Index

_

__init__() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method), [1] (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) (lrdbenchmark.analysis.diagnostics.ScaleWindowSensitivityAnalyser method) (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) (lrdbenchmark.analysis.multifractal.mfdfa_estimator.MFDFAEstimator method), [1] (lrdbenchmark.analysis.multifractal.wavelet_leaders_estimator.MultifractalWaveletLeadersEstimator method), [1] (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method), [1] (lrdbenchmark.analysis.spectral.periodogram_estimator.PeriodogramEstimator method), [1] (lrdbenchmark.analysis.spectral.whittle_estimator.WhittleEstimator method), [1] (lrdbenchmark.analysis.temporal.dfa_estimator.DFAEstimator method), [1] (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method), [1] (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method), [1] (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method), [1] (lrdbenchmark.analysis.temporal.rs_estimator.RSEstimator method), [1] (lrdbenchmark.analysis.uncertainty.CoverageAnalyzer method) (lrdbenchmark.analysis.uncertainty.CoverageResult method) (lrdbenchmark.analysis.uncertainty.UncertaintyQuantifier method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method), [1] (lrdbenchmark.analysis.wavelet.log_variance_estimator.WaveletLogVarianceEstimator method), [1] (lrdbenchmark.analysis.wavelet.variance_estimator.WaveletVarianceEstimator method), [1] (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method), [1] (lrdbenchmark.analytics.dashboard.AnalyticsDashboard method) (lrdbenchmark.analytics.error_analyzer.ErrorAnalyzer method) (lrdbenchmark.analytics.error_analyzer.ErrorEvent method) (lrdbenchmark.analytics.error_analyzer.ErrorSummary method) (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics method) (lrdbenchmark.analytics.performance_monitor.PerformanceMonitor method) (lrdbenchmark.analytics.performance_monitor.PerformanceSummary method) (lrdbenchmark.analytics.usage_tracker.UsageEvent method) (lrdbenchmark.analytics.usage_tracker.UsageSummary method) (lrdbenchmark.analytics.usage_tracker.UsageTracker method) (lrdbenchmark.analytics.workflow_analyzer.Workflow method) (lrdbenchmark.analytics.workflow_analyzer.WorkflowAnalyzer method) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep method) (lrdbenchmark.generation.ARSurrogate method) (lrdbenchmark.generation.ContinuousDriftProcess method) (lrdbenchmark.generation.EnsembleTimeAverageProcess method) (lrdbenchmark.generation.FractionalLevyMotion method) (lrdbenchmark.generation.IAFFTSurrogate method) (lrdbenchmark.generation.OrnsteinUhlenbeckProcess method) (lrdbenchmark.generation.PhaseRandomizedSurrogate method) (lrdbenchmark.generation.RegimeSwitchingProcess method) (lrdbenchmark.generation.SOCAvalancheModel method) (lrdbenchmark.generation.StructuralBreakProcess method) (lrdbenchmark.generation.SubordinatedProcess method) (lrdbenchmark.generation.TimeSeriesGenerator method) (lrdbenchmark.models.contamination.contamination_factory.ConfoundingProfile method) (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method), [1] (lrdbenchmark.models.data_models.base_model.BaseModel method) (lrdbenchmark.models.data_models.fbm_model.FractionalBrownianMotion method), [1] (lrdbenchmark.models.data_models.fgn_model.FractionalGaussianNoise method), [1] (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method), [1] _analyse_residuals() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _analyze_convergence() (lrdbenchmark.models.data_models.base_model.BaseModel method) _apply_ar_filter_efficient() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _apply_calibration_drift() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_60hz_noise() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_cardiac_artifacts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_electrode_drift() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_electrode_popping() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_movement_artifacts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_muscle_artifacts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_ocular_artifacts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_eeg_sweat_artifacts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_environmental_interference() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_equipment_failure() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_estimator_overrides() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _apply_extreme_events() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_financial_crash() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_ma_filter_efficient() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _apply_measurement_drift() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_mixed_realistic_light() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_mixed_realistic_moderate() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_mixed_realistic_severe() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_motion_artifacts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_network_bursts() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_network_congestion() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_network_equipment_failure() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_regime_change() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_seasonal_effects() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_sensor_aging() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_sensor_drift() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _apply_spectral_kernel() (lrdbenchmark.generation.FractionalLevyMotion method) _apply_spectral_kernel_hpfracc() (lrdbenchmark.generation.FractionalLevyMotion method) _apply_volatility_clustering() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _assess_goodness_of_fit() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _attach_uncertainty_calibration_summary() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _bootstrap_confidence_interval() (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _build_provenance_bundle() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _build_result_row_provenance() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _calculate_fluctuation() (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) _calculate_fluctuation_numpy() (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) _calculate_monte_carlo_mse() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _cascade_method() (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) _categorise_hurst_band() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _categorise_length_band() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _check_hpfracc() (lrdbenchmark.generation.FractionalLevyMotion class method) _check_linearity() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _circular_block_resample() (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method)

