List of all items

Structs

• AccuracyMetrics
• AdaptationConfig
• AdaptiveMemoryConfig
• AdaptiveMemoryManager
• AdaptiveThreshold
• AdvancedAdaptiveMemoryManager
• AdvancedAdvancedConfig
• AdvancedAdvancedMCMC
• AdvancedAdvancedParallelConfig
• AdvancedAdvancedParallelProcessor
• AdvancedAdvancedResults
• AdvancedAdvancedStreamingProcessor
• AdvancedBayesianResult
• AdvancedComprehensiveSimdConfig
• AdvancedComprehensiveSimdProcessor
• AdvancedEnhancedSimdConfig
• AdvancedEnhancedSimdProcessor
• AdvancedMatrixStatsResult
• AdvancedMemoryConfig
• AdvancedMemoryManager
• AdvancedMemoryStatistics
• AdvancedMultivariateAnalysis
• AdvancedMultivariateConfig
• AdvancedMultivariateResults
• AdvancedParallelConfig
• AdvancedPerformanceMetrics
• AdvancedQuantumAnalyzer
• AdvancedSimdConfig
• AdvancedSimdPerformanceStats
• AdvancedSimdProcessor
• AdvancedSimdResults
• AdvancedSpectralAnalyzer
• AdvancedSpectralConfig
• AdvancedSpectralResults
• AdvancedStatsResult
• AdvancedStreamingConfig
• AdvancedSurvivalAnalysis
• AdvancedSurvivalConfig
• AdvancedSurvivalResults
• AdvancedTopologicalAnalyzer
• AllocationStats
• AnomalyDetector
• AnomalyEvent
• BaselineStatistics
• BayesianGaussianProcess
• BayesianModel
• BayesianModelComparison
• BayesianNeuralNetwork
• BootstrapResult
• CacheAwareVectorProcessor
• CacheOptimizationConfig
• CacheStats
• CausalSurvivalConfig
• ChangePointDetector
• ChangePointEvent
• ClusteringConfig
• CoherenceConfig
• CoherenceResults
• CompetingRisksConfig
• CompilerContext
• ComponentDiagnostics
• ComprehensiveStatsResult
• CompressionEngine
• CompressionSummary
• ConvergenceDiagnostics
• CoxConfig
• CoxConvergenceInfo
• CoxProportionalHazards
• CpuCapabilities
• CrossPlatformRegressionConfig
• CrossPlatformRegressionDetector
• EnhancedKaplanMeier
• EnhancedParallelConfig
• EnhancedParallelProcessor
• Filtration
• GCResult
• GMMConfig
• GMMParameters
• GarbageCollectionConfig
• GaussianMixtureModel
• HardwareConfig
• HardwareContext
• HigherOrderResults
• HigherOrderSpectralConfig
• IncrementalMLModel
• KDEConfig
• KernelDensityEstimator
• LazyStatComputation
• LazyStats
• MCMCPerformanceMetrics
• MLSpectralConfig
• MLSpectralResults
• ManifoldConfig
• MapperEdge
• MapperGraph
• MapperNode
• MatrixParallelResult
• MatrixStatsResult
• MemoryAdaptiveAlgorithm
• MemoryConfig
• MemoryConstraints
• MemoryPool
• MemoryPressureConfig
• MemoryProfiler
• MemoryReport
• MemoryTracker
• MemoryUsageStatistics
• MemoryUsageStats
• ModelComparisonResult
• ModelSelectionCriteria
• MovingWindowSIMD
• MultiTaperConfig
• MultiViewConfig
• MultiscaleResults
• NonStationaryConfig
• NumaConfig
• OperationPerformance
• OptimalAlgorithm
• OptimizationConfig
• OutOfCoreConfig
• PCAResult
• ParallelBatchProcessor
• ParallelConfig
• ParallelCorrelationConfig
• ParallelCrossValidation
• ParallelCrossValidator
• ParallelHistogram
• ParallelMatrixOps
• ParallelMonteCarlo
• ParallelMovingStats
• ParameterSnapshot
• PerformanceBaseline
• PerformanceMeasurement
• PerformanceRecommendation
• PersistenceDiagram
• PlatformComparison
• PlatformInfo
• PredictiveConfig
• ProfiledStatistics
• QAEResults
• QClusteringResults
• QNNResults
• QPCAResults
• QSVMResults
• QuantumAdvantageMetrics
• QuantumConfig
• QuantumEnsembleResult
• QuantumModel
• QuantumMonteCarloResult
• QuantumPerformanceMetrics
• QuantumResults
• QuantumVariationalResult
• RegressionAnalysisResult
• RegressionReport
• RegressionSummaryStatistics
• RingBufferStats
• RobustGMM
• RobustStats
• RollingStatsResult
• SimdConfig
• Simplex
• SimplicialChain
• SimplicialComplex
• SlidingWindowStats
• SpectralPeak
• SpectralPerformanceMetrics
• StatisticsCache
• StreamingAnalyticsResult
• StreamingCovariance
• StreamingGMM
• StreamingHistogram
• StreamingPerformanceMetrics
• StreamingRecommendation
• StreamingStatistics
• SurvivalEnsembleConfig
• SurvivalPrediction
• TemperingConfig
• TensorConfig
• TensorNetworkResults
• TopologicalConfig
• TopologicalInferenceResults
• TopologicalPerformanceMetrics
• TopologicalResults
• TrendAnalysis
• V4ComprehensiveStats
• V6BootstrapResult
• V6ComprehensiveStats
• V6MatrixStatsResult
• VQEResults
• VariationalGMM
• VariationalGMMConfig
• VariationalGMMParameters
• VariationalGMMResult
• WaveletConfig
• WaveletResults
• adaptive_simd_optimization::AdaptiveSimdConfig
• adaptive_simd_optimization::AdaptiveSimdOptimizer
• adaptive_simd_optimization::CacheHierarchy
• adaptive_simd_optimization::ClusteringInfo
• adaptive_simd_optimization::DataCharacteristics
• adaptive_simd_optimization::FallbackInfo
• adaptive_simd_optimization::GpuCapabilities
• adaptive_simd_optimization::HardwareCapabilities
• adaptive_simd_optimization::HardwareUtilization
• adaptive_simd_optimization::PerformanceStatistics
• adaptive_simd_optimization::SimdOptimizationResult
• adaptive_simd_optimization::SimdPerformanceMetrics
• adaptive_simd_optimization::SimdStrategy
• adaptive_simd_optimization::ValueDistribution
• advanced_bootstrap::AdvancedBootstrapConfig
• advanced_bootstrap::AdvancedBootstrapProcessor
• advanced_bootstrap::AdvancedBootstrapResult
• advanced_bootstrap::BootstrapConfidenceIntervals
• advanced_bootstrap::BootstrapDiagnostics
• advanced_bootstrap::BootstrapDistributionStats
• advanced_bootstrap::ConvergenceInfo
• advanced_bootstrap::QualityMetrics
• advanced_error_enhancements_v2::AdvancedErrorContext
• advanced_error_enhancements_v2::AdvancedErrorEngine
• advanced_error_enhancements_v2::BottleneckInfo
• advanced_error_enhancements_v2::ComplexityAnalysis
• advanced_error_enhancements_v2::CpuInfo
• advanced_error_enhancements_v2::DataCharacteristics
• advanced_error_enhancements_v2::DataQuality
• advanced_error_enhancements_v2::DataQualityIssue
• advanced_error_enhancements_v2::DistributionInfo
• advanced_error_enhancements_v2::DocumentationRef
• advanced_error_enhancements_v2::ErrorEngineConfig
• advanced_error_enhancements_v2::ExecutionEnvironment
• advanced_error_enhancements_v2::ImplementationStep
• advanced_error_enhancements_v2::IntelligentDiagnostics
• advanced_error_enhancements_v2::InteractiveOption
• advanced_error_enhancements_v2::MemoryInfo
• advanced_error_enhancements_v2::OperationContext
• advanced_error_enhancements_v2::OptimizationRecommendation
• advanced_error_enhancements_v2::PerformanceAssessment
• advanced_error_enhancements_v2::PerformanceMetrics
• advanced_error_enhancements_v2::QualityMetrics
• advanced_error_enhancements_v2::RecoveryStatistics
• advanced_error_enhancements_v2::RecoveryStrategy
• advanced_error_enhancements_v2::RiskAssessment
• advanced_error_enhancements_v2::ScalabilityAssessment
• advanced_error_enhancements_v2::SizeInfo
• advanced_error_enhancements_v2::ThreadingInfo
• advanced_error_enhancements_v2::TypeInfo
• advanced_error_enhancements_v2::UXRecommendations
• advanced_integration::BayesianAnalysisResult
• advanced_integration::BayesianAnalysisWorkflow
• advanced_integration::BayesianModelMetrics
• advanced_integration::DimensionalityAnalysisResult
• advanced_integration::DimensionalityAnalysisWorkflow
• advanced_integration::DimensionalityMetrics
• advanced_integration::DimensionalityRecommendations
• advanced_integration::QMCQualityMetrics
• advanced_integration::QMCResult
• advanced_integration::QMCWorkflow
• advanced_integration::SurvivalAnalysisResult
• advanced_integration::SurvivalAnalysisWorkflow
• advanced_integration::SurvivalSummaryStats
• advanced_parallel_monte_carlo::AdaptiveState
• advanced_parallel_monte_carlo::AdvancedParallelMonteCarlo
• advanced_parallel_monte_carlo::GaussianFunction
• advanced_parallel_monte_carlo::IntegrationMetrics
• advanced_parallel_monte_carlo::IntegrationRegion
• advanced_parallel_monte_carlo::MonteCarloConfig
• advanced_parallel_monte_carlo::MonteCarloResult
• advanced_parallel_monte_carlo::TestFunction
• advanced_parallel_monte_carlo::VarianceReductionConfig
• advanced_simd_stats::AdvancedMemoryManager
• advanced_simd_stats::AdvancedSimdConfig
• advanced_simd_stats::AdvancedSimdOptimizer
• advanced_simd_stats::AlgorithmSelector
• advanced_simd_stats::BatchResults
• advanced_simd_stats::CacheHierarchy
• advanced_simd_stats::CacheOptimizer
• advanced_simd_stats::CostModel
• advanced_simd_stats::DataCharacteristics
• advanced_simd_stats::DecisionNode
• advanced_simd_stats::DecisionTree
• advanced_simd_stats::HardwareProfile
• advanced_simd_stats::MemoryConstraints
• advanced_simd_stats::MemorySubsystem
• advanced_simd_stats::NumaManager
• advanced_simd_stats::NumaNode
• advanced_simd_stats::OperationSignature
• advanced_simd_stats::PerformanceMetrics
• advanced_simd_stats::PerformancePredictor
• advanced_simd_stats::PerformanceProfile
• advanced_simd_stats::PowerProfile
• advanced_simd_stats::PredictionModel
• advanced_simd_stats::ThermalProfile
• advanced_simd_stats::ThreadingPreferences
• advanced_stubs::AdvancedNumericalStabilityAnalyzer
• advanced_stubs::AdvancedNumericalStabilityConfig
• advanced_stubs::AdvancedParallelBatchResult
• advanced_stubs::AdvancedParallelConfig
• advanced_stubs::AdvancedParallelMatrixResult
• advanced_stubs::AdvancedParallelProcessor
• advanced_stubs::AdvancedParallelTimeSeriesResult
• advanced_stubs::AdvancedSimdConfig
• advanced_stubs::AdvancedSimdOptimizer
• advanced_stubs::BatchResults
• advanced_stubs::ComprehensiveStabilityResult
• advi::advi::AdviOptimizer
• advi::transforms::TransformSpec
• advi::types::AdviConfig
• advi::types::AdviResult
• api_consistency_validation::APIConsistencyValidator
• api_consistency_validation::APIInconsistency
• api_consistency_validation::FunctionPattern
• api_consistency_validation::FunctionRegistry
• api_consistency_validation::FunctionSignature
• api_consistency_validation::NamingConventions
• api_consistency_validation::ParameterInfo
• api_consistency_validation::ParameterUsage
• api_consistency_validation::ReturnTypeInfo
• api_consistency_validation::ValidationCheck
• api_consistency_validation::ValidationConfig
• api_consistency_validation::ValidationReport
• api_consistency_validation::ValidationResults
• api_consistency_validation::ValidationSummary
• api_consistency_validation::ValidationWarning
• api_improvements::CorrelationResult
• api_improvements::StatsBuilder
• api_improvements::StatsConfig
• api_improvements::TestResult
• api_standardization::APISignature
• api_standardization::APIValidationFramework
• api_standardization::CompatibilityChecker
