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Public Member Functions | Public Attributes | List of all members
python.uq.dists.LibAGFDist.LibAGFDist Class Reference
Inheritance diagram for python.uq.dists.LibAGFDist.LibAGFDist:

Public Member Functions

 __init__ (self, trainData, samples=None, testData=None, bandwidths=None, transformation=None, surfaceFile=None)
 
 __str__ (self)
 
 byConfig (cls, config)
 
 byFiles (cls, trainDataFile, samplesFile=None, testFile=None, testOutFile=None, bandwidthFile=None, surfaceFile=None)
 
 cdf (self, x)
 
 computeDensity (self, config, pathsgpp='/home/franzefn/workspace/SGppUQ/lib/sgpp', cluster='/home/franzefn/Promotion/UQ/benjamin/clustc/cluster')
 
 getBounds (self)
 
 getDim (self)
 
 getDistributions (self)
 
 gnuplot (self, jpegFile, gnuplotConfig=None)
 
 mean (self, n=1e4)
 
 pdf (self, x)
 
 pdf_libagf (self, x)
 
 ppf (self, x)
 
 rvs (self, n=1)
 
 var (self)
 

Public Attributes

 bandwidths
 
 bounds
 
 dim
 
 samples
 
 surfaceFile
 
 testData
 
 trainData
 
 transformation
 

Detailed Description

The Gaussian KDE from the LibAGF library

Constructor & Destructor Documentation

◆ __init__()

python.uq.dists.LibAGFDist.LibAGFDist.__init__ (   self,
  trainData,
  samples = None,
  testData = None,
  bandwidths = None,
  transformation = None,
  surfaceFile = None 
)

References python.uq.dists.LibAGFDist.LibAGFDist.__init__().

Referenced by python.uq.dists.LibAGFDist.LibAGFDist.__init__().

Member Function Documentation

◆ __str__()

python.uq.dists.LibAGFDist.LibAGFDist.__str__ (   self)

◆ byConfig()

python.uq.dists.LibAGFDist.LibAGFDist.byConfig (   cls,
  config 
)

References python.uq.dists.SGDEdist.SGDEdist.byFiles(), python.uq.dists.LibAGFDist.LibAGFDist.byFiles(), and python.uq.dists.LibAGFDist.LibAGFDist.computeDensity().

◆ byFiles()

python.uq.dists.LibAGFDist.LibAGFDist.byFiles (   cls,
  trainDataFile,
  samplesFile = None,
  testFile = None,
  testOutFile = None,
  bandwidthFile = None,
  surfaceFile = None 
)

Referenced by python.uq.dists.LibAGFDist.LibAGFDist.byConfig().

◆ cdf()

python.uq.dists.LibAGFDist.LibAGFDist.cdf (   self,
  x 
)

References python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.KDEDist.KDEDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDE.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSVM.trainData.

◆ computeDensity()

python.uq.dists.LibAGFDist.LibAGFDist.computeDensity (   self,
  config,
  pathsgpp = '/home/franzefn/workspace/SGppUQ/lib/sgpp',
  cluster = '/home/franzefn/Promotion/UQ/benjamin/clustc/cluster' 
)

Referenced by python.uq.dists.LibAGFDist.LibAGFDist.byConfig().

◆ getBounds()

python.uq.dists.LibAGFDist.LibAGFDist.getBounds (   self)

References python.uq.dists.EstimatedDist.EstimatedDist.bounds, python.uq.dists.KDEDist.KDEDist.bounds, python.uq.dists.LibAGFDist.LibAGFDist.bounds, python.uq.dists.NatafDist.NatafDist.bounds, and python.uq.dists.SGDEdist.SGDEdist.bounds.

Referenced by python.uq.dists.J.J.discretize(), and python.uq.dists.Dist.Dist.l2error().