_compute_acf() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _compute_ci() (lrdbenchmark.analysis.uncertainty.CoverageAnalyzer method) _compute_qth_moments_jax() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) _compute_qth_moments_numba() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) _compute_qth_moments_numpy() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) _compute_quality_score() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _compute_significance_tests() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _compute_spectral_density() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _compute_stratified_metrics() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _cusum_pvalue() (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) _davies_harte() (lrdbenchmark.models.data_models.fgn_model.FractionalGaussianNoise method) _deep_merge_dicts() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _detect_breakpoints() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _direct_method() (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) _estimate_hurst_exponents() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) _estimate_jax() (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.spectral.whittle_estimator.WhittleEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _estimate_numba() (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _estimate_numpy() (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _extract_features_for_model() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) _extract_scale_data() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _fit_ar() (lrdbenchmark.generation.ARSurrogate method) _fit_power_law() (lrdbenchmark.analysis.spectral.periodogram_estimator.PeriodogramEstimator method) _fractional_differencing_fft() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _generate_fbm() (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) _generate_stable_rv() (lrdbenchmark.generation.FractionalLevyMotion method) _generate_stable_subordinator() (lrdbenchmark.generation.SubordinatedProcess method) _generate_volatility_cascade() (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) _generate_warnings() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) _get_compute_function() (lrdbenchmark.analysis.temporal.dfa_estimator.DFAEstimator method) _get_confidence_interval() (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _get_default_model_path() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) _get_h_trajectory() (lrdbenchmark.generation.ContinuousDriftProcess method) (lrdbenchmark.generation.EnsembleTimeAverageProcess method) (lrdbenchmark.generation.RegimeSwitchingProcess method) (lrdbenchmark.generation.StructuralBreakProcess method) _get_metadata() (lrdbenchmark.generation.ContinuousDriftProcess method) (lrdbenchmark.generation.EnsembleTimeAverageProcess method) (lrdbenchmark.generation.RegimeSwitchingProcess method) (lrdbenchmark.generation.StructuralBreakProcess method) _get_recommended_framework() (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _get_theta_trajectory() (lrdbenchmark.generation.OrnsteinUhlenbeckProcess method) _infer_estimator_family() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _infer_tail_class() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _initialize_all_estimators() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _initialize_contamination_models() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _initialize_data_models() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _initialize_profiles() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) _interpret_sensitivity() (lrdbenchmark.analysis.diagnostics.ScaleWindowSensitivityAnalyser method) _leave_one_out_analysis() (lrdbenchmark.analysis.diagnostics.ScaleWindowSensitivityAnalyser method) _load_model() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) _load_protocol_config() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _perturb_and_estimate() (lrdbenchmark.analysis.diagnostics.ScaleWindowSensitivityAnalyser method) _record_uncertainty_event() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _regression_statistics() (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) _require_scipy() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _resolve_block_sizes() (lrdbenchmark.analysis.temporal.rs_estimator.RSEstimator method) _resolve_generator() (lrdbenchmark.models.data_models.base_model.BaseModel static method) _resolve_runtime_profile() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) _run_sandpile() (lrdbenchmark.generation.SOCAvalancheModel method) _select_backend() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) _select_optimization_framework() (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _should_suppress_fallback_warning() (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator static method) _simulation_method() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _spectral_method() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) _studentized_bootstrap_interval() (lrdbenchmark.analysis.uncertainty.UncertaintyQuantifier method) _theoretical_spectrum_fgn() (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) _update_feature_metadata() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) _validate_parameters() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) (lrdbenchmark.models.data_models.base_model.BaseModel method) (lrdbenchmark.models.data_models.fbm_model.FractionalBrownianMotion method) (lrdbenchmark.models.data_models.fgn_model.FractionalGaussianNoise method) (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method)

