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

Public Member Functions

def __init__ (self, natafDensity, params, bounds=None)
 
def __str__ (self)
 
def beta_marginals (cls, lwr, upr, alpha, beta, covMatrix=None, corrMatrix=None, bounds=None)
 
def by_samples (cls, samples, bounds=None)
 
def cdf (self, x, args, kws)
 
def cov (self)
 
def fromJson (cls, jsonObject)
 
def gamma_marginals (cls, alpha, beta, covMatrix=None, corrMatrix=None, bounds=None)
 
def getBounds (self)
 
def getDim (self)
 
def getDistributions (self)
 
def marginalizeToDimX (self, idim)
 
def normal_marginals (cls, mean, stddev, covMatrix=None, corrMatrix=None, bounds=None)
 
def pdf (self, x)
 
def ppf (self, x, args, kws)
 
def rvs (self, n=1, args, kws)
 
def toJson (self)
 

Public Attributes

 nataf
 
 natafTransformation
 
 normal
 
 params
 

Detailed Description

Nataf Density using heat implementation

Constructor & Destructor Documentation

◆ __init__()

def python.uq.dists.NatafDist.NatafDist.__init__ (   self,
  natafDensity,
  params,
  bounds = None 
)

Member Function Documentation

◆ __str__()

def python.uq.dists.NatafDist.NatafDist.__str__ (   self)

◆ beta_marginals()

def python.uq.dists.NatafDist.NatafDist.beta_marginals (   cls,
  lwr,
  upr,
  alpha,
  beta,
  covMatrix = None,
  corrMatrix = None,
  bounds = None 
)

Referenced by python.uq.dists.NatafDist.NatafDist.gamma_marginals().

◆ by_samples()

def python.uq.dists.NatafDist.NatafDist.by_samples (   cls,
  samples,
  bounds = None 
)

References python.uq.dists.NatafDist.NatafDist.normal_marginals().

◆ cdf()

def python.uq.dists.NatafDist.NatafDist.cdf (   self,
  x,
  args,
  kws 
)

References python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), python.uq.dists.NatafDist.NatafDist.natafTransformation, and python.uq.dists.NatafDist.NatafDist.normal.

◆ cov()

def python.uq.dists.NatafDist.NatafDist.cov (   self)

References python.uq.dists.NatafDist.NatafDist.nataf.

◆ fromJson()

def python.uq.dists.NatafDist.NatafDist.fromJson (   cls,
  jsonObject 
) 
Restores the TNormal object from the json object with its
attributes.
@param jsonObject: json object
@return: the restored NatafDist object

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

◆ gamma_marginals()

def python.uq.dists.NatafDist.NatafDist.gamma_marginals (   cls,
  alpha,
  beta,
  covMatrix = None,
  corrMatrix = None,
  bounds = None 
)

References python.uq.dists.NatafDist.NatafDist.beta_marginals().

Referenced by python.uq.dists.NatafDist.NatafDist.normal_marginals().

◆ getBounds()

def python.uq.dists.NatafDist.NatafDist.getBounds (   self)

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, and sgpp::combigrid::Genz.bounds().

◆ getDim()

def python.uq.dists.NatafDist.NatafDist.getDim (   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, and sgpp::base::GridDataBase.dim().

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

◆ getDistributions()

def python.uq.dists.NatafDist.NatafDist.getDistributions (   self)

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

◆ marginalizeToDimX()

def python.uq.dists.NatafDist.NatafDist.marginalizeToDimX (   self,
  idim 
)

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.NatafDist.NatafDist.params, and sgpp::combigrid::ArrayEvaluator< ScalarEvaluator >.params.

◆ normal_marginals()

def python.uq.dists.NatafDist.NatafDist.normal_marginals (   cls,
  mean,
  stddev,
  covMatrix = None,
  corrMatrix = None,
  bounds = None 
)

References python.uq.dists.NatafDist.NatafDist.gamma_marginals().

Referenced by python.uq.dists.NatafDist.NatafDist.by_samples().

◆ pdf()

def python.uq.dists.NatafDist.NatafDist.pdf (   self,
  x 
)

References python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), and python.uq.dists.NatafDist.NatafDist.nataf.

◆ ppf()

def python.uq.dists.NatafDist.NatafDist.ppf (   self,
  x,
  args,
  kws 
)

References python.uq.dists.EstimatedDist.EstimatedDist._convertEvalPoint(), python.uq.dists.NatafDist.NatafDist.natafTransformation, and python.uq.dists.NatafDist.NatafDist.normal.

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

◆ rvs()

def python.uq.dists.NatafDist.NatafDist.rvs (   self,
  n = 1,
  args,
  kws 
)

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.Lognormal.Lognormal.ppf(), python.uq.dists.DataDist.DataDist.ppf(), python.uq.dists.J.J.ppf(), python.uq.dists.KDEDist.KDEDist.ppf(), python.uq.dists.NatafDist.NatafDist.ppf(), and python.uq.dists.LibAGFDist.LibAGFDist.ppf().

◆ toJson()

def python.uq.dists.NatafDist.NatafDist.toJson (   self) 
Returns 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.NatafDist.NatafDist.params, and sgpp::combigrid::ArrayEvaluator< ScalarEvaluator >.params.

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().

Member Data Documentation

◆ nataf

python.uq.dists.NatafDist.NatafDist.nataf

Referenced by python.uq.dists.NatafDist.NatafDist.cov(), and python.uq.dists.NatafDist.NatafDist.pdf().

◆ natafTransformation

python.uq.dists.NatafDist.NatafDist.natafTransformation

Referenced by python.uq.dists.NatafDist.NatafDist.cdf(), and python.uq.dists.NatafDist.NatafDist.ppf().

◆ normal

python.uq.dists.NatafDist.NatafDist.normal

Referenced by python.uq.dists.NatafDist.NatafDist.cdf(), python.uq.dists.NatafDist.NatafDist.ppf(), python.uq.operations.natafTransformation.NatafTransformation.trans_U_to_Z(), python.uq.operations.natafTransformation.NatafTransformation.trans_X_to_Z(), python.uq.operations.natafTransformation.NatafTransformation.trans_Z_to_U(), and python.uq.operations.natafTransformation.NatafTransformation.trans_Z_to_X().

◆ params

python.uq.dists.NatafDist.NatafDist.params

Referenced by python.uq.dists.NatafDist.NatafDist.marginalizeToDimX(), python.uq.dists.NatafDist.NatafDist.toJson(), and python.uq.uq_setting.UQSettingManager.Sampler.transform().

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