==================== Statistics on sample ==================== .. currentmodule:: openturns Sample ====== .. autosummary:: :toctree: _generated/ :template: class.rst_t Sample .. _parametric_distribution_factories: Building distributions from samples =================================== .. autosummary:: :toctree: _generated/ :template: class.rst_t DistributionFactory DistributionFactoryResult DistributionFactoryLikelihoodResult ProfileLikelihoodResult 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 NegativeBinomialFactory NormalFactory ParetoFactory PoissonFactory :template: class.rst_t QuantileMatchingFactory :template: DistributionFactory.rst_t RayleighFactory :template: class.rst_t RiceFactory :template: DistributionFactory.rst_t SkellamFactory 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 :template: class.rst_t experimental.StudentCopulaFactory Sensitivity Analysis ==================== Refer to :ref:`sensitivity_sobol`. .. autosummary:: :toctree: _generated/ :template: class.rst_t CorrelationAnalysis ANCOVA FAST :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.DrawPairs VisualTest.DrawPairsMarginals VisualTest.DrawParallelCoordinates VisualTest.DrawHenryLine VisualTest.DrawKendallPlot VisualTest.DrawLinearModel VisualTest.DrawLinearModelResidual VisualTest.DrawPPplot VisualTest.DrawQQplot VisualTest.DrawCDFplot VisualTest.DrawUpperTailDependenceFunction VisualTest.DrawUpperExtremalDependenceFunction VisualTest.DrawLowerTailDependenceFunction VisualTest.DrawLowerExtremalDependenceFunction :template: class.rst_t experimental.GeneralizedExtremeValueValidation 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