Index

_

__init__() (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario method) (neurological_lrd_analysis.benchmark_core.generation.TimeSeriesSample method), [1] (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig method), [1] (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult method), [1] (neurological_lrd_analysis.benchmark_core.runner.ScoringWeights method), [1] (neurological_lrd_analysis.benchmark_registry.registry.AbryVeitchEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.BaseEstimator method), [1] (neurological_lrd_analysis.benchmark_registry.registry.DFAEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.DWTLogscaleEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult method), [1] (neurological_lrd_analysis.benchmark_registry.registry.FactoryEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.GHEEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.GPHEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.HiguchiEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.MFDFAEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.MFDMAEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.NDWTLogscaleEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.PeriodogramEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.RSAnalysisEstimator method) (neurological_lrd_analysis.benchmark_registry.registry.WhittleMLEEstimator method) (neurological_lrd_analysis.biomedical_hurst_factory.AbryVeitchEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.BaseHurstEstimator method) (neurological_lrd_analysis.biomedical_hurst_factory.BayesianHurstEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.BiomedicalHurstEstimatorFactory method) (neurological_lrd_analysis.biomedical_hurst_factory.DFAEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.DWTEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.GHEEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.GPHEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult method) (neurological_lrd_analysis.biomedical_hurst_factory.HiguchiEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult method) (neurological_lrd_analysis.biomedical_hurst_factory.MFDFAEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.MFDMAEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.NDWTEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.PeriodogramEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.RSAnalysisEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.WhittleMLEEstimator method), [1] (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.GradientBoostingEstimator method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.feature_extraction.TimeSeriesFeatureExtractor method) (neurological_lrd_analysis.ml_baselines.hyperparameter_optimization.OptunaOptimizer method) (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.ml_baselines.ml_estimators.GradientBoostingEstimator method) (neurological_lrd_analysis.ml_baselines.ml_estimators.RandomForestEstimator method) (neurological_lrd_analysis.ml_baselines.ml_estimators.SVREstimator method) (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedInference method) (neurological_lrd_analysis.PretrainedModelManager method) (neurological_lrd_analysis.RandomForestEstimator method) (neurological_lrd_analysis.SVREstimator method) (neurological_lrd_analysis.TimeSeriesFeatureExtractor method), [1]

__post_init__() (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig method), [1] (neurological_lrd_analysis.benchmark_core.runner.ScoringWeights method), [1]

A

ABRY_VEITCH (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] AbryVeitchEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] absolute_error (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] accuracy (neurological_lrd_analysis.benchmark_core.runner.ScoringWeights attribute), [1] add_contamination() (in module neurological_lrd_analysis.benchmark_core.generation) add_ecg_artifacts() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) add_eeg_artifacts() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios)

add_respiratory_artifacts() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) additional_metrics (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) ALL (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] analyze_benchmark_results() (in module neurological_lrd_analysis.benchmark_core.runner) artifact_detection (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) artifact_probability (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute) assess_data_quality() (neurological_lrd_analysis.biomedical_hurst_factory.BiomedicalDataProcessor static method)

B

BackendType (class in neurological_lrd_analysis.benchmark_backends.selector) BaseEstimator (class in neurological_lrd_analysis.benchmark_registry.registry), [1] BaseHurstEstimator (class in neurological_lrd_analysis.biomedical_hurst_factory) BAYESIAN (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceMethod attribute), [1] bayesian_confidence() (neurological_lrd_analysis.biomedical_hurst_factory.BayesianHurstEstimator static method), [1] BayesianHurstEstimator (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] benchmark_classical_methods() (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) benchmark_estimator() (in module neurological_lrd_analysis.benchmark_registry.registry) benchmark_ml_methods() (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) benchmark_models() (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.PretrainedInference method)

BenchmarkConfig (class in neurological_lrd_analysis.benchmark_core.runner), [1] BenchmarkResult (class in neurological_lrd_analysis.benchmark_core.runner), [1] best_method (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute) bias (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] bias_estimate (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) BiomedicalDataProcessor (class in neurological_lrd_analysis.biomedical_hurst_factory) BiomedicalHurstEstimatorFactory (class in neurological_lrd_analysis.biomedical_hurst_factory) BiomedicalScenario (class in neurological_lrd_analysis.benchmark_core.biomedical_scenarios) BOOTSTRAP (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceMethod attribute), [1] bootstrap_confidence() (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceEstimator static method) bootstrap_samples (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute)