• api_standardization::CompatibilityDifference
• api_standardization::CorrelationBuilder
• api_standardization::CorrelationResult
• api_standardization::DescriptiveStats
• api_standardization::DescriptiveStatsBuilder
• api_standardization::DocumentationSpec
• api_standardization::ErrorPattern
• api_standardization::ParameterSpec
• api_standardization::PerformanceBenchmark
• api_standardization::PerformanceSpec
• api_standardization::ResultMetadata
• api_standardization::ReturnTypeSpec
• api_standardization::ScalabilityRequirement
• api_standardization::StandardizedConfig
• api_standardization::StandardizedResult
• api_standardization::StatisticalTestBuilder
• api_standardization::StatsAnalyzer
• api_standardization::TestResult
• api_standardization::ValidationMessage
• api_standardization::ValidationReport
• api_standardization::ValidationResult
• api_standardization::ValidationRule
• api_standardization::ValidationSummary
• api_standardization_enhanced::ChainedResults
• api_standardization_enhanced::DataRequirements
• api_standardization_enhanced::FluentCorrelation
• api_standardization_enhanced::FluentDescriptive
• api_standardization_enhanced::FluentRegression
• api_standardization_enhanced::FluentStats
• api_standardization_enhanced::FluentStatsConfig
• api_standardization_enhanced::FluentTesting
• api_standardization_enhanced::OperationResult
• api_standardization_enhanced::StatisticalOperation
• bayesian::ARDBayesianRegression
• bayesian::ARDRegressionResult
• bayesian::AdamState
• bayesian::AdaptiveMetropolis
• bayesian::AdaptiveMetropolisResult
• bayesian::AdviConfig
• bayesian::AdviFullRank
• bayesian::AdviFullRankResult
• bayesian::AdviMeanField
• bayesian::AdviResult
• bayesian::BayesianLinearRegression
• bayesian::BayesianPredictionResult
• bayesian::BayesianRegressionResult
• bayesian::BetaBinomial
• bayesian::BetaVI
• bayesian::DirichletMultinomial
• bayesian::DirichletVI
• bayesian::ElboSummary
• bayesian::EnhancedBayesianRegression
• bayesian::EnhancedBayesianRegressionConfig
• bayesian::EnhancedBayesianRegressionPrior
• bayesian::EnhancedBayesianRegressionResult
• bayesian::EnhancedConvergenceInfo
• bayesian::FullRankGaussian
• bayesian::GammaPoisson
• bayesian::GammaVI
• bayesian::HMCResult
• bayesian::HamiltonianMonteCarlo
• bayesian::HierarchicalANOVA
• bayesian::HierarchicalANOVAResults
• bayesian::HierarchicalLinearModel
• bayesian::HierarchicalModelResults
• bayesian::KlDivergence
• bayesian::LogNormalVI
• bayesian::MeanFieldElbo
• bayesian::MeanFieldGaussian
• bayesian::MultivariateNormal
• bayesian::NUTSResult
• bayesian::NaturalGradientParams
• bayesian::NoUTurnSampler
• bayesian::NormalInverseGamma
• bayesian::NormalKnownVariance
• bayesian::NormalizingFlowVI
• bayesian::ParallelTempering
• bayesian::ParallelTemperingResult
• bayesian::ReparamGradConfig
• bayesian::ReparamGradEstimator
• bayesian::StochasticVI
• bayesian::SviBayesianRegression
• bayesian::SviConfig
• bayesian::SviRegressionResult
• bayesian::SviResult
• bayesian::VariationalARD
• bayesian::VariationalARDResult
• bayesian::VariationalBayesianRegression
• bayesian::VariationalDiagnostics
• bayesian::VariationalPredictionResult
• bayesian::VariationalRegressionResult
• bayesian::smc_model_comparison::SmcConfig
• bayesian::smc_model_comparison::SmcModelComparison
• bayesian::smc_model_comparison::SmcParticles
• bayesian::smc_model_comparison::SmcResult
• bayesian::types::BetaVI
• bayesian::types::DirichletVI
• bayesian::types::GammaVI
• bayesian::types::KlDivergence
• bayesian::types::LogNormalVI
• bayesian::types::MeanFieldElbo
• bayesian::types::ReparamGradConfig
• bayesian::types::ReparamGradEstimator
• bayesian_approx::swag::SwagCollector
• bayesian_approx::swag::SwagState
• bayesian_approx::types::BnnApproxResult
• bayesian_approx::types::LaplaceConfig
• bayesian_approx::types::SwagConfig
• bayesian_network::approximate_inference::GibbsSampler
• bayesian_network::approximate_inference::LcgRng
• bayesian_network::approximate_inference::LikelihoodWeighting
• bayesian_network::approximate_inference::MeanFieldVI
• bayesian_network::cpd::ConditionalLinear
• bayesian_network::cpd::GaussianCPD
• bayesian_network::cpd::MixtureCPD
• bayesian_network::cpd::TabularCPD
• bayesian_network::dag::DAG
• bayesian_network::exact_inference::BayesianNetwork
• bayesian_network::exact_inference::BeliefPropagation
• bayesian_network::exact_inference::Factor
• bayesian_network::exact_inference::VariableElimination
• bayesian_network::structure_learning::BIC
• bayesian_network::structure_learning::HillClimbing
• bayesian_network::structure_learning::PCAlgorithm
• bayesian_nn::inference::BayesianMlp
• bayesian_nn::laplace::LaplaceApproximation
• bayesian_nn::layers::BayesianLinear
• bayesian_nn::layers::BnnConfig
• bayesian_nn::swag::SWAGCollector
• bayesian_nn::types::BNNConfig
• bayesian_nn::types::BNNPosterior
• bayesian_nn::types::PredictiveDistribution
• bayesian_nn::types::ReliabilityBin
• benchmark_suite::AlgorithmConfig
• benchmark_suite::BenchmarkConfig
• benchmark_suite::BenchmarkMetrics
• benchmark_suite::BenchmarkReport
• benchmark_suite::BenchmarkSuite
• benchmark_suite::MemoryScaling
• benchmark_suite::MemoryStats
• benchmark_suite::OptimizationRecommendation
• benchmark_suite::PerformanceAnalysis
• benchmark_suite::PerformanceRegression
• benchmark_suite::ScalingAnalysis
• benchmark_suite::SystemInfo
• benchmark_suite::ThresholdRecommendation
• benchmark_suite::TimingStats
• benchmark_suite_enhanced::AIPerformanceAnalysis
• benchmark_suite_enhanced::CrossPlatformAnalysis
• benchmark_suite_enhanced::EnhancedBenchmarkConfig
• benchmark_suite_enhanced::EnhancedBenchmarkReport
• benchmark_suite_enhanced::EnhancedBenchmarkSuite
• benchmark_suite_enhanced::IntelligentRecommendation
• benchmark_suite_enhanced::MLModelConfig
• benchmark_suite_enhanced::MemoryHierarchy
• benchmark_suite_enhanced::OperationRegression
• benchmark_suite_enhanced::PerformanceAnomaly
• benchmark_suite_enhanced::PerformanceBottleneck
• benchmark_suite_enhanced::PerformanceCluster
• benchmark_suite_enhanced::PerformanceForecast
• benchmark_suite_enhanced::PerformancePrediction
• benchmark_suite_enhanced::PerformanceTrend
• benchmark_suite_enhanced::PlatformPerformance
• benchmark_suite_enhanced::PlatformTarget
• benchmark_suite_enhanced::PortabilityIssue
• benchmark_suite_enhanced::RegressionAnalysis
• benchmark_suite_enhanced::SimdCapabilities
• benchmark_suite_enhanced::WorkloadCharacteristics
• bootstrap::BcaBootstrapResult
• bootstrap::BootstrapCI
• causal::CausalGraph
• causal::conditional_independence::CITestResult
• causal::conditional_independence::GSquaredTest
• causal::conditional_independence::KernelCITest
• causal::conditional_independence::PartialCorrelationTest
• causal::difference_in_differences::AttGt
• causal::difference_in_differences::DiD
• causal::difference_in_differences::DiDResult
• causal::difference_in_differences::EventCoefficient
• causal::difference_in_differences::EventStudy
• causal::difference_in_differences::EventStudyResult
• causal::difference_in_differences::StaggeredDiD
• causal::difference_in_differences::StaggeredDiDResult
• causal::difference_in_differences::SyntheticControl
• causal::fci_algorithm::FciAlgorithm
• causal::fci_algorithm::FciResult
• causal::hedge::HedgeCertificate
• causal::hedge::HedgeError
• causal::hedge::HedgeFinder
• causal::id_algorithm::IdAlgorithm
• causal::instrumental_variables::HausmanResult
• causal::instrumental_variables::HausmanTest
• causal::instrumental_variables::IVEstimator
• causal::instrumental_variables::IVResult
• causal::instrumental_variables::LIML
• causal::instrumental_variables::WeakInstrumentResult
• causal::instrumental_variables::WeakInstrumentTest
• causal::linear_sem::LinearSEM
• causal::linear_sem::LinearSEMWithIntercepts
• causal::pc_algorithm::PcAlgorithm
• causal::pc_algorithm::PcResult
• causal::propensity_score::IPW
• causal::propensity_score::MatchingResult
• causal::propensity_score::OverlapCheck
• causal::propensity_score::OverlapResult
• causal::propensity_score::PSMatching
• causal::propensity_score::PSResult
• causal::propensity_score::PropensityScoreModel
• causal::regression_discontinuity::BandwidthSelector
• causal::regression_discontinuity::FuzzyRDD
• causal::regression_discontinuity::RDD
• causal::regression_discontinuity::RDDPlot
• causal::regression_discontinuity::RDDResult
• causal::sem::IdentificationResult
• causal::sem::LinearEquation
• causal::sem::SEM
• causal::sem::SEMWithIntercepts
• causal::semi_markov_graph::SemiMarkovGraph
• causal_graph::dag::CausalDAG
• causal_graph::estimation::DiDResult
• causal_graph::estimation::DifferenceInDifferences
• causal_graph::estimation::DoublyRobustEstimator
• causal_graph::estimation::EstimationResult
• causal_graph::estimation::IPWEstimator
• causal_graph::estimation::NearestNeighborMatching
• causal_graph::estimation::RegressionDiscontinuity
• causal_graph::estimation::SyntheticControlEstimator
• causal_graph::estimation::SyntheticControlResult
• causal_graph::identification::BackdoorResult
• causal_graph::identification::CComponent
• causal_graph::identification::FrontdoorResult
• causal_graph::identification::IdResult
• causal_graph::structure_learning::BicGreedySearch
• causal_graph::structure_learning::FciAlgorithm
• causal_graph::structure_learning::LiNGAM
• causal_graph::structure_learning::LiNGAMResult
• causal_graph::structure_learning::Notears
• causal_graph::structure_learning::PcAlgorithm
• causal_graph::structure_learning::StructureLearningResult
• cointegration::CointegrationCriticalValues
• cointegration::EngleGrangerResult
• cointegration::JohansenResult
• cointegration::VecmResult
• compositional::CompositionalPca
• compositional::CompositionalTestResult
• compositional::DirichletRegression
• conformal::adaptive_conformal::CqrConformal
• conformal::adaptive_conformal::MondrianConformal
• conformal::adaptive_conformal::NormalizedConformal
• conformal::adaptive_conformal::RapsConformal
• conformal::online_conformal::AciConformal
• conformal::split_conformal::SplitConformal
• conformal::split_conformal::SplitConformalClassifier
• conformal::types::ConformalConfig
• conformal::types::ConformalResult
• conformal::types::CpConfig
• conformal::types::PredictionSet
• conformal::types::RapsConfig
• copula_extended::CopulaMleResult
• copulas::ClaytonCopula
• copulas::CopulaFitResult
• copulas::FrankCopula
