Index

A

acquisition() (vitalDSP.advanced_computation.bayesian_analysis.BayesianOptimization method), [1] adaptive_filtering() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) amplitude_variability_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) analysis (vitalDSP_webapp.services.settings_service.ApplicationSettings attribute) analysis_options (vitalDSP_webapp.services.settings_service.AnalysisSettings attribute) AnalysisError AnalysisSettings (class in vitalDSP_webapp.services.settings_service) AnomalyDetection (class in vitalDSP.advanced_computation.anomaly_detection) ApplicationSettings (class in vitalDSP_webapp.services.settings_service) apply_additional_traditional_filters() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_advanced_filter() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_enhanced_artifact_removal() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_enhanced_ensemble_filter() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_ensemble_filter() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks)

apply_filter() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) (vitalDSP.advanced_computation.neural_network_filtering.NeuralNetworkFiltering method) (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter method), [1] apply_filter_chain() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_multi_modal_filtering() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_neural_filter() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_setting_constraints() (in module vitalDSP_webapp.utils.settings_utils) apply_smoothing_filter() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) apply_traditional_filter() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) argrelextrema() (in module vitalDSP.utils.config_utilities.common) ArtifactRemoval (class in vitalDSP.filtering.artifact_removal) AttentionVisualizer (class in vitalDSP.ml_models.explainability) auto_refresh_interval (vitalDSP_webapp.services.settings_service.GeneralSettings attribute) auto_save_interval (vitalDSP_webapp.services.settings_service.DataSettings attribute)

B

backup_settings() (in module vitalDSP_webapp.utils.settings_utils) backward_fill() (in module vitalDSP.utils.signal_processing.interpolations) bandpass() (vitalDSP.filtering.signal_filtering.SignalFiltering method) BandpassFilter (class in vitalDSP.filtering.signal_filtering) BaseAutoencoder (class in vitalDSP.ml_models.autoencoder) BaseDeepModel (class in vitalDSP.ml_models.deep_models) BaseExplainer (class in vitalDSP.ml_models.explainability) baseline_correction() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) baseline_wander_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) batch_visualization() (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator static method)

BayesianOptimization (class in vitalDSP.advanced_computation.bayesian_analysis) BeatToBeatAnalysis (class in vitalDSP.physiological_features.beat_to_beat) bessel() (vitalDSP.filtering.signal_filtering.SignalFiltering method) build() (vitalDSP.ml_models.transformer_model.PositionalEncoding method) build_model() (vitalDSP.ml_models.deep_models.BaseDeepModel method) (vitalDSP.ml_models.deep_models.CNN1D method) (vitalDSP.ml_models.deep_models.LSTMModel method) (vitalDSP.ml_models.transformer_model.TransformerModel method) butter() (vitalDSP.filtering.signal_filtering.SignalFiltering method) butterworth() (vitalDSP.filtering.signal_filtering.SignalFiltering method)

C

calculate_mse() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) call() (vitalDSP.ml_models.transformer_model.MultiHeadSelfAttention method) (vitalDSP.ml_models.transformer_model.PositionalEncoding method) (vitalDSP.ml_models.transformer_model.TransformerEncoderLayer method) chebyshev() (vitalDSP.filtering.signal_filtering.SignalFiltering method) chebyshev2() (vitalDSP.filtering.signal_filtering.SignalFiltering method) clear_all_data() (vitalDSP_webapp.services.data.data_service.DataService method) clear_cache() (vitalDSP.ml_models.pretrained_models.ModelHub method) clear_data() (vitalDSP_webapp.services.data.data_service.DataService method) clear_filtered_data() (vitalDSP_webapp.services.data.data_service.DataService method) CNN1D (class in vitalDSP.ml_models.deep_models) coherence() (in module vitalDSP.utils.config_utilities.common) compare_models() (vitalDSP.ml_models.pretrained_models.ModelHub method) compress_signal() (vitalDSP.transforms.discrete_cosine_transform.DiscreteCosineTransform method) compute_all_features() (vitalDSP.physiological_features.hrv_analysis.HRVFeatures method), [1] compute_amplitude() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_amplitude_variability() (vitalDSP.feature_engineering.morphology_features.PhysiologicalFeatureExtractor method) compute_curvature() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_dct() (vitalDSP.transforms.discrete_cosine_transform.DiscreteCosineTransform method) compute_dfa() (vitalDSP.feature_engineering.ppg_autonomic_features.PPGAutonomicFeatures method) compute_dft() (vitalDSP.transforms.fourier_transform.FourierTransform method) compute_duration() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_eeg_wavelet_features() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_fractal_dimension() (vitalDSP.feature_engineering.ppg_autonomic_features.PPGAutonomicFeatures method) compute_heatmap() (vitalDSP.ml_models.explainability.GradCAM1D method) compute_hilbert() (vitalDSP.transforms.hilbert_transform.HilbertTransform method) compute_hr() (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) compute_idct() (vitalDSP.transforms.discrete_cosine_transform.DiscreteCosineTransform method) compute_idft() (vitalDSP.transforms.fourier_transform.FourierTransform method) compute_mean_rr() (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) compute_p_wave_duration() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) compute_peak_trend() (vitalDSP.feature_engineering.morphology_features.PhysiologicalFeatureExtractor method) compute_pnn50() (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) compute_ppg_dicrotic_notch() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_pr_interval() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) compute_qrs_duration() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) compute_qt_interval() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) compute_reconstruction_error() (vitalDSP.ml_models.autoencoder.BaseAutoencoder method)

