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|
====================
Statistics on sample
====================
.. currentmodule:: openturns
Sample
======
.. autosummary::
:toctree: _generated/
:template: class.rst_t
Sample
experimental.SamplePartition
.. _parametric_distribution_factories:
Building distributions from samples
===================================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
DistributionFactory
DistributionFactoryResult
DistributionFactoryLikelihoodResult
ProfileLikelihoodResult
CovariatesResult
TimeVaryingResult
:template: DistributionFactory.rst_t
ArcsineFactory
BernoulliFactory
BetaFactory
BinomialFactory
BurrFactory
ChiFactory
ChiSquareFactory
DiracFactory
DirichletFactory
ExponentialFactory
FisherSnedecorFactory
FrechetFactory
GammaFactory
GeneralizedExtremeValueFactory
GeneralizedParetoFactory
GeometricFactory
GumbelFactory
HistogramFactory
InverseNormalFactory
:template: classWithPlot.rst_t
KernelSmoothing
:template: DistributionFactory.rst_t
LaplaceFactory
:template: class.rst_t
LeastSquaresDistributionFactory
:template: DistributionFactory.rst_t
LogisticFactory
LogNormalFactory
LogUniformFactory
:template: class.rst_t
MaximumLikelihoodFactory
:template: DistributionFactory.rst_t
MeixnerDistributionFactory
:template: class.rst_t
MethodOfMomentsFactory
:template: DistributionFactory.rst_t
MultinomialFactory
PolyaFactory
NormalFactory
ParetoFactory
PoissonFactory
:template: class.rst_t
QuantileMatchingFactory
:template: DistributionFactory.rst_t
RayleighFactory
:template: class.rst_t
RiceFactory
:template: DistributionFactory.rst_t
SkellamFactory
experimental.SmoothedUniformFactory
StudentFactory
TrapezoidalFactory
TriangularFactory
TruncatedNormalFactory
UniformFactory
UserDefinedFactory
VonMisesFactory
WeibullMinFactory
WeibullMaxFactory
Building copulas from samples
=============================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
AliMikhailHaqCopulaFactory
BernsteinCopulaFactory
:template: DistributionFactory.rst_t
ClaytonCopulaFactory
:template: class.rst_t
FarlieGumbelMorgensternCopulaFactory
:template: DistributionFactory.rst_t
FrankCopulaFactory
GumbelCopulaFactory
IndependentCopulaFactory
NormalCopulaFactory
PlackettCopulaFactory
StudentCopulaFactory
Sensitivity Analysis
====================
Refer to :ref:`sensitivity_sobol`.
.. autosummary::
:toctree: _generated/
:template: class.rst_t
CorrelationAnalysis
ANCOVA
FAST
experimental.RankSobolSensitivityAlgorithm
:template: classWithPlot.rst_t
SobolIndicesAlgorithm
MartinezSensitivityAlgorithm
SaltelliSensitivityAlgorithm
JansenSensitivityAlgorithm
MauntzKucherenkoSensitivityAlgorithm
:template: class.rst_t
SobolIndicesExperiment
:template: classWithPlot.rst_t
SobolSimulationAlgorithm
SobolSimulationResult
HSIC Indices
============
.. autosummary::
:toctree: _generated/
:template: class.rst_t
HSICStat
HSICUStat
HSICVStat
HSICEstimator
HSICEstimatorConditionalSensitivity
HSICEstimatorGlobalSensitivity
HSICEstimatorTargetSensitivity
Statistical tests
=================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
TestResult
Goodness-of-fit metrics & tests
-------------------------------
.. autosummary::
:toctree: _generated/
:template: function.rst_t
FittingTest.AIC
FittingTest.AICC
FittingTest.BIC
FittingTest.ChiSquared
FittingTest.ComputeKolmogorovStatistics
FittingTest.Kolmogorov
FittingTest.Lilliefors
NormalityTest.AndersonDarlingNormal
NormalityTest.CramerVonMisesNormal
Graphical tests
---------------
.. autosummary::
:toctree: _generated/
:template: functionWithPlot.rst_t
VisualTest.DrawCDFplot
VisualTest.DrawHenryLine
VisualTest.DrawInsideOutside
VisualTest.DrawKendallPlot
VisualTest.DrawLinearModel
VisualTest.DrawLinearModelResidual
VisualTest.DrawLowerTailDependenceFunction
VisualTest.DrawLowerExtremalDependenceFunction
VisualTest.DrawPairs
VisualTest.DrawPairsMarginals
VisualTest.DrawPairsXY
VisualTest.DrawParallelCoordinates
VisualTest.DrawPPplot
VisualTest.DrawQQplot
VisualTest.DrawUpperTailDependenceFunction
VisualTest.DrawUpperExtremalDependenceFunction
:template: class.rst_t
GeneralizedExtremeValueValidation
experimental.GeneralizedParetoValidation
Hypothesis tests
----------------
.. autosummary::
:toctree: _generated/
:template: function.rst_t
HypothesisTest.ChiSquared
HypothesisTest.LikelihoodRatioTest
HypothesisTest.FullPearson
HypothesisTest.FullSpearman
HypothesisTest.PartialPearson
HypothesisTest.PartialSpearman
HypothesisTest.Pearson
HypothesisTest.Spearman
HypothesisTest.TwoSamplesKolmogorov
Linear model tests
------------------
.. autosummary::
:toctree: _generated/
:template: function.rst_t
LinearModelTest.LinearModelFisher
LinearModelTest.LinearModelResidualMean
LinearModelTest.LinearModelHarrisonMcCabe
LinearModelTest.LinearModelBreuschPagan
LinearModelTest.LinearModelDurbinWatson
LinearModelTest.FullRegression
LinearModelTest.PartialRegression
Model selection
---------------
.. autosummary::
:toctree: _generated/
:template: function.rst_t
FittingTest.BestModelAIC
FittingTest.BestModelAICC
FittingTest.BestModelBIC
FittingTest.BestModelChiSquared
FittingTest.BestModelKolmogorov
FittingTest.BestModelLilliefors
|