• copulas::GaussianCopula
• copulas::GumbelCopula
• copulas::StudentTCopula
• copulas::TailDependence
• distribution_characteristics::ConfidenceInterval
• distribution_characteristics::Mode
• distributions::bernoulli::Bernoulli
• distributions::beta::Beta
• distributions::binomial::Binomial
• distributions::cauchy::Cauchy
• distributions::chi_square::ChiSquare
• distributions::circular::von_mises::VonMises
• distributions::circular::wrapped_cauchy::WrappedCauchy
• distributions::exponential::Exponential
• distributions::f::F
• distributions::gamma::Gamma
• distributions::generalized_pareto::GeneralizedPareto
• distributions::geometric::Geometric
• distributions::hypergeometric::Hypergeometric
• distributions::inverse_gaussian::InverseGaussian
• distributions::laplace::Laplace
• distributions::logistic::Logistic
• distributions::lognormal::Lognormal
• distributions::multivariate::dirichlet::Dirichlet
• distributions::multivariate::inverse_wishart::InverseWishart
• distributions::multivariate::multinomial::Multinomial
• distributions::multivariate::multivariate_lognormal::MultivariateLognormal
• distributions::multivariate::normal::MultivariateNormal
• distributions::multivariate::student_t::MultivariateT
• distributions::multivariate::wishart::Wishart
• distributions::negative_binomial::NegativeBinomial
• distributions::normal::Normal
• distributions::pareto::Pareto
• distributions::poisson::Poisson
• distributions::stable::StableDistribution
• distributions::student_t::StudentT
• distributions::truncated::TruncatedBeta
• distributions::truncated::TruncatedExponential
• distributions::truncated::TruncatedGamma
• distributions::truncated::TruncatedNormal
• distributions::tweedie::Tweedie
• distributions::uniform::Uniform
• distributions::validation::DistributionRefPoint
• distributions::validation::DistributionValidation
• distributions::weibull::Weibull
• dynamic_factor::DynamicFactor
• dynamic_factor::DynamicFactorModel
• econometrics::did::DidEstimator
• econometrics::did::DidResult
• econometrics::did::EventStudyCoefficient
• econometrics::did::EventStudyEstimator
• econometrics::did::EventStudyResult
• econometrics::did::StaggeredAttGt
• econometrics::did::StaggeredDidEstimator
• econometrics::did::StaggeredDidResult
• econometrics::instrumental_variables::IvDiagnostics
• econometrics::instrumental_variables::IvResult
• econometrics::instrumental_variables::IvSpec
• econometrics::instrumental_variables::TwoStageLeastSquares
• econometrics::synthetic_control::PlaceboResult
• econometrics::synthetic_control::SyntheticControlEstimator
• econometrics::synthetic_control::SyntheticControlResult
• effect_size::EffectSizeResult
• error_context::EnhancedError
• error_diagnostics::CriticalIssue
• error_diagnostics::ErrorMonitor
• error_diagnostics::ErrorOccurrence
• error_diagnostics::ErrorPattern
• error_diagnostics::ErrorStatistics
• error_diagnostics::ErrorTrend
• error_diagnostics::HealthReport
• error_diagnostics::Recommendation
• error_handling_enhancements::AdvancedContextBuilder
• error_handling_enhancements::AdvancedErrorContext
• error_handling_enhancements::AdvancedErrorMessages
• error_handling_enhancements::AdvancedErrorRecovery
• error_handling_v2::EnhancedError
• error_handling_v2::ErrorBuilder
• error_handling_v2::ErrorContext
• error_handling_v2::PerformanceImpact
• error_handling_v2::RecoverySuggestion
• error_recovery_system::CodeSnippet
• error_recovery_system::ComputationState
• error_recovery_system::DataCharacteristics
• error_recovery_system::DistributionInfo
• error_recovery_system::EnhancedStatsError
• error_recovery_system::ErrorContext
• error_recovery_system::ErrorRecoveryConfig
• error_recovery_system::ErrorRecoverySystem
• error_recovery_system::MissingDataInfo
• error_recovery_system::PerformanceImpact
• error_recovery_system::PreprocessingStep
• error_recovery_system::RangeInfo
• error_recovery_system::RecoverySuggestion
• error_recovery_system::SizeInfo
• error_recovery_system::SystemInfo
• error_recovery_system::ValidationCheck
• error_standardization::AutoRecoverySystem
• error_standardization::BatchErrorHandler
• error_standardization::DataDiagnostics
• error_standardization::EnhancedErrorContext
• error_standardization::ErrorDiagnostics
• error_standardization::ErrorMessages
• error_standardization::ErrorValidator
• error_standardization::InterModuleErrorChecker
• error_standardization::RecoveryAction
• error_standardization::RecoverySuggestions
• error_standardization::StandardizedErrorReporter
• error_standardization::StatsSummary
• error_standardization::SystemDiagnostics
• error_suggestions::DiagnosisReport
• error_suggestions::ErrorFormatter
• error_suggestions::Suggestion
• error_suggestions::SuggestionEngine
• extreme_value::GevFit
• extreme_value::analysis::BlockMaximaResult
• extreme_value::analysis::PotResult
• extreme_value::block_maxima_module::BlockMaximaFitter
• extreme_value::block_maxima_module::BlockMaximaResult
• extreme_value::distributions::Frechet
• extreme_value::distributions::GeneralizedExtremeValue
• extreme_value::distributions::GeneralizedPareto
• extreme_value::distributions::Gumbel
• extreme_value::gev::GEV
• extreme_value::gpd::GPD
• extreme_value::pot_module::POTFitter
• extreme_value::pot_module::POTResult
• extreme_value::risk_measures::BlockMaximaFit
• functional::regression::FunctionOnFunctionRegression
• functional::regression::ScalarOnFunctionRegression
• functional::types::FPCAResult
• functional::types::FoFResult
• functional::types::FunctionalConfig
• functional::types::FunctionalData
• functional::types::SoFResult
• gaussian_process::extended::CompositeKernel
• gaussian_process::extended::GpRegressor
• gaussian_process::extended::MaternKernel
• gaussian_process::extended::PeriodicKernel
• gaussian_process::extended::RBFKernel
• gaussian_process::gp::GaussianProcess
• gaussian_process::kernel::Matern12
• gaussian_process::kernel::Matern32
• gaussian_process::kernel::Matern52
• gaussian_process::kernel::SquaredExponential
• gaussian_process::kernel::SumKernel
• gaussian_process::kernel::WhiteKernel
• gaussian_process::prior::ConstantPrior
• gaussian_process::prior::LinearPrior
• gaussian_process::prior::ZeroPrior
• gaussian_process::regression::GaussianProcessRegressor
• graphical_lasso::GlassoConfig
• graphical_lasso::GlassoPath
• graphical_lasso::GlassoResult
• hmm::DiscreteHmm
• hmm::ForwardResult
• hmm::GaussianForwardResult
• hmm::GaussianHmm
• hmm::HmmFit
• hmm::HmmModel
• inla::hyperparameters::HyperparameterPoint
• inla::laplace::ModeResult
• inla::model_builder::INLAModelBuilder
• inla::types::HyperparameterPosterior
• inla::types::INLAConfig
• inla::types::INLAResult
• inla::types::LatentGaussianModel
• intelligent_error_recovery::ClusteringBasedGenerator
• intelligent_error_recovery::ErrorCluster
• intelligent_error_recovery::ErrorPattern
• intelligent_error_recovery::IntelligentErrorRecovery
• intelligent_error_recovery::IntelligentRecoveryStrategy
• intelligent_error_recovery::MLEnhancedErrorRecovery
• intelligent_error_recovery::MLRecoveryConfig
• intelligent_error_recovery::NeuralErrorClassifier
• intelligent_error_recovery::RecoveryConfig
• intelligent_error_recovery::RecoveryStrategyEnsemble
• intelligent_error_recovery::ResourceRequirements
• intelligent_error_recovery::SimilarityBasedGenerator
• kde::KDE2D
• kde::KernelDensityEstimate
• mcmc::AdaptationState
• mcmc::AdaptiveMetropolisHastings
• mcmc::BlockedGibbsSampler
• mcmc::ChainStatistics
• mcmc::CustomDifferentiableTarget
• mcmc::CustomTarget
• mcmc::DualAveragingAdaptation
• mcmc::DualAveragingState
• mcmc::EnhancedHMCConfig
• mcmc::EnhancedHamiltonianMonteCarlo
• mcmc::EnsembleSampler
• mcmc::GaussianMixtureGibbs
• mcmc::GibbsSampler
• mcmc::HMCStatistics
• mcmc::HamiltonianMonteCarlo
• mcmc::MassAdaptationState
• mcmc::MetropolisHastings
• mcmc::MultipleTryMetropolis
• mcmc::MultivariateNormalGibbs
• mcmc::MultivariateNormalHMC
• mcmc::MultivariateNormalTarget
• mcmc::NoUTurnSampler
• mcmc::ParallelTempering
• mcmc::RandomWalkProposal
• mcmc::SliceSampler
• mcmc::diagnostics::DiagnosticReport
• mcmc::diagnostics::DivergenceDiagnostics
• mcmc::diagnostics::EnergyDiagnostics
• mcmc::diagnostics::ParameterDiagnostic
• mcmc::nuts::NutsConfig
• mcmc::nuts::NutsSample
• mcmc::nuts::NutsSampler
• mcmc::smc::GaussianPrior
• mcmc::smc::GaussianSmcTarget
• mcmc::smc::ParticleFilter
• mcmc::smc::RandomWalkKernel
• mcmc::smc::SmcSampler
• mcmc::smc_model_compare::DynRngAdapter
• mcmc::smc_model_compare::GaussianAlternativeModel
• mcmc::smc_model_compare::GaussianObservationModel
• mcmc::smc_model_compare::ModelComparison
• mcmc::smc_model_compare::SmcModelComparisonConfig
• memory_optimization_advanced::AdaptiveStatsAllocator
• memory_optimization_advanced::CacheOptimizedMatrix
• memory_optimization_advanced::CacheStatistics
• memory_optimization_advanced::MemoryMappedStatsProcessor
• memory_optimization_advanced::MemoryOptimizationConfig
• memory_optimization_advanced::MemoryOptimizationRecommendation
• memory_optimization_advanced::MemoryOptimizationReport
• memory_optimization_advanced::MemoryOptimizationSuite
• memory_optimization_advanced::MemoryPoolStats
• memory_optimization_advanced::MemoryProfile
• memory_optimization_advanced::StreamingStatistics
• memory_optimization_advanced::StreamingStatsCalculator
• memory_optimization_enhanced::EnhancedMemoryOptimizer
• memory_optimization_enhanced::GarbageCollectionResult
• memory_optimization_enhanced::MemoryOptimizationConfig
• memory_optimization_enhanced::MemoryPressureThresholds
• memory_optimization_enhanced::MemoryRequirements
• memory_optimization_enhanced::MemoryStatistics
• memory_optimization_enhanced::OptimizationRecommendation
• memory_optimization_enhanced::PerformanceScore
• mle::derive::Estimator
• mle_symbolic::MleSymbolicResult
• mstats::MaskedArray
• mstats::MaskedArray2
• multiple_testing::MultipleCorrectionResult
• multivariate::CCAResult
• multivariate::CanonicalCorrelationAnalysis
• multivariate::EnhancedFactorAnalysis
• multivariate::EnhancedFactorAnalysisConfig
• multivariate::EnhancedFactorAnalysisResult
• multivariate::EnhancedPCA
• multivariate::EnhancedPCAConfig
• multivariate::EnhancedPCAResult
• multivariate::FactorAnalysis
• multivariate::FactorAnalysisResult
• multivariate::IncrementalPCA
• multivariate::LDAResult
• multivariate::LinearDiscriminantAnalysis
• multivariate::PCA