A

analyse() (lrdbenchmark.analysis.diagnostics.ScaleWindowSensitivityAnalyser method) analyze_estimator_coverage() (lrdbenchmark.analysis.uncertainty.CoverageAnalyzer method) apply_confounding() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) apply_contamination() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method)

ARFIMAModel (class in lrdbenchmark.models.data_models.arfima_model) ARSurrogate (class in lrdbenchmark.generation) avg_execution_time (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) avg_memory_usage (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute)

B

BaseEstimator (class in lrdbenchmark.analysis.base_estimator)

BaseModel (class in lrdbenchmark.models.data_models.base_model) bottleneck_estimators (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute)

C

calibrated (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) chow_test() (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) common_errors (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) ComprehensiveBenchmark (class in lrdbenchmark.analysis.benchmark) compute_intervals() (lrdbenchmark.analysis.uncertainty.UncertaintyQuantifier method) ConfoundingProfile (class in lrdbenchmark.models.contamination.contamination_factory) ConfoundingScenario (class in lrdbenchmark.models.contamination.contamination_factory) ContaminationFactory (class in lrdbenchmark.models.contamination.contamination_factory) ContinuousDriftProcess (class in lrdbenchmark.generation) coverage_error (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) CoverageAnalyzer (class in lrdbenchmark.analysis.uncertainty)

CoverageResult (class in lrdbenchmark.analysis.uncertainty) cpu_percent (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) create_arfima_model() (in module lrdbenchmark.models.data_models) create_confounding_profile() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) create_critical_regime_process() (in module lrdbenchmark.generation) create_fbm_model() (in module lrdbenchmark.models.data_models) create_fgn_model() (in module lrdbenchmark.models.data_models) create_mrw_model() (in module lrdbenchmark.models.data_models) create_nonstationary_process() (in module lrdbenchmark.generation) create_surrogate_generator() (in module lrdbenchmark.generation) cusum_test() (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) CWTEstimator (class in lrdbenchmark.analysis.wavelet.cwt_estimator)

D

data_length (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute) data_length_distribution (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute)

description (lrdbenchmark.models.contamination.contamination_factory.ConfoundingProfile attribute) detect_all() (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) DFAEstimator (class in lrdbenchmark.analysis.temporal.dfa_estimator) diagnose() (lrdbenchmark.analysis.diagnostics.PowerLawDiagnostics method) DMAEstimator (class in lrdbenchmark.analysis.temporal.dma_estimator)

E

EEG_60HZ_NOISE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_CARDIAC_ARTIFACTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_ELECTRODE_DRIFT (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_ELECTRODE_POPPING (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_MOVEMENT_ARTIFACTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_MUSCLE_ARTIFACTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_OCULAR_ARTIFACTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) EEG_SWEAT_ARTIFACTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) empirical_coverage (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) end_time (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) EnsembleTimeAverageProcess (class in lrdbenchmark.generation) ENVIRONMENTAL_EXTREME_EVENTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) ENVIRONMENTAL_MEASUREMENT_DRIFT (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) ENVIRONMENTAL_SEASONAL (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) error_by_estimator (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) error_by_type (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) error_message (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) error_rate (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) error_trends (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) error_type (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) ErrorEvent (class in lrdbenchmark.analytics.error_analyzer) ErrorSummary (class in lrdbenchmark.analytics.error_analyzer) estimate() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) (lrdbenchmark.analysis.multifractal.mfdfa_estimator.MFDFAEstimator method), [1] (lrdbenchmark.analysis.multifractal.wavelet_leaders_estimator.MultifractalWaveletLeadersEstimator method), [1] (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method), [1] (lrdbenchmark.analysis.spectral.periodogram_estimator.PeriodogramEstimator method), [1] (lrdbenchmark.analysis.spectral.whittle_estimator.WhittleEstimator method), [1] (lrdbenchmark.analysis.temporal.dfa_estimator.DFAEstimator method), [1] (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method), [1] (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method), [1] (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method), [1] (lrdbenchmark.analysis.temporal.rs_estimator.RSEstimator method), [1] (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method), [1] (lrdbenchmark.analysis.wavelet.log_variance_estimator.WaveletLogVarianceEstimator method), [1] (lrdbenchmark.analysis.wavelet.variance_estimator.WaveletVarianceEstimator method), [1] (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method), [1]

estimator_name (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute) estimator_usage (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) event_type (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) execution_time (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) expected_hurst() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) (lrdbenchmark.models.data_models.base_model.BaseModel method) (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) export_results() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method)