◆ getDim()

python.uq.dists.LibAGFDist.LibAGFDist.getDim (   self)

References sgpp::base::ForwardSelectorRefinement_refinement_key.dim, sgpp::base::ImpurityRefinement_refinement_key.dim, sgpp::base::PredictiveRefinement_refinement_key.dim, sgpp::base::GridDataBase.dim(), sgpp::combigrid::OperationPoleHierarchisationGeneral::HierarchisationGeneralSLE.dim, sgpp::combigrid::IndexVectorIterator.dim, sgpp::combigrid::IndexVectorRange.dim, python.data.DataContainer.DataContainer.dim, python.uq.dists.EstimatedDist.EstimatedDist.dim, python.uq.dists.LibAGFDist.LibAGFDist.dim, python.uq.dists.SGDEdist.SGDEdist.dim, python.uq.operations.natafTransformation.NatafTransformation.dim, sgpp::datadriven::AlgorithmAdaBoostBase.dim, sgpp::datadriven::OperationMultiEvalHPX.dim, sgpp::datadriven::OperationMultiEvalMPI.dim, sgpp::datadriven::OperationMultipleEvalSubspaceCombined.dim, sgpp::datadriven::OperationMultipleEvalSubspaceSimple.dim, sgpp::datadriven::PiecewiseConstantRegression::Node.dim, and sgpp::pde::PDESolver.dim.

Referenced by python.uq.dists.SGDEdist.SGDEdist.__str__(), python.uq.dists.Dist.Dist.cov(), python.uq.parameters.ParameterSet.ParameterSet.extractActiveSubset(), python.uq.dists.KDEDist.KDEDist.getBandwidths(), python.uq.dists.EstimatedDist.EstimatedDist.getBounds(), and python.uq.uq_setting.UQSetting.UQSetting.getDim().

◆ getDistributions()

python.uq.dists.LibAGFDist.LibAGFDist.getDistributions (   self)

Referenced by python.uq.parameters.ParameterSet.ParameterSet.getIndependentJointDistribution().

◆ gnuplot()

python.uq.dists.LibAGFDist.LibAGFDist.gnuplot (   self,
  jpegFile,
  gnuplotConfig = None 
)

References python.uq.dists.LibAGFDist.LibAGFDist.surfaceFile.

◆ mean()

python.uq.dists.LibAGFDist.LibAGFDist.mean (   self,
  n = 1e4 
)

References python.uq.dists.LibAGFDist.LibAGFDist.testData, sgpp::datadriven::LearnerSGD.testData, sgpp::datadriven::LearnerSGDEOnOffParallel.testData, and sgpp::datadriven::LearnerSVM.testData.

Referenced by python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.computeMoments(), python.uq.analysis.mc.MCAnalysis.MCAnalysis.computeMoments(), python.uq.dists.LibAGFDist.LibAGFDist.var(), and python.uq.dists.SGDEdist.SGDEdist.var().

◆ pdf()

python.uq.dists.LibAGFDist.LibAGFDist.pdf (   self,
  x 
)

References python.uq.dists.LibAGFDist.LibAGFDist.bandwidths, sgpp::datadriven::KernelDensityEstimator.bandwidths, sgpp::datadriven::OperationInverseRosenblattTransformationKDE.bandwidths, sgpp::datadriven::OperationRosenblattTransformationKDE.bandwidths, python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.KDEDist.KDEDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDE.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSVM.trainData.

Referenced by python.uq.dists.Dist.Dist.crossEntropy(), python.uq.dists.J.J.discretize(), python.uq.dists.Dist.Dist.klDivergence(), and python.uq.dists.Dist.Dist.l2error().

◆ pdf_libagf()

python.uq.dists.LibAGFDist.LibAGFDist.pdf_libagf (   self,
  x 
)

References python.uq.dists.LibAGFDist.LibAGFDist.testData, sgpp::datadriven::LearnerSGD.testData, sgpp::datadriven::LearnerSGDEOnOffParallel.testData, and sgpp::datadriven::LearnerSVM.testData.

◆ ppf()

python.uq.dists.LibAGFDist.LibAGFDist.ppf (   self,
  x 
)

References python.uq.dists.EstimatedDist.EstimatedDist.trainData, python.uq.dists.KDEDist.KDEDist.trainData, python.uq.dists.LibAGFDist.LibAGFDist.trainData, python.uq.dists.SGDEdist.SGDEdist.trainData, sgpp::datadriven::LearnerSGD.trainData, sgpp::datadriven::LearnerSGDE.trainData, sgpp::datadriven::LearnerSGDEOnOffParallel.trainData, and sgpp::datadriven::LearnerSVM.trainData.