• multivariate::PCAResult
• multivariate::PLSCanonical
• multivariate::PLSResult
• multivariate::QDAResult
• multivariate::QuadraticDiscriminantAnalysis
• nonparametric::NonparametricTestResult
• numerical_stability_analyzer::CancellationError
• numerical_stability_analyzer::ConditionNumberAnalysis
• numerical_stability_analyzer::EdgeCaseRobustness
• numerical_stability_analyzer::ErrorPropagationAnalysis
• numerical_stability_analyzer::NumericalStabilityAnalyzer
• numerical_stability_analyzer::PrecisionAnalysis
• numerical_stability_analyzer::StabilityAnalysisResult
• numerical_stability_analyzer::StabilityConfig
• numerical_stability_analyzer::StabilityRecommendation
• numerical_stability_analyzer::StabilityReport
• online::streaming_gp::StreamingGp
• online::streaming_gp::StreamingGpConfig
• online::streaming_gp::StreamingGpState
• online::variational_bayes::OnlineVbConfig
• online::variational_bayes::OnlineVbEstimator
• online::variational_bayes::OnlineVbState
• online_bayes::online_vb::OnlineVb
• online_bayes::online_vb::OnlineVbConfig
• online_bayes::streaming_gp::StreamingGp
• online_bayes::streaming_gp::StreamingGpConfig
• outlier_detection::DixonResult
• outlier_detection::EsdResult
• outlier_detection::GrubbsResult
• outlier_detection::IqrOutlierResult
• outlier_detection::ModifiedZScoreResult
• panel::count_models::CountPanelResult
• panel::count_models::NegBinomFE
• panel::count_models::PoissonFE
• panel::count_models::ZeroInflated
• panel::count_models::ZeroInflatedResult
• panel::dynamic::ARTestResult
• panel::dynamic::ArellanoBlond
• panel::dynamic::BlundellBond
• panel::dynamic::DynamicPanelResult
• panel::dynamic::SarganTest
• panel::dynamic::SarganTestResult
• panel::fixed_effects::FEResult
• panel::fixed_effects::FirstDiffEstimator
• panel::fixed_effects::FixedEffectsModel
• panel::fixed_effects::TwoWayFE
• panel::fixed_effects::WithinTransform
• panel::random_effects::HausmanTest
• panel::random_effects::HausmanTestResult
• panel::random_effects::LinearMixedModel
• panel::random_effects::LmmConfig
• panel::random_effects::LmmResult
• panel::random_effects::REML
• panel::random_effects::REResult
• panel::random_effects::RandomEffectsModel
• parallel_enhanced_advanced::AdvancedParallelConfig
• parallel_enhanced_advanced::AdvancedParallelProcessor
• parallel_processing::CrossValidationResult
• parallel_processing::GridSearchResult
• parallel_processing::ParallelBootstrapResult
• parallel_processing::ParallelHistogramResult
• parallel_processing::ParallelMLEResult
• parallel_processing::PermutationTestResult
• parallel_processing::WelfordAccumulator
• parallel_stats_advanced::AdvancedParallelConfig
• parallel_stats_advanced::AdvancedParallelResult
• parallel_stats_advanced::AdvancedParallelStatsProcessor
• parallel_stats_advanced::CacheStatistics
• parallel_stats_advanced::CacheUtilization
• parallel_stats_advanced::CachedResult
• parallel_stats_advanced::HardwareUtilization
• parallel_stats_advanced::MemoryPool
• parallel_stats_advanced::OptimizationOpportunity
• parallel_stats_advanced::OptimizationStrategy
• parallel_stats_advanced::ParallelExecutionContext
• parallel_stats_advanced::ParallelExecutionMetrics
• parallel_stats_advanced::ParallelPerformanceAnalysis
• parallel_stats_advanced::PerformanceBottleneck
• parallel_stats_advanced::PerformanceCounters
• parallel_stats_advanced::PerformanceStatistics
• parallel_stats_advanced::ResourceUtilization
• parallel_stats_advanced::ScalingAnalysis
• parallel_stats_advanced::ThreadLocalCache
• parallel_stats_advanced::ThreadPoolConfig
• parallel_stats_advanced::WorkUnit
• performance_benchmark_suite::AdvancedBenchmarkConfig
• performance_benchmark_suite::AdvancedBenchmarkMetrics
• performance_benchmark_suite::AdvancedBenchmarkReport
• performance_benchmark_suite::AdvancedBenchmarkSuite
• performance_benchmark_suite::BottleneckAnalysis
• performance_benchmark_suite::ComprehensiveAnalysis
• performance_benchmark_suite::ComputeCapability
• performance_benchmark_suite::CoolingRequirements
• performance_benchmark_suite::CrossPlatformAssessment
• performance_benchmark_suite::ExpectedPerformance
• performance_benchmark_suite::FeatureDependencyAnalysis
• performance_benchmark_suite::IntelligentRecommendation
• performance_benchmark_suite::MemoryCharacteristics
• performance_benchmark_suite::MemoryHierarchy
• performance_benchmark_suite::MemoryHierarchyMetrics
• performance_benchmark_suite::MemoryScalingMetrics
• performance_benchmark_suite::ModelAccuracyMetrics
• performance_benchmark_suite::NumericalStabilityMetrics
• performance_benchmark_suite::OptimizationOpportunity
• performance_benchmark_suite::ParallelOverheadAnalysis
• performance_benchmark_suite::ParallelScalingMetrics
• performance_benchmark_suite::PerformanceCharacteristics
• performance_benchmark_suite::PerformanceModel
• performance_benchmark_suite::PlatformOptimizationRecommendation
• performance_benchmark_suite::PlatformProfile
• performance_benchmark_suite::PlatformVarianceMetrics
• performance_benchmark_suite::PowerMetrics
• performance_benchmark_suite::PredictionAccuracyMetrics
• performance_benchmark_suite::ScalabilityAssessment
• performance_benchmark_suite::ScalabilityMetrics
• performance_benchmark_suite::StabilityAssessment
• performance_benchmark_suite::StressTestConfig
• performance_benchmark_suite::TargetPlatform
• performance_benchmark_suite::ThermalCharacteristics
• performance_benchmark_suite::ThermalImpact
• performance_optimization::OptimizedCanonicalCorrelationAnalysis
• performance_optimization::OptimizedLinearDiscriminantAnalysis
• performance_optimization::PerformanceBenchmark
• performance_optimization::PerformanceConfig
• performance_optimization::PerformanceMetrics
• production_deployment::Alert
• production_deployment::BenchmarkResult
• production_deployment::CacheHierarchy
• production_deployment::CheckResult
• production_deployment::ContainerConfig
• production_deployment::ContainerResources
• production_deployment::CpuFeatures
• production_deployment::CpuUtilization
• production_deployment::DeploymentStrategy
• production_deployment::EdgeConstraints
• production_deployment::EnvironmentSpec
• production_deployment::HealthCheck
• production_deployment::HealthCheckConfig
• production_deployment::HealthCheckResult
• production_deployment::HealthChecker
• production_deployment::LoadTestingConfig
• production_deployment::MemoryConfig
• production_deployment::MemoryLimits
• production_deployment::MetricTimeSeries
• production_deployment::MonitoringConfig
• production_deployment::NetworkConfig
• production_deployment::NumaTopology
• production_deployment::PerformanceMonitor
• production_deployment::PerformanceRequirements
• production_deployment::ProductionConfig
• production_deployment::ProductionDeploymentValidator
• production_deployment::Recommendation
• production_deployment::ReliabilityConfig
• production_deployment::ResourceAnalysis
• production_deployment::ResourceLimits
• production_deployment::ScalingConfig
• production_deployment::SecurityConfig
• production_deployment::ServerlessConfig
• production_deployment::SlaRequirements
• production_deployment::StorageConfig
• production_deployment::Threshold
• production_deployment::ValidationResults
• property_based_tests_v2::PropertyBasedTestFramework
• property_based_tests_v2::PropertyTestConfig
• property_based_tests_v2::PropertyTestResult
• property_based_tests_v2::TestInput
• property_based_tests_v2::TestSuiteResult
• property_based_tests_v2::TestSummary
• property_based_validation::ComprehensivePropertyTestSuite
• property_based_validation::CorrelationBounds
• property_based_validation::CorrelationSymmetry
• property_based_validation::MeanLinearity
• property_based_validation::MeanTranslationInvariance
• property_based_validation::PropertyBasedValidator
• property_based_validation::PropertyTestConfig
• property_based_validation::PropertyTestFailure
• property_based_validation::PropertyTestResult
• property_based_validation::QuantileBounds
• property_based_validation::QuantileMonotonicity
• property_based_validation::StandardDeviationNonNegativity
• property_based_validation::StandardDeviationScale
• property_based_validation::ValidationReport
• property_based_validation::VarianceTranslationInvariance
• qmc::HaltonSequence
• qmc::SobolSequence
• qmc::advanced::AdvancedQMCGenerator
• qmc::advanced::StratifiedSampler
• qmc::advanced::StratifiedSamplingConfig
• qmc::enhanced_sequences::DigitalNetParams
• qmc::enhanced_sequences::EnhancedQMCConfig
• qmc::enhanced_sequences::EnhancedQMCGenerator
• qmc::enhanced_sequences::QMCGeneratorState
• qmc::enhanced_sequences::QualityMetrics
• regression::FittedLinearRegression
• regression::FittedRidgeRegression
• regression::HuberT
• regression::LinearRegression
• regression::LtsResult
• regression::RegressionResults
• regression::RidgeRegression
• regression::StepwiseResults
• regression::TheilSlopesResult
• regression::functional::FofConfig
• regression::functional::FofResult
• regression::functional::FunctionalRegression
• robust::PassingBablok
• robust::TheilSen
• robust_estimators::IrlsConfig
• robust_estimators::IrlsResult
• scipy_benchmark_comparison::AccuracyAnalysis
• scipy_benchmark_comparison::AccuracyComparison
• scipy_benchmark_comparison::AccuracyRegression
• scipy_benchmark_comparison::ComparisonRecommendation
• scipy_benchmark_comparison::ComparisonSummary
• scipy_benchmark_comparison::ConditionNumberAnalysis
• scipy_benchmark_comparison::ExpectedImpact
• scipy_benchmark_comparison::FunctionComparison
• scipy_benchmark_comparison::MemoryComparison
• scipy_benchmark_comparison::NumericalStabilityAssessment
• scipy_benchmark_comparison::PerformanceAnalysis
• scipy_benchmark_comparison::PerformanceComparison
• scipy_benchmark_comparison::PerformanceRegression
• scipy_benchmark_comparison::PerformanceTrends
• scipy_benchmark_comparison::PrecisionLossAnalysis
• scipy_benchmark_comparison::RegressionAnalysis
• scipy_benchmark_comparison::ScalingAnalysis
• scipy_benchmark_comparison::ScipyBenchmarkComparison
• scipy_benchmark_comparison::ScipyComparisonConfig
• scipy_benchmark_comparison::ScipyComparisonReport
• scipy_benchmark_comparison::ScipyEnvironmentInfo
• scipy_benchmark_comparison::StabilityAnalysis
• scipy_benchmark_comparison::SystemInfo
• scipy_benchmark_framework::AccuracyComparison
• scipy_benchmark_framework::BenchmarkConfig