F

FINANCIAL_CRASH (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) FINANCIAL_REGIME_CHANGE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) FINANCIAL_VOLATILITY_CLUSTERING (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute)

FractionalBrownianMotion (class in lrdbenchmark.models.data_models.fbm_model) FractionalGaussianNoise (class in lrdbenchmark.models.data_models.fgn_model) FractionalLevyMotion (class in lrdbenchmark.generation)

G

generate() (lrdbenchmark.generation.ARSurrogate method) (lrdbenchmark.generation.FractionalLevyMotion method) (lrdbenchmark.generation.IAFFTSurrogate method) (lrdbenchmark.generation.OrnsteinUhlenbeckProcess method) (lrdbenchmark.generation.PhaseRandomizedSurrogate method) (lrdbenchmark.generation.SOCAvalancheModel method) (lrdbenchmark.generation.StructuralBreakProcess method) (lrdbenchmark.generation.SubordinatedProcess method) (lrdbenchmark.generation.TimeSeriesGenerator method) (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method), [1] (lrdbenchmark.models.data_models.base_model.BaseModel method) (lrdbenchmark.models.data_models.fbm_model.FractionalBrownianMotion method), [1] (lrdbenchmark.models.data_models.fgn_model.FractionalGaussianNoise method), [1] (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method), [1] generate_analysis_ready() (lrdbenchmark.models.data_models.base_model.BaseModel method) generate_batch() (lrdbenchmark.models.data_models.base_model.BaseModel method) generate_converged() (lrdbenchmark.models.data_models.base_model.BaseModel method) generate_coverage_report() (lrdbenchmark.analysis.uncertainty.CoverageAnalyzer method) generate_ensemble() (lrdbenchmark.generation.EnsembleTimeAverageProcess method) generate_performance_report() (lrdbenchmark.analytics.dashboard.AnalyticsDashboard method) generate_reliability_report() (lrdbenchmark.analytics.dashboard.AnalyticsDashboard method) generate_streaming() (lrdbenchmark.models.data_models.base_model.BaseModel method) generate_test_data() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) generate_usage_report() (lrdbenchmark.analytics.dashboard.AnalyticsDashboard method) generate_workflow_report() (lrdbenchmark.analytics.dashboard.AnalyticsDashboard method) get_available_scenarios() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) get_comprehensive_summary() (lrdbenchmark.analytics.dashboard.AnalyticsDashboard method) get_confidence_intervals() (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method) (lrdbenchmark.analysis.temporal.rs_estimator.RSEstimator method) get_error_summary() (lrdbenchmark.analytics.error_analyzer.ErrorAnalyzer method) get_estimation_quality() (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method) get_estimators_by_type() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) get_feature_importance() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) get_feature_names() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method)

get_improvement_recommendations() (lrdbenchmark.analytics.error_analyzer.ErrorAnalyzer method) get_increments() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) (lrdbenchmark.models.data_models.fbm_model.FractionalBrownianMotion method) (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) get_method_recommendation() (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.temporal.dfa_estimator.DFAEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) get_multifractal_spectrum() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) get_optimization_info() (lrdbenchmark.analysis.multifractal.mfdfa_estimator.MFDFAEstimator method) (lrdbenchmark.analysis.multifractal.wavelet_leaders_estimator.MultifractalWaveletLeadersEstimator method) (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.spectral.periodogram_estimator.PeriodogramEstimator method) (lrdbenchmark.analysis.spectral.whittle_estimator.WhittleEstimator method) (lrdbenchmark.analysis.temporal.dfa_estimator.DFAEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method) (lrdbenchmark.analysis.temporal.rs_estimator.RSEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.log_variance_estimator.WaveletLogVarianceEstimator method) (lrdbenchmark.analysis.wavelet.variance_estimator.WaveletVarianceEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) get_parameters() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) (lrdbenchmark.models.data_models.base_model.BaseModel method) get_params() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) get_performance_summary() (lrdbenchmark.analytics.performance_monitor.PerformanceMonitor method) get_results() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) get_scenario_info() (lrdbenchmark.models.contamination.contamination_factory.ContaminationFactory method) get_support_vectors() (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method) get_theoretical_properties() (lrdbenchmark.models.data_models.arfima_model.ARFIMAModel method) (lrdbenchmark.models.data_models.base_model.BaseModel method) (lrdbenchmark.models.data_models.fbm_model.FractionalBrownianMotion method) (lrdbenchmark.models.data_models.fgn_model.FractionalGaussianNoise method) (lrdbenchmark.models.data_models.mrw_model.MultifractalRandomWalk method) get_usage_summary() (lrdbenchmark.analytics.usage_tracker.UsageTracker method) get_workflow_summary() (lrdbenchmark.analytics.workflow_analyzer.WorkflowAnalyzer method) GHEEstimator (class in lrdbenchmark.analysis.temporal.ghe_estimator) GPHEstimator (class in lrdbenchmark.analysis.spectral.gph_estimator) GradientBoostingEstimator (class in lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified)