Referenced by python.uq.dists.EstimatedDist.EstimatedDist.rvs(), python.uq.dists.NatafDist.NatafDist.rvs(), python.uq.dists.KDEDist.KDEDist.rvs(), and python.uq.dists.SGDEdist.SGDEdist.rvs().

◆ rvs()

python.uq.dists.LibAGFDist.LibAGFDist.rvs (   self,
  n = 1 
)

References sgpp::base::Distribution.samples(), python.uq.dists.DataDist.DataDist.samples, python.uq.dists.LibAGFDist.LibAGFDist.samples, python.uq.estimators.MonteCarloStrategy.MonteCarloStrategy.samples, python.uq.sampler.asgc.ASGCSampler.ASGCSampler.samples, python.uq.sampler.MCSampler.MCSampler.samples, python.uq.sampler.Sample.SamplesIterator.samples, and sgpp::datadriven::SparseGridDensityEstimator.samples.

◆ var()

python.uq.dists.LibAGFDist.LibAGFDist.var (   self)

References sgpp::base::DistributionLogNormal.mean, sgpp::base::DistributionNormal.mean, sgpp::base::DistributionTruncNormal.mean, sgpp::datadriven::KernelDensityEstimator.mean(), sgpp::datadriven::LearnerSGDE.mean(), sgpp::datadriven::SparseGridDensityEstimator.mean(), sgpp::datadriven::DensityEstimator.mean(), sgpp::datadriven::BayesianOptimization.mean(), sgpp::datadriven::LearnerSGDE.mean(), sgpp::datadriven::SparseGridDensityEstimator.mean(), sgpp::datadriven::OperationCovariance.mean(), python.uq.dists.Beta.Beta.mean(), python.uq.dists.DataDist.DataDist.mean(), python.uq.dists.Dist.Dist.mean(), python.uq.dists.J.J.mean(), python.uq.dists.Lognormal.Lognormal.mean(), python.uq.dists.Normal.Normal.mean(), python.uq.dists.SGDEdist.SGDEdist.mean(), python.uq.dists.TNormal.TNormal.mean(), python.uq.dists.Uniform.Uniform.mean(), python.uq.estimators.Estimator.Estimator.mean(), python.uq.estimators.SparseGridEstimator.SparseGridEstimator.mean(), python.uq.estimators.AnalyticEstimationStrategy.AnalyticEstimationStrategy.mean(), python.uq.estimators.CollocationPointsStrategy.CollocationPointsStrategy.mean(), python.uq.estimators.MonteCarloStrategy.MonteCarloStrategy.mean(), python.uq.estimators.SparseGridEstimationStrategy.SparseGridEstimationStrategy.mean(), python.uq.estimators.MarginalAnalyticEstimationStrategy.MarginalAnalyticEstimationStrategy.mean(), python.uq.analysis.Analysis.Analysis.mean(), python.uq.dists.KDEDist.KDEDist.mean(), python.uq.dists.LibAGFDist.LibAGFDist.mean(), python.uq.estimators.MCEstimator.MCEstimator.mean(), sgpp::optimization::SplineResponseSurface.mean, sgpp::optimization::QuasiGaussianFuzzyNumber.mean, python.uq.dists.LibAGFDist.LibAGFDist.testData, sgpp::datadriven::LearnerSGD.testData, sgpp::datadriven::LearnerSGDEOnOffParallel.testData, and sgpp::datadriven::LearnerSVM.testData.

Referenced by python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.computeMoments(), python.uq.analysis.mc.MCAnalysis.MCAnalysis.computeMoments(), python.uq.dists.Dist.Dist.cov(), python.uq.dists.DataDist.DataDist.std(), python.uq.dists.Dist.Dist.std(), and python.uq.dists.J.J.std().