• scipy_benchmark_framework::BenchmarkReport
• scipy_benchmark_framework::BenchmarkResult
• scipy_benchmark_framework::BenchmarkSummary
• scipy_benchmark_framework::MemoryComparison
• scipy_benchmark_framework::PerformanceComparison
• scipy_benchmark_framework::ScipyBenchmarkFramework
• scipy_benchmark_framework::TestDataConfig
• scipy_benchmark_framework::TestDataGenerator
• scipy_benchmark_framework::TimingStatistics
• simd_enhanced_core::ComprehensiveStats
• spatial_stats::GearyC
• spatial_stats::LisaResult
• spatial_stats::MoransI
• spatial_stats::MoransResult
• spatial_stats::Ripley
• spatial_stats::SpatialAutocorrelation
• spatial_stats::VariogramBin
• spectral_density::CoherenceResult
• spectral_density::CrossSpectralResult
• spectral_density::SpectralDensityResult
• spectral_density::SpectralGrangerResult
• state_space::KalmanFilter
• state_space::KalmanState
• state_space::StructuralTimeSeries
• state_space::StsFitResult
• state_space::UkfParams
• state_space::UnscentedKalmanFilter
• stationarity::AdfResult
• stationarity::CriticalValues
• stationarity::KpssResult
• stationarity::PhillipsPerronResult
• stationarity::ZivotAndrewsResult
• survival::CoxPH
• survival::KaplanMeier
• survival::NelsonAalen
• survival::aft::AftModel
• survival::competing_risks::CumulativeIncidenceFunction
• survival::competing_risks::FineGrayModel
• survival::cox::CoxPHModel
• survival::frailty::nested_frailty::NestedFrailtyModel
• survival::frailty::nested_frailty::NestedFrailtyResult
• survival::frailty::shared_frailty::SharedFrailtyModel
• survival::frailty::types::ClusterInfo
• survival::frailty::types::FrailtyConfig
• survival::frailty::types::FrailtyResult
• survival::kaplan_meier::KaplanMeierEstimator
• survival::legacy::AFTModel
• survival::legacy::CompetingRisksModel
• survival::legacy::CoxPHModel
• survival::legacy::ExtendedCoxModel
• survival::legacy::KaplanMeierEstimator
• survival::legacy::LogRankTest
• survival::nelson_aalen::NelsonAalenEstimator
• survival_api::CoxPHModel
• survival_api::KMCurve
• survival_api::NACurve
• tests::anova::AnovaResult
• tests::chi2_test::ChiSquareResult
• tests::ttest::TTestResult
• tvp_var::TvpVar
• tvp_var::TvpVarResult
• tvp_var::TvpVarState
• unified_error_handling::UnifiedErrorHandler
• variational::Advi
• variational::AdviConfig
• variational::FlowVi
• variational::FlowViConfig
• variational::NormalizingFlowChain
• variational::PosteriorResult
• variational::RbfKernel
• variational::Svgd
• variational::SvgdConfig
• variational::bbvi::BbviConfig
• variational::bbvi::BbviResult
• variational::bbvi::BbviSolver
• variational::bbvi::GaussianBbviModel
• variational::bbvi::RngAdapter

Enums

• AFTDistribution
• ActivationFunction
• ActivationType
• AdvancedPrior
• AlgorithmChoice
• AllocationStrategy
• AnomalyDetectionAlgorithm
• AnomalySeverity
• BandwidthMethod
• BootstrapStatistic
• CacheOptimizationStrategy
• ChangePointAlgorithm
• ClusteringAlgorithm
• CoeffientField
• CompressionAlgorithm
• ConvergenceReason
• CovarianceConstraint
• CovarianceType
• DataEncodingMethod
• DimensionalityReductionMethod
• DistanceMetric
• Either
• FilterFunction
• FiltrationType
• ICAAlgorithm
• InitializationMethod
• InstructionSet
• KernelType
• MLModelType
• MatrixOperation
• MemoryAlgorithmChoice
• MemoryAlignment
• MemoryPattern
• ModelSelectionCriterion
• ModelType
• NumericalStabilityLevel
• PCAVariant
• ParallelStrategy
• PersistenceAlgorithm
• PrefetchStrategy
• ProfilingLevel
• QuantileInterpolation
• QuantumClusteringAlgorithm
• QuantumFeatureEncoding
• QuantumFeatureMap
• QuantumKernelType
• QuantumMeasurementBasis
• RegressionStatus
• RegressionTrendDirection
• RollingStatistic
• SamplingMethod
• SpectralActivationFunction
• SpectrogramType
• StreamProcessingMode
• SurvivalActivationFunction
• SurvivalModel
• SurvivalModelType
• TensorDecomposition
• TensorNetworkType
• V5KernelType
• VQEAnsatz
• VectorStrategy
• VectorizationLevel
• WaveletType
• WindowFunction
• WindowingStrategy
• adaptive_simd_optimization::AlignmentStrategy
• adaptive_simd_optimization::CpuArchitecture
• adaptive_simd_optimization::MemoryAccessPattern
• adaptive_simd_optimization::OptimizationLevel
• adaptive_simd_optimization::PrefetchStrategy
• adaptive_simd_optimization::SimdAlignment
• adaptive_simd_optimization::SimdInstructionSet
• advanced_bootstrap::BlockType
• advanced_bootstrap::BootstrapType
• advanced_bootstrap::ParametricBootstrapParams
• advanced_bootstrap::TaperFunction
• advanced_bootstrap::WildDistribution
• advanced_error_enhancements_v2::AlgorithmIssue
• advanced_error_enhancements_v2::CompatibilityImpact
• advanced_error_enhancements_v2::ConfigIssue
• advanced_error_enhancements_v2::DataIssueType
• advanced_error_enhancements_v2::EffortLevel
• advanced_error_enhancements_v2::InteractiveType
• advanced_error_enhancements_v2::NumericalIssue
• advanced_error_enhancements_v2::OptimizationLevel
• advanced_error_enhancements_v2::QualitySeverity
• advanced_error_enhancements_v2::ResourceIssue
• advanced_error_enhancements_v2::RiskLevel
• advanced_error_enhancements_v2::RootCause
• advanced_integration::QMCSequenceType
• advanced_simd_stats::AccuracyLevel
• advanced_simd_stats::AffinityStrategy
• advanced_simd_stats::AlgorithmChoice
• advanced_simd_stats::AllocationStrategy
• advanced_simd_stats::BatchOperation
• advanced_simd_stats::BatchStrategy
• advanced_simd_stats::BlockingStrategy
• advanced_simd_stats::CoolingSolution
• advanced_simd_stats::CpuArchitecture
• advanced_simd_stats::DistributionPattern
• advanced_simd_stats::LogicalOperator
• advanced_simd_stats::MemoryLayout
• advanced_simd_stats::ModelType
• advanced_simd_stats::NumaAllocationPolicy
• advanced_simd_stats::NumericalRange
• advanced_simd_stats::PerformancePreference
• advanced_simd_stats::PrefetchStrategy
• advanced_simd_stats::ScalarAlgorithm
• advanced_simd_stats::SelectionCondition
• advanced_simd_stats::SimdAlgorithm
• advanced_simd_stats::SimdInstructionSet
• advanced_simd_stats::SizeBucket
• advanced_simd_stats::SparsityLevel
• advanced_stubs::BatchOperation
• advanced_stubs::MatrixOperationType
• advanced_stubs::TimeSeriesOperation
• advi::types::ConstraintType
• advi::types::VariationalFamily
• api_consistency_validation::CheckCategory
• api_consistency_validation::DocumentationStatus
• api_consistency_validation::FunctionCategory
• api_consistency_validation::InconsistencyType
• api_consistency_validation::Severity
• api_consistency_validation::ValidationStatus
• api_improvements::CorrelationMethod
• api_improvements::OptimizationHint
• api_standardization::Alternative
• api_standardization::ComplexityClass
• api_standardization::CorrelationMethod
• api_standardization::DifferenceCategory
• api_standardization::ErrorCategory
• api_standardization::MemoryUsagePattern
• api_standardization::NullHandling
• api_standardization::ParameterConstraint
• api_standardization::ValidationCategory
• api_standardization::ValidationSeverity
• api_standardization::ValidationStatus
• api_standardization_enhanced::AutoOptimizationLevel
• api_standardization_enhanced::CorrelationMethod
• api_standardization_enhanced::CorrelationType
• api_standardization_enhanced::DescriptiveOperation
• api_standardization_enhanced::MemoryStrategy
• api_standardization_enhanced::OperationType
• api_standardization_enhanced::RegressionType
• api_standardization_enhanced::ResultFormat
• api_standardization_enhanced::TestType
• bayesian::EnhancedInferenceMethod
• bayesian::FlowLayer
• bayesian::LearningRateSchedule
• bayesian::ParameterConstraint
• bayesian_approx::types::HessianMethod
• bayesian_network::structure_learning::Operator
• bayesian_nn::types::ApproximationMethod
• bayesian_nn::types::CovarianceType
• bayesian_nn::types::UncertaintyType
• benchmark_suite::ComplexityClass
• benchmark_suite::MemoryTrend
• benchmark_suite_enhanced::AnomalyType
• benchmark_suite_enhanced::BottleneckType
• benchmark_suite_enhanced::FeatureSelectionStrategy
• benchmark_suite_enhanced::ImplementationEffort
• benchmark_suite_enhanced::MLModelType
• benchmark_suite_enhanced::PortabilityIssueType
• benchmark_suite_enhanced::RecommendationCategory
• benchmark_suite_enhanced::RecommendationPriority
• benchmark_suite_enhanced::RegressionSeverity
• benchmark_suite_enhanced::RetrainingFrequency
• benchmark_suite_enhanced::TrendDirection
• causal::EdgeMark
• causal::id_algorithm::IdResult
• causal::propensity_score::MatchingMethod
• causal::propensity_score::TrimMethod
• causal::regression_discontinuity::BandwidthMethod
• causal::symbolic_prob::ProbExpr
• causal_graph::identification::DoCalculusRule
• causal_graph::structure_learning::EdgeType
• cointegration::JohansenDeterministic
• conformal::types::ScoreType
• copula_extended::CopulaFamily
• copula_extended::CopulaParams
• distribution_characteristics::ModeMethod
• error::StatsError
• error_context::enhanced_validation::ParamType
• error_diagnostics::TrendDirection
• error_handling_enhancements::OptimizationSuggestion
• error_handling_enhancements::RecoveryStrategy
• error_handling_v2::ErrorCode
• error_recovery_system::ConvergenceStatus
• error_recovery_system::ErrorSeverity
• error_recovery_system::ImpactLevel
• error_recovery_system::MissingPattern
• error_recovery_system::RecoveryAction
• error_recovery_system::SuggestionType
• error_standardization::DataQualityIssue
• error_standardization::PerformanceImpact
• error_suggestions::ErrorType
• error_suggestions::Severity
• extreme_value::analysis::EvtEstimationMethod
• extreme_value::analysis::PlottingPosition
• functional::types::BasisType
• gaussian_process::extended::CompositeMode
• gaussian_process::extended::MaternNu
• gpu::GpuStatsError
• inla::gaussian_field::LatentFieldType
• inla::types::IntegrationStrategy
• inla::types::LikelihoodFamily
• intelligent_error_recovery::RiskLevel
• kde::Kernel
• mcmc::MassAdaptationStrategy
• mcmc::StepSizeAdaptationStrategy
• mcmc::smc::ResamplingStrategy
• memory_optimization_advanced::MatrixLayout
• memory_optimization_enhanced::CacheStrategy
• memory_optimization_enhanced::MemoryLayout
• memory_optimization_enhanced::MemoryPressure
• memory_optimization_enhanced::PrefetchStrategy
• mle::derive::DeriveError
• mle::derive::FitError
• mle_symbolic::MleSymbolicError
• multivariate::EnhancedPCAAlgorithm
• multivariate::EnhancedRotationMethod
• multivariate::LDASolver
• multivariate::RotationType
• multivariate::SvdSolver