H

HiguchiEstimator (class in lrdbenchmark.analysis.temporal.higuchi_estimator)

I

IAFFTSurrogate (class in lrdbenchmark.generation) icss_algorithm() (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) INDUSTRIAL_CALIBRATION_DRIFT (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) INDUSTRIAL_ENVIRONMENTAL_INTERFERENCE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute)

INDUSTRIAL_SENSOR_AGING (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) intensity (lrdbenchmark.models.contamination.contamination_factory.ConfoundingProfile attribute) is_model_available() (lrdbenchmark.analysis.machine_learning.gradient_boosting_estimator_unified.GradientBoostingEstimator method) (lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified.RandomForestEstimator method) (lrdbenchmark.analysis.machine_learning.svr_estimator_unified.SVREstimator method)

M

max_execution_time (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) memory_after (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) memory_before (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) memory_efficiency (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) memory_peak (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) method (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) MFDFAEstimator (class in lrdbenchmark.analysis.multifractal.mfdfa_estimator)

min_execution_time (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) MIXED_REALISTIC_LIGHT (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) MIXED_REALISTIC_MODERATE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) MIXED_REALISTIC_SEVERE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) most_common_errors (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) MultifractalRandomWalk (class in lrdbenchmark.models.data_models.mrw_model) MultifractalWaveletLeadersEstimator (class in lrdbenchmark.analysis.multifractal.wavelet_leaders_estimator)

N

n_covered (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) n_trials (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) NETWORK_BURSTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute)

NETWORK_CONGESTION (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) NETWORK_EQUIPMENT_FAILURE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) nominal_level (lrdbenchmark.analysis.uncertainty.CoverageResult attribute)

O

OrnsteinUhlenbeckProcess (class in lrdbenchmark.generation)

P

parameter_frequency (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) parameters (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute) (lrdbenchmark.models.contamination.contamination_factory.ConfoundingProfile attribute) performance_trend (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) PerformanceMetrics (class in lrdbenchmark.analytics.performance_monitor) PerformanceSummary (class in lrdbenchmark.analytics.performance_monitor) PeriodogramEstimator (class in lrdbenchmark.analysis.spectral.periodogram_estimator) PhaseRandomizedSurrogate (class in lrdbenchmark.generation) PHYSIOLOGICAL_EQUIPMENT_FAILURE (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) PHYSIOLOGICAL_MOTION_ARTIFACTS (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute) PHYSIOLOGICAL_SENSOR_DRIFT (lrdbenchmark.models.contamination.contamination_factory.ConfoundingScenario attribute)

plot_analysis() (lrdbenchmark.analysis.temporal.dfa_estimator.DFAEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.wavelet.cwt_estimator.CWTEstimator method) (lrdbenchmark.analysis.wavelet.log_variance_estimator.WaveletLogVarianceEstimator method) (lrdbenchmark.analysis.wavelet.whittle_estimator.WaveletWhittleEstimator method) plot_results() (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method) plot_scaling() (lrdbenchmark.analysis.spectral.gph_estimator.GPHEstimator method) (lrdbenchmark.analysis.spectral.periodogram_estimator.PeriodogramEstimator method) (lrdbenchmark.analysis.temporal.dma_estimator.DMAEstimator method) (lrdbenchmark.analysis.temporal.higuchi_estimator.HiguchiEstimator method) plot_scaling_behavior() (lrdbenchmark.analysis.temporal.ghe_estimator.GHEEstimator method) PowerLawDiagnostics (class in lrdbenchmark.analysis.diagnostics) print_advanced_summary() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) print_summary() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method)