C

calculate_estimator_score() (in module neurological_lrd_analysis.benchmark_core.runner) calculate_summaries() (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) check_jax_availability() (in module neurological_lrd_analysis.benchmark_backends.selector) check_numba_availability() (in module neurological_lrd_analysis.benchmark_backends.selector) ClassicalMLBenchmark (class in neurological_lrd_analysis) (class in neurological_lrd_analysis.ml_baselines.benchmark_comparison) cleanup_models() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method) compare_methods() (in module neurological_lrd_analysis.biomedical_hurst_factory) compare_models() (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.PretrainedInference method) computation_time (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) confidence_interval (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) confidence_level (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) confidence_method (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) ConfidenceEstimator (class in neurological_lrd_analysis.biomedical_hurst_factory)

ConfidenceMethod (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] consensus_estimate (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute) contamination (neurological_lrd_analysis.benchmark_core.generation.TimeSeriesSample attribute), [1] (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] convergence_flag (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) create_default_training_configs() (in module neurological_lrd_analysis.ml_baselines.pretrained_models) create_leaderboard() (in module neurological_lrd_analysis.benchmark_core.runner) create_model_suite() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method) create_optuna_study() (in module neurological_lrd_analysis.ml_baselines.hyperparameter_optimization) create_pretrained_suite() (in module neurological_lrd_analysis) (in module neurological_lrd_analysis.ml_baselines.pretrained_models) create_test_scenarios() (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) create_training_data() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method) create_visualizations() (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) CROSS_VALIDATION (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceMethod attribute), [1] CWT (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1]

D

data (neurological_lrd_analysis.benchmark_core.generation.TimeSeriesSample attribute), [1] data_quality_score (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) DETRENDED_MA (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] DFA (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] dfa_model() (neurological_lrd_analysis.biomedical_hurst_factory.BayesianHurstEstimator method), [1]

DFAEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] duration (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute) DWT (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] DWTEstimator (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] DWTLogscaleEstimator (class in neurological_lrd_analysis.benchmark_registry.registry)

E

ensemble_confidence_interval (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute) ensemble_estimate (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute) error_message (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult attribute), [1] estimate() (neurological_lrd_analysis.benchmark_registry.registry.BaseEstimator method), [1] (neurological_lrd_analysis.benchmark_registry.registry.FactoryEstimator method) (neurological_lrd_analysis.biomedical_hurst_factory.AbryVeitchEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.BaseHurstEstimator method) (neurological_lrd_analysis.biomedical_hurst_factory.BiomedicalHurstEstimatorFactory method) (neurological_lrd_analysis.biomedical_hurst_factory.DFAEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.DWTEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.GHEEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.GPHEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HiguchiEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.MFDFAEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.MFDMAEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.NDWTEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.PeriodogramEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.RSAnalysisEstimator method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.WhittleMLEEstimator method), [1]

estimate_hurst() (in module neurological_lrd_analysis.biomedical_hurst_factory) estimator (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] estimator_name (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) EstimatorResult (class in neurological_lrd_analysis.benchmark_registry.registry), [1] estimators (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] EstimatorType (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] extract_biomedical_features() (in module neurological_lrd_analysis.ml_baselines) (in module neurological_lrd_analysis.ml_baselines.feature_extraction) extract_features() (neurological_lrd_analysis.ml_baselines.feature_extraction.TimeSeriesFeatureExtractor method) (neurological_lrd_analysis.TimeSeriesFeatureExtractor method), [1], [2] extract_fractal_features() (in module neurological_lrd_analysis.ml_baselines) (in module neurological_lrd_analysis.ml_baselines.feature_extraction) extract_spectral_features() (in module neurological_lrd_analysis.ml_baselines) (in module neurological_lrd_analysis.ml_baselines.feature_extraction) extract_statistical_features() (in module neurological_lrd_analysis.ml_baselines) (in module neurological_lrd_analysis.ml_baselines.feature_extraction) extract_wavelet_features() (in module neurological_lrd_analysis.ml_baselines) (in module neurological_lrd_analysis.ml_baselines.feature_extraction)

F

FactoryEstimator (class in neurological_lrd_analysis.benchmark_registry.registry)

fbm_davies_harte() (in module neurological_lrd_analysis.benchmark_core.generation)