• numerical_stability_analyzer::ConditioningClass
• numerical_stability_analyzer::OverflowRisk
• numerical_stability_analyzer::RecommendationPriority
• numerical_stability_analyzer::RecommendationType
• numerical_stability_analyzer::StabilityGrade
• online::variational_bayes::ConjugateModel
• panel::count_models::CountDistribution
• parallel_enhanced_advanced::ChunkStrategy
• parallel_enhanced_advanced::ParallelResult
• parallel_stats_advanced::BottleneckType
• parallel_stats_advanced::CacheOptimizationLevel
• parallel_stats_advanced::LoadBalancingAlgorithm
• parallel_stats_advanced::MemoryLayoutStrategy
• parallel_stats_advanced::OptimizationComplexity
• parallel_stats_advanced::OptimizationType
• parallel_stats_advanced::ParallelMemoryStrategy
• parallel_stats_advanced::PerformanceRating
• parallel_stats_advanced::ScalingStrategy
• parallel_stats_advanced::ThreadAffinityStrategy
• parallel_stats_advanced::ThreadPriority
• parallel_stats_advanced::WorkDistributionMethod
• parallel_stats_advanced::WorkPriority
• parallel_stats_advanced::WorkStealingStrategy
• performance_benchmark_suite::CompatibilityImpact
• performance_benchmark_suite::ComplexityClass
• performance_benchmark_suite::DataDistribution
• performance_benchmark_suite::ImplementationComplexity
• performance_benchmark_suite::ImplementationEffort
• performance_benchmark_suite::ModelType
• performance_benchmark_suite::PlatformSpecificity
• performance_benchmark_suite::PrecisionLevel
• performance_benchmark_suite::RecommendationCategory
• performance_benchmark_suite::RecommendationPriority
• performance_benchmark_suite::StabilityRisk
• performance_benchmark_suite::ThermalRisk
• production_deployment::AlertSeverity
• production_deployment::CheckSeverity
• production_deployment::CheckStatus
• production_deployment::CloudProvider
• production_deployment::ContainerRuntime
• production_deployment::DeploymentType
• production_deployment::EnvironmentType
• production_deployment::HealthStatus
• production_deployment::LogLevel
• production_deployment::RecommendationPriority
• production_deployment::ServerlessPlatform
• production_deployment::SimdFeature
• production_deployment::StorageType
• property_based_tests_v2::TestStatus
• property_based_validation::PropertyTestStatus
• qmc::advanced::IntraStratumMethod
• qmc::advanced::QMCSequenceType
• qmc::enhanced_sequences::BaseSelectionStrategy
• qmc::enhanced_sequences::EnhancedSequenceType
• qmc::enhanced_sequences::HybridCombinationStrategy
• qmc::enhanced_sequences::NetConstructionMethod
• regression::StepwiseCriterion
• regression::StepwiseDirection
• regression::functional::FunctionalBasis
• robust_estimators::MEstimatorWeight
• scipy_benchmark_comparison::AccuracyAssessment
• scipy_benchmark_comparison::AccuracyRating
• scipy_benchmark_comparison::AccuracyRegressionSeverity
• scipy_benchmark_comparison::ComparisonStatus
• scipy_benchmark_comparison::ComplexityAssessment
• scipy_benchmark_comparison::ImplementationComplexity
• scipy_benchmark_comparison::MemoryEfficiencyAssessment
• scipy_benchmark_comparison::NumericalStabilityRating
• scipy_benchmark_comparison::PerformanceRating
• scipy_benchmark_comparison::PerformanceSignificance
• scipy_benchmark_comparison::RecommendationCategory
• scipy_benchmark_comparison::RecommendationPriority
• scipy_benchmark_comparison::RegressionRisk
• scipy_benchmark_comparison::StabilityRating
• scipy_benchmark_framework::AccuracyGrade
• scipy_benchmark_framework::BenchmarkStatus
• scipy_benchmark_framework::DataDistribution
• scipy_benchmark_framework::PerformanceGrade
• spectral_density::Window
• state_space::StsModel
• stationarity::AdfRegression
• stationarity::KpssTrend
• stationarity::LagCriterion
• stationarity::ZivotAndrewsBreak
• survival::aft::AftDistribution
• survival::frailty::types::FrailtyDistribution
• survival::legacy::AFTDistribution
• tests::ttest::Alternative
• variational::AdviApproximation
• variational::AdviTransform
• variational::FlowLayer
• variational::FlowType
• variational::bbvi::GradientEstimator

Traits

• AdvancedSimdOps
• AdvancedTarget
• advanced_parallel_monte_carlo::IntegrableFunction
• api_improvements::CorrelationExt
• bayesian::LogDensity
• bayesian::VariationalFamily
• bayesian::functions::VariationalFamily
• bayesian_network::approximate_inference::Rng
• bayesian_network::cpd::CPD
• causal::conditional_independence::ConditionalIndependenceTest
• copulas::Copula
• error::StatsErrorExt
• gaussian_process::extended::KernelFunction
• gaussian_process::kernel::Kernel
• gaussian_process::prior::Prior
• intelligent_error_recovery::StrategyGenerator
• mcmc::ConditionalDistribution
• mcmc::DifferentiableTarget
• mcmc::EnhancedDifferentiableTarget
• mcmc::ProposalDistribution
• mcmc::TargetDistribution
• mcmc::smc::ObservationModel
• mcmc::smc::PriorDistribution
• mcmc::smc::SmcKernel
• mcmc::smc::SmcTargetDistribution
• mcmc::smc::TransitionKernel
• mcmc::smc_model_compare::BayesianModel
• mcmc::smc_model_compare::DynRng
• property_based_validation::MathematicalProperty
• sampling::SampleableDistribution
• traits::CircularDistribution
• traits::ContinuousCDF
• traits::ContinuousDistribution
• traits::DiscreteCDF
• traits::DiscreteDistribution
• traits::Distribution
• traits::Fittable
• traits::MultivariateDistribution
• traits::Truncatable
• variational::VariationalInference
• variational::bbvi::BbviModel
• variational::bbvi::RngCore64

Macros

• enhanced_error
• stats_error
• stats_error_unified
• stats_error_with_suggestions
• validate_or_error

Functions

• adaptive_simd_optimization::create_adaptive_simd_optimizer
• adaptive_simd_optimization::optimize_simd_operation
• advanced_bootstrap::block_bootstrap
• advanced_bootstrap::circular_block_bootstrap
• advanced_bootstrap::moving_block_bootstrap
• advanced_bootstrap::stationary_bootstrap
• advanced_bootstrap::stratified_bootstrap
• advanced_comprehensive_simd
• advanced_error_enhancements_v2::create_enhanced_error_context
• advanced_mean_f32
• advanced_mean_f64
• advanced_mean_simd
• advanced_parallel_monte_carlo::integrate_parallel
• advanced_simd_stats::create_advanced_simd_optimizer
• advanced_std_simd
• advanced_stubs::create_advanced_parallel_processor
• advanced_stubs::create_exhaustive_numerical_stability_tester
• advi::advi::make_linear_regression_log_joint
• advi::advi::mean_field_entropy
• advi::advi::sample_posterior
• advi::transforms::log_jacobian_bounded
• advi::transforms::log_jacobian_positive
• advi::transforms::log_transform
• advi::transforms::logit_transform
• advi::transforms::softmax_transform
• api_consistency_validation::validate_api_consistency
• api_standardization_enhanced::quick_correlation
• api_standardization_enhanced::quick_descriptive
• api_standardization_enhanced::stats
• api_standardization_enhanced::stats_with
• batch_correlations_parallel
• batch_normalize_simd
• bayesian::enhanced_bayesian_linear_regression_exact
• bayesian::enhanced_bayesian_linear_regression_vb
• bayesian::smc_model_comparison::ess
• bayesian::smc_model_comparison::logsumexp
• bayesian_approx::laplace::diagonal_ggn
• bayesian_approx::laplace::fd_per_sample_gradients
• bayesian_approx::laplace::fit_laplace
• bayesian_approx::laplace::posterior_variance_from_ggn
• bayesian_approx::laplace::predict_mean_linear
• bayesian_approx::laplace::predict_variance_linear
• bayesian_approx::swag::fit_swag
• bayesian_approx::swag::predict_ensemble
• bayesian_approx::swag::sample_weights
• bayesian_network::structure_learning::count_cardinalities
• bayesian_network::structure_learning::fisherz_test
• bayesian_network::structure_learning::partial_correlation
• bayesian_nn::inference::aleatoric_uncertainty
• bayesian_nn::inference::epistemic_uncertainty
• bayesian_nn::laplace::kfac_factors
• bayesian_nn::prediction::decompose_uncertainty
• bayesian_nn::prediction::expected_calibration_error
• bayesian_nn::prediction::gaussian_nll
• bayesian_nn::prediction::mc_predictive
• bayesian_nn::prediction::reliability_diagram
• bayesian_nn::swag::multi_swag_predict
• benchmark_mixture_models
• benchmark_suite_enhanced::create_configured_enhanced_benchmark_suite
• benchmark_suite_enhanced::create_enhanced_benchmark_suite
• benchmark_suite_enhanced::run_quick_ai_analysis
• bootstrap::bca_bootstrap
• bootstrap::block_bootstrap_ci
• bootstrap::parametric_bootstrap
• bootstrap::percentile_bootstrap
• bootstrap_mean_simd
• bootstrap_parallel
• bootstrap_parallel_advanced
• bootstrap_parallel_enhanced
• boxplot_stats
• cache_friendly::tiled_matrix_operation
• cache_oblivious_matrix_mult
• causal::hedge::ancestors_of
• causal::hedge::c_components_in_subgraph
• causal::hedge::topological_order
• causal::id_algorithm::do_calculus_rule1
• causal::id_algorithm::do_calculus_rule2
• causal::id_algorithm::do_calculus_rule3
• causal::pc_algorithm::apply_meek_rules
• causal::propensity_score::ps_estimate
• causal::sem::satisfies_backdoor
• causal_graph::identification::c_components_with_hidden
• causal_graph::identification::check_do_calculus_rule
• causal_graph::identification::find_backdoor_sets
• causal_graph::identification::find_frontdoor_set
• causal_graph::identification::id_algorithm
• causal_graph::identification::satisfies_backdoor
• causal_graph::identification::satisfies_frontdoor
• causal_graph::identification::tian_pearl_id
• coef_variation
• coefficient_of_variation_simd
• cointegration::determine_rank
• cointegration::engle_granger_test
• cointegration::estimate_vecm
• cointegration::johansen_test
• compositional::aitchison_distance
• compositional::aitchison_inner_product
• compositional::aitchison_norm
• compositional::alr_inverse
• compositional::alr_transform
• compositional::closure
• compositional::clr_inverse
• compositional::clr_transform
• compositional::dirichlet_mle
• compositional::ilr_inverse
• compositional::ilr_transform
• compositional::neutrality_test
• compositional::perturbation
• compositional::powering
• comprehensive_stats_simd
• conformal::online_conformal::coverage_drift
• conformal::online_conformal::running_coverage
• conformal::split_conformal::empirical_coverage_classification
• conformal::split_conformal::empirical_coverage_regression
• conformal::types::conformal_quantile
• contingency::association
• contingency::chi2_contingency
• contingency::fisher_exact
• contingency::odds_ratio
• contingency::relative_risk
• copula_extended::copula_cdf
• copula_extended::copula_pdf
• copula_extended::copula_sample
• copula_extended::fit_copula_mle
• copula_extended::kendall_tau_from_copula_param
• copula_extended::lower_tail_dep
• copula_extended::upper_tail_dep
• copulas::fit_clayton_copula
• copulas::fit_frank_copula
• copulas::fit_gaussian_copula
• copulas::fit_gumbel_copula
• copulas::pseudo_observations
• copulas::tail_dependence
• corrcoef
• corrcoef_matrix_simd
• corrcoef_memory_aware
• corrcoef_parallel
• corrcoef_parallel_enhanced
• corrcoef_simd
• correlation_matrix_parallel_advanced
• correlation_simd_enhanced::covariance_matrix_simd
• correlation_simd_enhanced::partial_correlation_simd
• correlation_simd_enhanced::rolling_correlation_simd
• correlation_simd_enhanced::simd_pearson_correlation_matrix
• correlation_simd_enhanced::simd_spearman_correlation_batch
• correlation_simd_enhanced::spearman_r_simd
• cosine_distance_simd
• covariance_chunked
• covariance_matrix_simd_v4
• covariance_simd
• cox_regression
• create_adaptive_memory_manager
• create_advanced_simd_processor
• create_advanced_streaming_processor
• create_optimized_memory_manager
• create_performance_optimized_simd_processor
• create_regression_detector
• create_regression_detector_with_config
• create_stability_optimized_simd_processor
• create_streaming_processor_with_config
• data_range
• deciles
• descriptive_stats_simd
• detect_outliers_zscore_simd
• distance_matrix_simd
• distribution_characteristics::cross_entropy
• distribution_characteristics::entropy
• distribution_characteristics::kl_divergence
• distribution_characteristics::kurtosis_ci
• distribution_characteristics::mode
• distribution_characteristics::skewness_ci
• distributions::bern
• distributions::bernoulli
• distributions::bernoulli::bernoulli
• distributions::beta
• distributions::binom
• distributions::binomial::binom
• distributions::cauchy
• distributions::cauchy::cauchy
• distributions::chi2
• distributions::circular::von_mises::von_mises
• distributions::circular::wrapped_cauchy::wrapped_cauchy
• distributions::expon
• distributions::f
• distributions::gamma
• distributions::geom
• distributions::geometric::geom
• distributions::hypergeom
• distributions::hypergeometric::hypergeom
• distributions::inverse_gaussian
• distributions::invgauss
• distributions::laplace
• distributions::laplace::laplace
• distributions::logistic
• distributions::logistic::logistic
• distributions::lognorm
• distributions::lognormal::lognormal
• distributions::multivariate::dirichlet::dirichlet
• distributions::multivariate::inverse_wishart::inverse_wishart
• distributions::multivariate::multinomial::multinomial
• distributions::multivariate::multivariate_lognormal::multivariate_lognormal
• distributions::multivariate::normal::compute_cholesky
• distributions::multivariate::normal::compute_inverse_from_cholesky
• distributions::multivariate::normal::multivariate_normal
• distributions::multivariate::student_t::multivariate_t
• distributions::multivariate::wishart::lmultigamma
• distributions::multivariate::wishart::wishart
• distributions::nbinom
• distributions::negative_binomial::nbinom
• distributions::norm
• distributions::pareto
• distributions::pareto::pareto
• distributions::poisson
• distributions::t
• distributions::uniform
• distributions::validation::check_cdf
• distributions::validation::check_pdf
• distributions::validation::check_ppf
• distributions::vonmises
• distributions::weibull
• distributions::weibull::weibull
• distributions::weibull_min
• distributions::wrapcauchy
• dynamic_factor::fit_dynamic_factor
• effect_size::cohens_d
• effect_size::cohens_d_ci
• effect_size::correlation_ci
• effect_size::d_to_r
• effect_size::eta_squared
• effect_size::glass_delta
• effect_size::hedges_g
• effect_size::omega_squared
• effect_size::partial_eta_squared
• effect_size::point_biserial_correlation
• effect_size::r_to_d
• error::convert_to_validation_error
• error_context::data_validation::validatedata_quality
• error_context::data_validation::validateshape_compatibility
• error_context::enhanced_validation::validate_distribution_params
• error_context::numerical::handle_convergence_failure
• error_context::numerical::handle_overflow
• error_context::numerical::handle_singular_matrix
• error_diagnostics::generate_global_health_report
• error_diagnostics::get_global_statistics
• error_diagnostics::global_monitor
• error_diagnostics::record_global_error
• error_messages::helpers::array_empty
• error_messages::helpers::arrays_length_mismatch
• error_messages::helpers::insufficientdata
• error_messages::helpers::non_negative_required
• error_messages::helpers::not_implemented
• error_messages::helpers::numerical_error
• error_messages::helpers::positive_required
• error_messages::helpers::probability_range
• error_messages::validation::ensure_non_negative
• error_messages::validation::ensure_not_empty
• error_messages::validation::ensure_positive
• error_messages::validation::ensure_probability
• error_messages::validation::ensure_same_length
• error_messages::validation::ensure_sufficientdata
• error_recovery_system::enhance_error_with_recovery
• error_recovery_system::initialize_error_recovery
• error_suggestions::diagnose_error
• euclidean_distance_simd
• exponential_moving_average_simd
• extreme_value::analysis::block_maxima_analysis
• extreme_value::analysis::empirical_return_periods
• extreme_value::analysis::hill_estimator
• extreme_value::analysis::mean_excess_plot
• extreme_value::analysis::peaks_over_threshold
• extreme_value::analysis::pickands_estimator
• extreme_value::analysis::return_level_confidence
• extreme_value::block_maxima
• extreme_value::block_maxima_module::extract_block_maxima
• extreme_value::estimation::gev_fit_lmoments
• extreme_value::estimation::gev_fit_mle
• extreme_value::estimation::gev_fit_pwm
• extreme_value::estimation::gev_goodness_of_fit
• extreme_value::estimation::gpd_fit_mle
• extreme_value::estimation::gumbel_fit_lmoments
• extreme_value::estimation::gumbel_fit_mle
• extreme_value::estimation::sample_lmoments
• extreme_value::extreme_value_index
• extreme_value::fit_gev
• extreme_value::gev_cdf
• extreme_value::gev_pdf
• extreme_value::peaks_over_threshold_simple
• extreme_value::pot_module::extract_exceedances
• extreme_value::pot_module::threshold_selection_mrl
• extreme_value::pot_module::threshold_selection_stability
• extreme_value::return_level
• extreme_value::return_levels::return_level_confidence_intervals
• extreme_value::return_levels::return_level_gev
• extreme_value::return_levels::return_level_gpd
• extreme_value::risk_measures::conditional_var
• extreme_value::risk_measures::fit_block_maxima
• extreme_value::risk_measures::pot_analysis
• extreme_value::risk_measures::return_level_ci
• extreme_value::risk_measures::tail_index_hill
• extreme_value::risk_measures::value_at_risk
• functional::basis::evaluate_basis
• functional::basis::gcv_select_lambda
• functional::basis::smooth_curve
• functional::fpca::functional_pca
• functional::fpca::reconstruct_from_scores
• functional::regression::r_squared
• gaussian_mixture_model
• gaussian_process::regression::default_gp_regressor
• gini_coefficient
• gini_simd
• gmm_cross_validation
• gmm_model_selection
• gpu::exponential_cdf_batch
• gpu::exponential_log_pdf_batch
• gpu::normal_cdf_batch
• gpu::normal_log_pdf_batch
• graphical_lasso::glasso
• graphical_lasso::glasso_path
• hierarchical_gmm_init
• histogram_simd
• hmm::backward_algorithm
• hmm::baum_welch
• hmm::forward_algorithm
• hmm::gaussian_forward
• hmm::gaussian_viterbi
• hmm::posterior_state_probs
• hmm::viterbi
• icc
• information::aic
• information::aicc
• information::bic
• information::conditional_entropy
• information::entropy
• information::hellinger_distance
• information::hqic
• information::joint_entropy
• information::js_divergence
• information::kl_divergence
• information::mutual_information
• information::normalized_mutual_information
• information::total_variation
• inla::gaussian_field::build_precision_matrix
• inla::gaussian_field::kronecker_precision
• inla::gaussian_field::validate_field_params
• inla::hyperparameters::ccd_integration_points
• inla::hyperparameters::evaluate_hyperparameter
• inla::hyperparameters::explore_hyperparameter_grid
• inla::hyperparameters::grid_integration
• inla::hyperparameters::summarize_hyperparameter_posterior
• inla::laplace::compute_neg_hessian
• inla::laplace::find_mode
• inla::laplace::full_inverse
• inla::laplace::inverse_diagonal
• inla::laplace::laplace_log_marginal_likelihood
• inla::laplace::log_likelihood
• inla::laplace::log_likelihood_gradient_single
• inla::laplace::log_likelihood_hessian_single
• inla::laplace::log_posterior_gradient
• inla::marginals::compute_marginals
• inla::marginals::corrected_laplace_marginal
• inla::marginals::fit_inla
• intelligent_error_recovery::create_intelligent_recovery
• intelligent_error_recovery::create_ml_enhanced_recovery
• intelligent_error_recovery::get_intelligent_suggestions
• iqr
• iqr_simd
• kaplan_meier
• kde::cross_validation_bandwidth
• kde::improved_sheather_jones
• kde::scott_bandwidth
• kde::silverman_bandwidth
• kde_parallel
• kendall_tau
• kendalltau
• kernel_density_estimation
• kurtosis
• kurtosis_compat
• linear_regression_simd
• log_rank_test
• mad_simd
• manhattan_distance_simd
• math_utils::abs_f32
• math_utils::abs_f64
• math_utils::sign_f32
• math_utils::sign_f64
• mcmc::diagnostics::autocorrelation
• mcmc::diagnostics::bulk_ess
• mcmc::diagnostics::bulk_ess_per_parameter
• mcmc::diagnostics::bulk_ess_single
• mcmc::diagnostics::divergence_diagnostics
• mcmc::diagnostics::effective_sample_size
• mcmc::diagnostics::energy_bfmi
• mcmc::diagnostics::energy_diagnostics
• mcmc::diagnostics::mcse
• mcmc::diagnostics::mcse_mean
• mcmc::diagnostics::mcse_quantile
• mcmc::diagnostics::r_hat
• mcmc::diagnostics::rhat_per_parameter
• mcmc::diagnostics::running_mean
• mcmc::diagnostics::running_variance
• mcmc::diagnostics::split_r_hat
• mcmc::diagnostics::split_rhat
• mcmc::diagnostics::split_rhat_rank
• mcmc::diagnostics::split_rhat_trace
• mcmc::diagnostics::tail_ess
• mcmc::diagnostics::tail_ess_per_parameter
• mcmc::diagnostics::tail_ess_single
• mcmc::enhanced_hmc_sample
• mcmc::smc::effective_sample_size
• mcmc::smc::normalize_log_weights
• mcmc::smc::resample
• mcmc::smc_model_compare::smc_model_comparison
• mean
• mean_abs_deviation
• mean_parallel
• mean_parallel_advanced
• mean_parallel_enhanced
• mean_simd
• mean_simd_optimized
• mean_zero_copy
• median
• median_abs_deviation
• median_abs_deviation_simd
• median_simd
• memory_mapped::mmap_mean
• memory_mapped::mmap_variance
• memory_optimization_enhanced::create_configured_memory_optimizer
• memory_optimization_enhanced::create_enhanced_memory_optimizer
• mle::derive::derive
• mle_symbolic::fit_mle_symbolic
• moment
• moment_compat
• moments_simd::kurtosis_simd
• moments_simd::kurtosis_ultra_simd
• moments_simd::moment_simd
• moments_simd::moment_ultra_simd
• moments_simd::moments_batch_simd
• moments_simd::moments_batch_ultra_simd
• moments_simd::skewness_simd
• moments_simd::skewness_ultra_simd
• mstats::masked_corrcoef
• mstats::masked_cov
• mstats::masked_kurtosis
• mstats::masked_mean
• mstats::masked_median
• mstats::masked_quantile
• mstats::masked_skew
• mstats::masked_std
• mstats::masked_tmean
• mstats::masked_var
• multiple_testing::benjamini_hochberg
• multiple_testing::benjamini_yekutieli
• multiple_testing::bonferroni
• multiple_testing::hochberg
• multiple_testing::holm_bonferroni
• multiple_testing::multipletests
• multiple_testing::sidak
• multivariate::efa::bartlett_test
• multivariate::efa::kmo_test
• multivariate::efa::parallel_analysis
• multivariate::enhanced_factor_analysis
• multivariate::enhanced_pca
• multivariate::mle_components
• nonparametric::anderson_darling_test
• nonparametric::friedman_test
• nonparametric::kruskal_wallis_h
• nonparametric::ks_1samp
• nonparametric::ks_2samp
• nonparametric::mann_whitney_u
• nonparametric::runs_test
• nonparametric::sign_test
• nonparametric::wilcoxon_signed_rank
• normalize_inplace
• online_bayes::online_vb::new_lda
• outlier_detection::dixon_test
• outlier_detection::generalized_esd_test
• outlier_detection::grubbs_test
• outlier_detection::iqr_outlier_detection
• outlier_detection::modified_z_score
• outlier_detection_zscore_simd
• pairwise_distances_parallel
• parallel_enhanced_advanced::create_advanced_parallel_processor
• parallel_enhanced_advanced::create_configured_parallel_processor
• parallel_processing::parallel_bootstrap
• parallel_processing::parallel_cross_validation
• parallel_processing::parallel_grid_search
• parallel_processing::parallel_histogram
• parallel_processing::parallel_median
• parallel_processing::parallel_mle_fit
• parallel_processing::parallel_moments
• parallel_processing::parallel_permutation_test
• parallel_processing::parallel_quantile
• parallel_processing::parallel_welford_kurtosis
• parallel_processing::parallel_welford_mean
• parallel_processing::parallel_welford_skewness
• parallel_processing::parallel_welford_variance
• parallel_simd_stats::bootstrap_parallel_simd
• parallel_simd_stats::corrcoef_parallel_simd
• parallel_simd_stats::covariance_matrix_parallel_simd
• parallel_simd_stats::pairwise_distances_parallel_simd
• parallel_simd_stats::row_statistics_parallel_simd
• parallel_stats_advanced::create_advanced_parallel_processor
• parallel_stats_advanced::mean_advanced_parallel
• parallel_stats_advanced::variance_advanced_parallel
• partial_corr
• partial_corrr
• pca_memory_efficient
• pearson_r
• pearson_r_simd
• pearson_r_simd_enhanced
• pearsonr
• percentile
• percentile_range_simd
• percentile_simd
• performance_benchmark_suite::run_advanced_benchmarks
• point_biserial
• point_biserialr
• production_deployment::create_cloud_production_config
• production_deployment::create_container_production_config
• property_based_tests_v2::test_all_mathematical_invariants
• property_based_tests_v2::test_basic_statistics_properties
• property_based_tests_v2::test_correlation_properties
• property_based_validation::run_comprehensive_property_validation
• property_based_validation::run_quick_property_validation
• qmc::enhanced_sequences::enhanced_digital_net
• qmc::enhanced_sequences::enhanced_niederreiter
• qmc::enhanced_sequences::enhanced_sobol
• qmc::halton
• qmc::latin_hypercube
• qmc::sobol
• qmc::star_discrepancy
• quantile
• quantile_quickselect
• quantile_simd
• quantiles_batch_simd
• quantiles_parallel
• quantiles_simd
• quartiles
• quickselect_simd
• quintiles
• random::bootstrap_sample
• random::choice
• random::permutation
• random::permutation_int
• random::randint
• random::randn
• random::random_binary_matrix
• random::random_sample
• random::uniform
• range_simd
• regression::bisquare_regression
• regression::elastic_net
• regression::functional::bspline_basis
• regression::functional::penalized_ls
• regression::functional::roughness_penalty
• regression::group_lasso
• regression::huber_regression
• regression::lasso_regression
• regression::linear_regression
• regression::linregress
• regression::lts_regression
• regression::multilinear_regression
• regression::odr
• regression::polyfit
• regression::ransac
• regression::ridge_regression
• regression::stepwise_regression
• regression::theilslopes
• robust::biweight_location
• robust::huber_location
• robust::mad
• robust::qn_scale
• robust::sn_scale
• robust::trimmed_mean
• robust::winsorized_mean
• robust_estimators::biweight_midcorrelation
• robust_estimators::biweight_midcovariance
• robust_estimators::biweight_midvariance
• robust_estimators::huber_location
• robust_estimators::irls_location
• robust_estimators::trimmed_mean
• robust_estimators::tukey_biweight_location
• robust_statistics_simd
• robust_stats_v4_simd
• rolling_correlation_parallel
• rolling_statistics_simd
• row_statistics_parallel
• sampling::block_bootstrap
• sampling::bootstrap
• sampling::bootstrap_confidence_intervals
• sampling::double_bootstrap
• sampling::moving_block_bootstrap
• sampling::permutation
• sampling::sample_distribution
• sampling::stationary_bootstrap
• sampling::stratified_bootstrap
• sampling::stratified_sample
• sampling_simd::bootstrap_simd
• sampling_simd::box_muller_simd
• sampling_simd::exponential_simd
• sampling_simd::inverse_transform_simd
• scipy_benchmark_comparison::run_function_comparison
• scipy_benchmark_comparison::run_scipy_comparison
• select_n_components
• sem_simd
• simd_enhanced_core::comprehensive_stats_simd
• simd_enhanced_core::comprehensive_stats_ultra_simd
• simd_enhanced_core::correlation_simd_enhanced
• simd_enhanced_core::correlation_ultra_simd
• simd_enhanced_core::mean_enhanced
• simd_enhanced_core::mean_ultra_simd
• simd_enhanced_core::variance_enhanced
• simd_enhanced_core::variance_ultra_simd
• simd_sampling::exponential_cdf_batch
• simd_sampling::exponential_pdf_batch
• simd_sampling::normal_cdf_batch
• simd_sampling::normal_pdf_batch
• simd_sampling::parallel_normal_sample
• simd_sampling::parallel_uniform_sample
• simd_sampling::sample_exponential_batch
• simd_sampling::sample_normal_batch
• simd_sampling::sample_uniform_batch
• simd_sampling::uniform_cdf_batch
• simd_sampling::uniform_pdf_batch
• skew
• skew_compat
• sliding_window_stats_simd
• spatial_stats::variogram
• spatial_stats::variogram_pairs
• spearman_r
• spearmanr
• spectral_density::bartlett
• spectral_density::coherence
• spectral_density::cross_spectral_density
• spectral_density::periodogram
• spectral_density::spectral_granger_causality
• spectral_density::welch
• stationarity::adf_test
• stationarity::kpss_test
• stationarity::phillips_perron_test
• stationarity::select_lag
• stationarity::zivot_andrews_test
• stats_simd_single_pass
• std
• std_compat
• std_simd
• streaming_covariance_matrix
• streaming_histogram_adaptive
• streaming_mean
• streaming_pca_enhanced
• streaming_quantiles_p2
• streaming_regression_enhanced
• survival::competing_risks::cause_specific_hazard
• survival::competing_risks::gray_test
• survival::frailty::prediction::conditional_survival
• survival::frailty::prediction::frailty_estimates
• survival::frailty::prediction::intraclass_correlation
• survival::frailty::prediction::marginal_survival
• survival::frailty::prediction::median_survival
• survival::kaplan_meier::log_rank_test
• survival_api::log_rank_test
• tests::anova::one_way_anova
• tests::anova::tukey_hsd
• tests::chi2_test::chi2_gof
• tests::chi2_test::chi2_independence
• tests::chi2_test::chi2_yates
• tests::homogeneity::bartlett
• tests::homogeneity::brown_forsythe
• tests::homogeneity::levene
• tests::kstest
• tests::nonparametric::friedman
• tests::nonparametric::kruskal_wallis
• tests::nonparametric::mann_whitney
• tests::nonparametric::wilcoxon
• tests::normality::anderson_darling
• tests::normality::dagostino_k2
• tests::normality::ks_2samp
• tests::normality::shapiro_wilk
• tests::shapiro
• tests::ttest::ttest_1samp
• tests::ttest::ttest_ind
• tests::ttest::ttest_ind_from_stats
• tests::ttest::ttest_rel
• tests::ttest_1samp
• tests::ttest_ind
• tests::ttest_rel
• ttest_ind_simd
• tvp_var::fit_tvp_var
• unified_error_handling::create_standardized_error
• unified_error_handling::global_error_handler
• var
• var_compat
• variance_cache_aware
• variance_parallel
• variance_parallel_advanced
• variance_parallel_enhanced
• variance_simd
• variance_simd_optimized
• weighted_mean
• welford_variance
• winsorized_mean
• winsorized_variance
• zero_copy::pairwise_operation_zerocopy
• zero_copy::rolling_stats_zerocopy

Type Aliases

• F32AdaptiveMemoryManager
• F32AdvancedSimdProcessor
• F64AdaptiveMemoryManager
• F64AdvancedSimdProcessor
• api_standardization::F32CorrelationBuilder
• api_standardization::F32DescriptiveBuilder
• api_standardization::F32StatsAnalyzer
• api_standardization::F64CorrelationBuilder
• api_standardization::F64DescriptiveBuilder
• api_standardization::F64StatsAnalyzer
• error::StatsResult
• extreme_value::GevDistribution
• extreme_value::GpdDistribution
• regression::MultilinearRegressionResult
• tests::anova::TukeyHSDResult

Constants

• error_messages::messages::ARRAYS_SAME_LENGTH
• error_messages::messages::ARRAY_EMPTY
• error_messages::messages::CONVERGENCE_FAILED
• error_messages::messages::DEGREES_OF_FREEDOM_POSITIVE
• error_messages::messages::FEATURE_NOT_IMPLEMENTED
• error_messages::messages::INSUFFICIENT_DATA
• error_messages::messages::MATRIX_SQUARE
• error_messages::messages::NON_NEGATIVE_REQUIRED
• error_messages::messages::NUMERICAL_OVERFLOW
• error_messages::messages::POSITIVE_REQUIRED
• error_messages::messages::PROBABILITY_RANGE
• error_messages::messages::RATE_POSITIVE
• error_messages::messages::SCALE_POSITIVE
• error_messages::messages::SHAPE_POSITIVE
• error_messages::messages::SINGULAR_MATRIX
• extreme_value::distributions::EULER_MASCHERONI