R

RandomForestEstimator (class in lrdbenchmark.analysis.machine_learning.random_forest_estimator_unified) record_error() (lrdbenchmark.analytics.error_analyzer.ErrorAnalyzer method) recursive_cusum() (lrdbenchmark.analysis.diagnostics.StructuralBreakDetector method) RegimeSwitchingProcess (class in lrdbenchmark.generation) reliability_score (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) RSEstimator (class in lrdbenchmark.analysis.temporal.rs_estimator) run_advanced_metrics_benchmark() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method)

run_classical_benchmark() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method), [1] run_classical_estimators() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) run_comprehensive_benchmark() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method), [1] run_comprehensive_coverage_analysis() (in module lrdbenchmark.analysis.uncertainty) run_comprehensive_diagnostics() (in module lrdbenchmark.analysis.diagnostics) run_ml_benchmark() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method), [1] run_neural_benchmark() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method), [1] run_single_estimator_test() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method)

S

save_advanced_results() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) save_results() (lrdbenchmark.analysis.benchmark.ComprehensiveBenchmark method) ScaleWindowSensitivityAnalyser (class in lrdbenchmark.analysis.diagnostics) scenario (lrdbenchmark.models.contamination.contamination_factory.ConfoundingProfile attribute) session_id (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute) set_parameters() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) (lrdbenchmark.models.data_models.base_model.BaseModel method) set_params() (lrdbenchmark.analysis.base_estimator.BaseEstimator method) SOCAvalancheModel (class in lrdbenchmark.generation) stack_trace (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute)

standard_error (lrdbenchmark.analysis.uncertainty.CoverageResult attribute) start_monitoring() (lrdbenchmark.analytics.performance_monitor.PerformanceMonitor method) start_time (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) std_execution_time (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) step_count (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) step_type (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute) steps (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) stop_monitoring() (lrdbenchmark.analytics.performance_monitor.PerformanceMonitor method) StructuralBreakDetector (class in lrdbenchmark.analysis.diagnostics) StructuralBreakProcess (class in lrdbenchmark.generation) SubordinatedProcess (class in lrdbenchmark.generation) success (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) success_rate (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) SVREstimator (class in lrdbenchmark.analysis.machine_learning.svr_estimator_unified)

T

TimeSeriesGenerator (class in lrdbenchmark.generation) timestamp (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.performance_monitor.PerformanceMetrics attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute) to_dict() (lrdbenchmark.analysis.uncertainty.CoverageResult method)

total_duration (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) total_errors (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) total_events (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) total_executions (lrdbenchmark.analytics.performance_monitor.PerformanceSummary attribute) track_benchmark_run() (lrdbenchmark.analytics.usage_tracker.UsageTracker method) track_estimator_usage() (lrdbenchmark.analytics.usage_tracker.UsageTracker method)

U

UncertaintyQuantifier (class in lrdbenchmark.analysis.uncertainty) unique_errors (lrdbenchmark.analytics.error_analyzer.ErrorSummary attribute) unique_users (lrdbenchmark.analytics.usage_tracker.UsageSummary attribute) UsageEvent (class in lrdbenchmark.analytics.usage_tracker)

UsageSummary (class in lrdbenchmark.analytics.usage_tracker) user_id (lrdbenchmark.analytics.error_analyzer.ErrorEvent attribute) (lrdbenchmark.analytics.usage_tracker.UsageEvent attribute) (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) (lrdbenchmark.analytics.workflow_analyzer.WorkflowStep attribute)

W

WaveletLogVarianceEstimator (class in lrdbenchmark.analysis.wavelet.log_variance_estimator) WaveletVarianceEstimator (class in lrdbenchmark.analysis.wavelet.variance_estimator) WaveletWhittleEstimator (class in lrdbenchmark.analysis.wavelet.whittle_estimator)

WhittleEstimator (class in lrdbenchmark.analysis.spectral.whittle_estimator) Workflow (class in lrdbenchmark.analytics.workflow_analyzer) workflow_id (lrdbenchmark.analytics.workflow_analyzer.Workflow attribute) WorkflowStep (class in lrdbenchmark.analytics.workflow_analyzer)