Member Data Documentation

◆ bandwidths

python.uq.dists.LibAGFDist.LibAGFDist.bandwidths

Referenced by python.uq.dists.LibAGFDist.LibAGFDist.pdf().

◆ bounds

python.uq.dists.LibAGFDist.LibAGFDist.bounds

Referenced by python.uq.dists.SGDEdist.SGDEdist.cov(), python.uq.dists.EstimatedDist.EstimatedDist.getBounds(), python.uq.dists.LibAGFDist.LibAGFDist.getBounds(), python.uq.dists.NatafDist.NatafDist.getBounds(), python.uq.dists.SGDEdist.SGDEdist.marginalize(), python.uq.dists.NatafDist.NatafDist.marginalizeToDimX(), python.uq.dists.SGDEdist.SGDEdist.marginalizeToDimX(), and python.uq.dists.SGDEdist.SGDEdist.toJson().

◆ dim

python.uq.dists.LibAGFDist.LibAGFDist.dim

Referenced by python.data.DataContainer.DataContainer.__init__(), python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), python.uq.dists.SGDEdist.SGDEdist.cdf(), python.uq.dists.KDEDist.KDEDist.cov(), python.uq.dists.SGDEdist.SGDEdist.cov(), python.data.DataContainer.DataContainer.getDataSubsetByIndexList(), python.data.DataContainer.DataContainer.getDim(), python.uq.dists.EstimatedDist.EstimatedDist.getDim(), python.uq.dists.LibAGFDist.LibAGFDist.getDim(), python.uq.dists.NatafDist.NatafDist.getDim(), python.uq.dists.SGDEdist.SGDEdist.ppf(), python.uq.dists.EstimatedDist.EstimatedDist.rvs(), python.uq.dists.NatafDist.NatafDist.rvs(), python.uq.dists.KDEDist.KDEDist.rvs(), python.uq.dists.SGDEdist.SGDEdist.rvs(), python.uq.operations.natafTransformation.NatafTransformation.trans_X_to_Z(), and python.uq.operations.natafTransformation.NatafTransformation.trans_Z_to_X().

◆ samples

python.uq.dists.LibAGFDist.LibAGFDist.samples

Referenced by python.uq.sampler.Sample.SamplesIterator.__next__(), python.uq.dists.DataDist.DataDist.cdf(), python.uq.dists.DataDist.DataDist.mean(), python.uq.dists.DataDist.DataDist.rvs(), python.uq.dists.LibAGFDist.LibAGFDist.rvs(), python.uq.dists.DataDist.DataDist.toJson(), and python.uq.dists.DataDist.DataDist.var().

◆ surfaceFile

python.uq.dists.LibAGFDist.LibAGFDist.surfaceFile

Referenced by python.uq.dists.LibAGFDist.LibAGFDist.gnuplot().

◆ testData

python.uq.dists.LibAGFDist.LibAGFDist.testData

Referenced by python.uq.dists.LibAGFDist.LibAGFDist.mean(), python.uq.dists.LibAGFDist.LibAGFDist.pdf_libagf(), and python.uq.dists.LibAGFDist.LibAGFDist.var().

◆ trainData

python.uq.dists.LibAGFDist.LibAGFDist.trainData

Referenced by python.uq.dists.KDEDist.KDEDist.__init__(), python.uq.dists.LibAGFDist.LibAGFDist.cdf(), python.uq.dists.EstimatedDist.EstimatedDist.getSamples(), python.uq.dists.KDEDist.KDEDist.marginalize(), python.uq.dists.SGDEdist.SGDEdist.marginalize(), python.uq.dists.KDEDist.KDEDist.marginalizeToDimX(), python.uq.dists.SGDEdist.SGDEdist.marginalizeToDimX(), python.uq.dists.LibAGFDist.LibAGFDist.pdf(), python.uq.dists.LibAGFDist.LibAGFDist.ppf(), and python.uq.dists.SGDEdist.SGDEdist.toJson().

◆ transformation

python.uq.dists.LibAGFDist.LibAGFDist.transformation
The documentation for this class was generated from the following file: