSimple.dim, sgpp::datadriven::OperationMultipleEvalSubspaceCombined.dim, python.data.DataContainer.DataContainer.dim, sgpp::base::ImpurityRefinement_refinement_key.dim, sgpp::base::ForwardSelectorRefinement_refinement_key.dim, sgpp::base::PredictiveRefinement_refinement_key.dim, sgpp::datadriven::AlgorithmAdaBoostBase.dim, python.uq.dists.SGDEdist.SGDEdist.dim, sgpp::base::GridDataBase.dim(), and python.uq.dists.KDEDist.KDEDist.dist.
def python.uq.dists.KDEDist.KDEDist.fromJson | ( | cls, | |
jsonObject | |||
) |
Restores the Beta object from the json object with its attributes. Arguments: jsonObject -- json object Return the restored UQSetting object
Referenced by python.uq.sampler.asgc.ASGCSampler.ASGCSampler.setMemento(), python.uq.learner.Learner.Learner.setMemento(), and python.uq.uq_setting.UQSetting.UQSetting.setMemento().
def python.uq.dists.KDEDist.KDEDist.getBandwidths | ( | self | ) |
References python.uq.dists.KDEDist.KDEDist.dist, sgpp::datadriven::DensityEstimator.getDim(), sgpp::base::ImpurityRefinement_refinement_key.getDim(), python.uq.dists.TLognormal.TLognormal.getDim(), sgpp::base::ForwardSelectorRefinement_refinement_key.getDim(), sgpp::base::PredictiveRefinement_refinement_key.getDim(), sgpp::datadriven::ArffFileSampleProvider.getDim(), sgpp::datadriven::CSVFileSampleProvider.getDim(), python.uq.learner.SimulationLearnerSpecification.SimulationLearnerSpecification.getDim(), sgpp::datadriven::FileSampleDecorator.getDim(), python.uq.analysis.asgc.ASGCAnalysisSpecification.ASGCAnalysisSpecification.getDim(), sgpp::datadriven::SampleProvider.getDim(), python.uq.dists.Beta.Beta.getDim(), python.uq.dists.Uniform.Uniform.getDim(), python.uq.dists.Corr.Corr.getDim(), python.uq.dists.EstimatedDist.EstimatedDist.getDim(), python.uq.dists.MultivariateNormal.MultivariateNormal.getDim(), python.uq.dists.Dist.Dist.getDim(), python.uq.dists.Lognormal.Lognormal.getDim(), python.uq.dists.DataDist.DataDist.getDim(), python.uq.dists.TNormal.TNormal.getDim(), sgpp::datadriven::KernelDensityEstimator.getDim(), python.uq.dists.Normal.Normal.getDim(), python.uq.sampler.Sample.Samples.getDim(), python.uq.dists.J.J.getDim(), sgpp::datadriven::LearnerSGDE.getDim(), python.uq.dists.NatafDist.NatafDist.getDim(), sgpp::datadriven::SparseGridDensityEstimator.getDim(), python.uq.sampler.Sample.Sample.getDim(), python.uq.dists.LibAGFDist.LibAGFDist.getDim(), python.uq.manager.ASGCUQManager.ASGCUQManager.getDim(), python.uq.parameters.ParameterSet.ParameterSet.getDim(), python.data.DataContainer.DataContainer.getDim(), and python.uq.uq_setting.UQSetting.UQSetting.getDim().
Referenced by python.uq.dists.KDEDist.KDEDist.toJson().
def python.uq.dists.KDEDist.KDEDist.marginalize | ( | self, | |
idim | |||
) |
References python.uq.dists.KDEDist.KDEDist.dist, python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, sgpp::datadriven::LearnerSVM.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSGDE.trainData.
def python.uq.dists.KDEDist.KDEDist.marginalizeToDimX | ( | self, | |
idim | |||
) |
References python.uq.dists.KDEDist.KDEDist.dist, python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, sgpp::datadriven::LearnerSVM.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSGDE.trainData.
def python.uq.dists.KDEDist.KDEDist.mean | ( | self, | |
n = 1e4 |
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) |
def python.uq.dists.KDEDist.KDEDist.pdf | ( | self, | |
x | |||
) |
References python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), and python.uq.dists.KDEDist.KDEDist.dist.
def python.uq.dists.KDEDist.KDEDist.ppf | ( | self, | |
x, | |||
shuffle = False |
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) |
References python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), sgpp::op_factory.createOperationInverseRosenblattTransformationKDE(), and python.uq.dists.KDEDist.KDEDist.dist.
Referenced by python.uq.dists.EstimatedDist.EstimatedDist.rvs(), python.uq.dists.KDEDist.KDEDist.rvs(), python.uq.dists.NatafDist.NatafDist.rvs(), and python.uq.dists.SGDEdist.SGDEdist.rvs().
def python.uq.dists.KDEDist.KDEDist.rvs | ( | self, | |
n = 1 , |
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shuffle = False |
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) |
References python.uq.dists.EstimatedDist.EstimatedDist.dim, python.uq.operations.natafTransformation.NatafTransformation.dim, sgpp::datadriven::PiecewiseConstantRegression::Node.dim, sgpp::datadriven::OperationMultiEvalHPX.dim, sgpp::datadriven::OperationMultiEvalMPI.dim, sgpp::pde::PDESolver.dim, python.uq.dists.LibAGFDist.LibAGFDist.dim, sgpp::datadriven::OperationMultipleEvalSubspaceSimple.dim, sgpp::datadriven::OperationMultipleEvalSubspaceCombined.dim, python.data.DataContainer.DataContainer.dim, sgpp::base::ImpurityRefinement_refinement_key.dim, sgpp::base::ForwardSelectorRefinement_refinement_key.dim, sgpp::base::PredictiveRefinement_refinement_key.dim, sgpp::datadriven::AlgorithmAdaBoostBase.dim, python.uq.dists.SGDEdist.SGDEdist.dim, sgpp::base::GridDataBase.dim(), python.uq.dists.Dist.Dist.ppf(), python.uq.dists.Beta.Beta.ppf(), python.uq.dists.DataDist.DataDist.ppf(), python.uq.dists.J.J.ppf(), and python.uq.dists.KDEDist.KDEDist.ppf().
def python.uq.dists.KDEDist.KDEDist.toJson | ( | self | ) |
Returns a string that represents the object Arguments: Return A string that represents the object
References sgpp::combigrid::Ishigami.bounds, python.uq.dists.LibAGFDist.LibAGFDist.bounds, python.uq.dists.EstimatedDist.EstimatedDist.bounds, sgpp::combigrid::CombigridSurrogateModelConfiguration.bounds, sgpp::combigrid::SecondMomentNormStrategy.bounds, sgpp::combigrid::FirstMomentNormStrategy.bounds, sgpp::combigrid::Parabola.bounds, sgpp::combigrid::Parabola_uniform.bounds(), sgpp::combigrid::CO2.bounds, sgpp::combigrid::LTwoScalarProductHashMapNakBsplineBoundaryCombigrid.bounds, sgpp::combigrid::AtanBeta.bounds, sgpp::combigrid::Debugfct.bounds, sgpp::combigrid::Genz.bounds(), python.uq.dists.KDEDist.KDEDist.dist, python.uq.dists.KDEDist.KDEDist.getBandwidths(), python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, sgpp::datadriven::LearnerSVM.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSGDE.trainData.
Referenced by python.uq.sampler.asgc.ASGCSampler.ASGCSampler.__str__(), python.uq.uq_setting.UQSetting.UQSetting.__str__(), python.uq.sampler.asgc.ASGCSampler.ASGCSampler.createMemento(), and python.uq.uq_setting.UQSetting.UQSetting.createMemento().
def python.uq.dists.KDEDist.KDEDist.var | ( | self | ) |
python.uq.dists.KDEDist.KDEDist.dist |
Referenced by python.uq.dists.KDEDist.KDEDist.__str__(), python.uq.dists.KDEDist.KDEDist.cdf(), python.uq.dists.KDEDist.KDEDist.cov(), python.uq.dists.KDEDist.KDEDist.getBandwidths(), python.uq.dists.KDEDist.KDEDist.marginalize(), python.uq.dists.KDEDist.KDEDist.marginalizeToDimX(), python.uq.dists.KDEDist.KDEDist.mean(), python.uq.dists.KDEDist.KDEDist.pdf(), python.uq.dists.KDEDist.KDEDist.ppf(), python.uq.dists.MultivariateNormal.MultivariateNormal.rvs(), python.uq.dists.KDEDist.KDEDist.toJson(), and python.uq.dists.KDEDist.KDEDist.var().