python.uq.dists.LibAGFDist.LibAGFDist Class Reference

Inheritance diagram for python.uq.dists.LibAGFDist.LibAGFDist:

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

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

Member Function Documentation

__str__()

def python.uq.dists.LibAGFDist.LibAGFDist.__str__

(

self

)

byConfig()

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

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

byFiles()

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

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

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

cdf()

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

References sgpp::op_factory.createOperationRosenblattTransformationKDE(), python.uq.operations.general.isList(), python.uq.operations.general.isNumerical(), python.uq.dists.EstimatedDist.EstimatedDist.trainData, and python.uq.dists.LibAGFDist.LibAGFDist.trainData.

computeDensity()

def 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(), and python.uq.dists.LibAGFDist.LibAGFDist.byFiles().

getBounds()

def python.uq.dists.LibAGFDist.LibAGFDist.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::CO2.bounds, sgpp::combigrid::LTwoScalarProductHashMapNakBsplineBoundaryCombigrid.bounds, sgpp::combigrid::AtanBeta.bounds, and sgpp::combigrid::Debugfct.bounds.

getDim()

def python.uq.dists.LibAGFDist.LibAGFDist.getDim

(

self

)

References python.uq.dists.EstimatedDist.EstimatedDist.dim, python.uq.dists.LibAGFDist.LibAGFDist.dim, python.data.DataContainer.DataContainer.dim, sgpp::base::ImpurityRefinement_refinement_key.dim, sgpp::base::ForwardSelectorRefinement_refinement_key.dim, and sgpp::base::PredictiveRefinement_refinement_key.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.LibAGFDist.LibAGFDist.getDistributions

(

self

)

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

gnuplot()

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

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

mean()

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

References python.uq.dists.LibAGFDist.LibAGFDist.testData.

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

pdf()

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

References python.uq.dists.LibAGFDist.LibAGFDist.bandwidths, python.uq.dists.EstimatedDist.EstimatedDist.trainData, and python.uq.dists.LibAGFDist.LibAGFDist.trainData.

pdf_libagf()

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

References python.uq.operations.general.isNumerical(), and python.uq.dists.LibAGFDist.LibAGFDist.testData.

ppf()

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

References sgpp::op_factory.createOperationInverseRosenblattTransformationKDE(), python.uq.operations.general.isList(), python.uq.operations.general.isNumerical(), python.uq.dists.EstimatedDist.EstimatedDist.trainData, and python.uq.dists.LibAGFDist.LibAGFDist.trainData.

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.LibAGFDist.LibAGFDist.rvs	(		self,
			n = 1
	)

References python.uq.dists.DataDist.DataDist.samples, and python.uq.dists.LibAGFDist.LibAGFDist.samples.

var()

def python.uq.dists.LibAGFDist.LibAGFDist.var

(

self

)

References sgpp::combigrid::Ishigami.mean, sgpp::combigrid::BsplineStochasticCollocation.mean(), sgpp::combigrid::PolynomialChaosExpansion.mean(), sgpp::combigrid::PolynomialStochasticCollocation.mean(), python.uq.dists.Beta.Beta.mean(), sgpp::combigrid::Parabola.mean, python.uq.dists.Dist.Dist.mean(), sgpp::combigrid::Parabola_uniform.mean(), python.uq.analysis.Analysis.Analysis.mean(), sgpp::combigrid::ProbabilityDensityFunction1D.mean(), sgpp::combigrid::OrthogonalPolynomialBasis1D.mean(), python.uq.dists.DataDist.DataDist.mean(), python.uq.dists.J.J.mean(), sgpp::combigrid::CombigridSurrogateModel.mean(), sgpp::combigrid::CO2.mean, python.uq.dists.KDEDist.KDEDist.mean(), sgpp::combigrid::AtanUniform.mean, sgpp::combigrid::AtanBeta.mean, sgpp::combigrid::Debugfct.mean, python.uq.dists.LibAGFDist.LibAGFDist.mean(), and python.uq.dists.LibAGFDist.LibAGFDist.testData.

Referenced by python.uq.analysis.mc.MCAnalysis.MCAnalysis.computeMoments(), and python.uq.analysis.asgc.ASGCAnalysis.ASGCAnalysis.computeMoments().

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.NatafDist.NatafDist.getBounds(), python.uq.dists.LibAGFDist.LibAGFDist.getBounds(), python.uq.dists.SGDEdist.SGDEdist.getJointTransformation(), python.uq.dists.SGDEdist.SGDEdist.marginalize(), python.uq.dists.NatafDist.NatafDist.marginalizeToDimX(), python.uq.dists.SGDEdist.SGDEdist.marginalizeToDimX(), python.uq.dists.KDEDist.KDEDist.toJson(), python.uq.dists.NatafDist.NatafDist.toJson(), and python.uq.dists.SGDEdist.SGDEdist.toJson().

dim

python.uq.dists.LibAGFDist.LibAGFDist.dim

Referenced by python.uq.dists.SGDEdist.SGDEdist.cdf(), python.uq.dists.KDEDist.KDEDist.cov(), python.uq.dists.SGDEdist.SGDEdist.cov(), python.uq.dists.NatafDist.NatafDist.getDim(), python.uq.dists.LibAGFDist.LibAGFDist.getDim(), python.uq.dists.SGDEdist.SGDEdist.ppf(), python.uq.dists.KDEDist.KDEDist.rvs(), python.uq.dists.NatafDist.NatafDist.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__(), and python.uq.dists.LibAGFDist.LibAGFDist.rvs().

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.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(), python.uq.dists.KDEDist.KDEDist.toJson(), and python.uq.dists.SGDEdist.SGDEdist.toJson().

transformation

python.uq.dists.LibAGFDist.LibAGFDist.transformation

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

• datadriven/python/uq/dists/LibAGFDist.py