G

GENERALIZED_HURST (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] generate_arfima() (in module neurological_lrd_analysis.benchmark_core.generation) generate_biomedical_grid() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) generate_biomedical_scenario() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) generate_ecg_scenario() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) generate_eeg_scenario() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) generate_fgn() (in module neurological_lrd_analysis.benchmark_core.generation) generate_fou() (in module neurological_lrd_analysis.benchmark_core.generation) generate_grid() (in module neurological_lrd_analysis.benchmark_core.generation) generate_mrw() (in module neurological_lrd_analysis.benchmark_core.generation) generate_respiratory_scenario() (in module neurological_lrd_analysis.benchmark_core.biomedical_scenarios) get_available_backends() (in module neurological_lrd_analysis.benchmark_backends.selector) get_backend_info() (in module neurological_lrd_analysis.benchmark_backends.selector) get_best_model() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method)

get_estimator_by_name() (in module neurological_lrd_analysis.benchmark_registry.registry) get_estimators_by_category() (in module neurological_lrd_analysis.benchmark_registry.registry) get_model_info() (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.PretrainedInference method) get_registry() (in module neurological_lrd_analysis.benchmark_registry.registry) get_system_info() (in module neurological_lrd_analysis.benchmark_backends.selector) GHEEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] goodness_of_fit (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) GPH (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] GPHEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] GradientBoostingEstimator (class in neurological_lrd_analysis) (class in neurological_lrd_analysis.ml_baselines.ml_estimators) GroupHurstResult (class in neurological_lrd_analysis.biomedical_hurst_factory)

H

HIGUCHI (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] HiguchiEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] hurst_estimate (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute)

hurst_range (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute) HurstResult (class in neurological_lrd_analysis.biomedical_hurst_factory)

I

individual_results (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute)

infer_hurst() (neurological_lrd_analysis.biomedical_hurst_factory.BayesianHurstEstimator method), [1]

J

JAX_CPU (neurological_lrd_analysis.benchmark_backends.selector.BackendType attribute)

JAX_GPU (neurological_lrd_analysis.benchmark_backends.selector.BackendType attribute)

L

length (neurological_lrd_analysis.benchmark_core.generation.TimeSeriesSample attribute), [1] (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] list_estimator_names() (in module neurological_lrd_analysis.benchmark_registry.registry)

list_models() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method) load_model() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method)

M

memory_usage (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) method_agreement (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute) MF_DMA (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] MFDFA (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] MFDFAEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] MFDMAEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1]

missing_data_fraction (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) module neurological_lrd_analysis.benchmark_backends.selector neurological_lrd_analysis.benchmark_core.biomedical_scenarios neurological_lrd_analysis.benchmark_core.generation neurological_lrd_analysis.benchmark_core.runner neurological_lrd_analysis.benchmark_registry.registry neurological_lrd_analysis.biomedical_hurst_factory

N

n_bootstrap (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] NDWT (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] NDWTEstimator (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] NDWTLogscaleEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) neurological_lrd_analysis.benchmark_backends.selector module neurological_lrd_analysis.benchmark_core.biomedical_scenarios module neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BIOMEDICAL_SCENARIOS (in module neurological_lrd_analysis.biomedical_hurst_factory) neurological_lrd_analysis.benchmark_core.generation module neurological_lrd_analysis.benchmark_core.runner module

neurological_lrd_analysis.benchmark_registry.registry module neurological_lrd_analysis.biomedical_hurst_factory module noise_level (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute) NONE (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceMethod attribute), [1] num_samples (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] num_warmup (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] NUMBA_CPU (neurological_lrd_analysis.benchmark_backends.selector.BackendType attribute) NUMBA_GPU (neurological_lrd_analysis.benchmark_backends.selector.BackendType attribute) NUMPY (neurological_lrd_analysis.benchmark_backends.selector.BackendType attribute)

O

optimize_all_estimators() (in module neurological_lrd_analysis.ml_baselines.hyperparameter_optimization) optimize_gradient_boosting() (neurological_lrd_analysis.ml_baselines.hyperparameter_optimization.OptunaOptimizer method) optimize_hyperparameters() (in module neurological_lrd_analysis.ml_baselines.hyperparameter_optimization) optimize_random_forest() (neurological_lrd_analysis.ml_baselines.hyperparameter_optimization.OptunaOptimizer method)

optimize_svr() (neurological_lrd_analysis.ml_baselines.hyperparameter_optimization.OptunaOptimizer method) OptunaOptimizer (class in neurological_lrd_analysis.ml_baselines.hyperparameter_optimization) outlier_fraction (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) output_dir (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1]

P

p_value (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] PERIODOGRAM (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] periodogram_model() (neurological_lrd_analysis.biomedical_hurst_factory.BayesianHurstEstimator method), [1] PeriodogramEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] predict() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method) predict_batch() (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.PretrainedInference method) predict_ensemble() (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.PretrainedInference method)

predict_single() (neurological_lrd_analysis.ml_baselines.inference.PretrainedInference method) (neurological_lrd_analysis.PretrainedInference method) preprocess_biomedical_data() (neurological_lrd_analysis.biomedical_hurst_factory.BiomedicalDataProcessor static method) PretrainedInference (class in neurological_lrd_analysis) (class in neurological_lrd_analysis.ml_baselines.inference) PretrainedModelManager (class in neurological_lrd_analysis) (class in neurological_lrd_analysis.ml_baselines.pretrained_models) print_benchmark_summary() (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method)

Q

quick_ensemble_predict() (in module neurological_lrd_analysis) (in module neurological_lrd_analysis.ml_baselines.inference)

quick_predict() (in module neurological_lrd_analysis) (in module neurological_lrd_analysis.ml_baselines.inference)

R

RANDOM_FOREST (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] random_state (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] RandomForestEstimator (class in neurological_lrd_analysis) (class in neurological_lrd_analysis.ml_baselines.ml_estimators) recommend_backend() (in module neurological_lrd_analysis.benchmark_backends.selector) register_estimator() (in module neurological_lrd_analysis.benchmark_registry.registry) regression_r_squared (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) relative_error (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1]

robustness (neurological_lrd_analysis.benchmark_core.runner.ScoringWeights attribute), [1] RS_ANALYSIS (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] RSAnalysisEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1] run_benchmark_on_dataset() (in module neurological_lrd_analysis.benchmark_core.runner) run_comprehensive_benchmark() (in module neurological_lrd_analysis) (in module neurological_lrd_analysis.ml_baselines.benchmark_comparison) (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method)

S

sampling_rate (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute) save_benchmark_results() (in module neurological_lrd_analysis.benchmark_core.runner) (neurological_lrd_analysis.ClassicalMLBenchmark method) (neurological_lrd_analysis.ml_baselines.benchmark_comparison.ClassicalMLBenchmark method) save_results (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] scaling_range (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) scenario_type (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute) scoring_weights (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] ScoringWeights (class in neurological_lrd_analysis.benchmark_core.runner), [1] seed (neurological_lrd_analysis.benchmark_core.generation.TimeSeriesSample attribute), [1]

select_backend() (in module neurological_lrd_analysis.benchmark_backends.selector) signal_to_noise_ratio (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) SPECTRAL (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] speed (neurological_lrd_analysis.benchmark_core.runner.ScoringWeights attribute), [1] standard_error (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) stationarity_p_value (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) success_rate (neurological_lrd_analysis.benchmark_core.runner.ScoringWeights attribute), [1] SVR (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] SVREstimator (class in neurological_lrd_analysis) (class in neurological_lrd_analysis.ml_baselines.ml_estimators)

T

TEMPORAL (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] THEORETICAL (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceMethod attribute), [1] theoretical_confidence() (neurological_lrd_analysis.biomedical_hurst_factory.ConfidenceEstimator static method) TimeSeriesFeatureExtractor (class in neurological_lrd_analysis), [1] (class in neurological_lrd_analysis.ml_baselines.feature_extraction) TimeSeriesSample (class in neurological_lrd_analysis.benchmark_core.generation), [1] to_dict() (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult method), [1] (neurological_lrd_analysis.benchmark_registry.registry.EstimatorResult method), [1] (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult method) (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult method)

total_computation_time (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute) train_model() (neurological_lrd_analysis.ml_baselines.pretrained_models.PretrainedModelManager method) (neurological_lrd_analysis.PretrainedModelManager method) true_hurst (neurological_lrd_analysis.benchmark_core.generation.TimeSeriesSample attribute), [1] (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1] (neurological_lrd_analysis.benchmark_core.runner.BenchmarkResult attribute), [1] typical_amplitude (neurological_lrd_analysis.benchmark_core.biomedical_scenarios.BiomedicalScenario attribute)

U

use_bayesian (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1]

V

validate_data() (neurological_lrd_analysis.biomedical_hurst_factory.BaseHurstEstimator method)

variance_estimate (neurological_lrd_analysis.biomedical_hurst_factory.HurstResult attribute) verbose (neurological_lrd_analysis.benchmark_core.runner.BenchmarkConfig attribute), [1]

W

WAVELET (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] WAVELET_LEADERS (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] weighted_estimate (neurological_lrd_analysis.biomedical_hurst_factory.GroupHurstResult attribute)

WHITTLE_MLE (neurological_lrd_analysis.biomedical_hurst_factory.EstimatorType attribute), [1] WhittleMLEEstimator (class in neurological_lrd_analysis.benchmark_registry.registry) (class in neurological_lrd_analysis.biomedical_hurst_factory), [1]