compute_respiratory_rate() (vitalDSP.respiratory_analysis.respiratory_analysis.RespiratoryAnalysis method) compute_respiratory_rate_ensemble() (vitalDSP.respiratory_analysis.respiratory_analysis.RespiratoryAnalysis method) compute_rmssd() (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) compute_rr_intervals() (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) compute_rrv() (vitalDSP.feature_engineering.ppg_autonomic_features.PPGAutonomicFeatures method) compute_rsa() (vitalDSP.feature_engineering.ppg_autonomic_features.PPGAutonomicFeatures method) compute_s_wave() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) compute_sdnn() (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) compute_skewness() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_slope() (vitalDSP.physiological_features.waveform.WaveformMorphology method) compute_st_interval() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) compute_volume() (vitalDSP.physiological_features.waveform.WaveformMorphology method) config (vitalDSP.health_analysis.interpretation_engine.InterpretationEngine attribute) configure_plot_with_pan_zoom() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) ConvolutionalAutoencoder (class in vitalDSP.ml_models.autoencoder) ConvolutionalNetwork (class in vitalDSP.advanced_computation.neural_network_filtering) create_data_preview() (in module vitalDSP_webapp.callbacks.core.upload_callbacks) create_empty_figure() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) create_enhanced_psd_plot() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_enhanced_spectrogram_plot() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_error_alert() (in module vitalDSP_webapp.utils.error_handler) create_fft_plot() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_filter_comparison_plot() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) create_filter_quality_plots() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) create_filtered_signal_plot() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) create_frequency_band_power_table() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_frequency_harmonics_table() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_frequency_peak_analysis_table() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_frequency_stability_table() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_info_alert() (in module vitalDSP_webapp.utils.error_handler) create_original_signal_plot() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) create_stft_plot() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) create_success_alert() (in module vitalDSP_webapp.utils.error_handler) create_summary_chart() (vitalDSP.health_analysis.health_report_visualization.HealthReportVisualizer method) create_user_friendly_error_message() (in module vitalDSP_webapp.utils.error_handler) create_visualizations() (vitalDSP.health_analysis.health_report_visualization.HealthReportVisualizer method) create_warning_alert() (in module vitalDSP_webapp.utils.error_handler) create_wavelet_plot() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) crest_factor() (in module vitalDSP.signal_quality_assessment.snr_computation)

D

data (vitalDSP_webapp.services.settings_service.ApplicationSettings attribute) data_retention_days (vitalDSP_webapp.services.settings_service.DataSettings attribute) DataProcessingError DataProcessor (class in vitalDSP_webapp.utils.data_processor) DataService (class in vitalDSP_webapp.services.data.data_service) DataSettings (class in vitalDSP_webapp.services.settings_service) decode() (vitalDSP.ml_models.autoencoder.BaseAutoencoder method) default_fft_points (vitalDSP_webapp.services.settings_service.AnalysisSettings attribute) default_sampling_freq (vitalDSP_webapp.services.settings_service.AnalysisSettings attribute) default_window_type (vitalDSP_webapp.services.settings_service.AnalysisSettings attribute) denoise() (vitalDSP.ml_models.autoencoder.DenoisingAutoencoder method) denoise_signal() (in module vitalDSP.ml_models.autoencoder) DenoisingAutoencoder (class in vitalDSP.ml_models.autoencoder) deprecated() (in module vitalDSP.utils.config_utilities.common) detect_anomalies() (in module vitalDSP.ml_models.autoencoder) (vitalDSP.advanced_computation.anomaly_detection.AnomalyDetection method) (vitalDSP.ml_models.autoencoder.BaseAutoencoder method) detect_apnea_amplitude() (in module vitalDSP.respiratory_analysis.sleep_apnea_detection.amplitude_threshold) detect_arrhythmias() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis method) detect_diastolic_peak() (vitalDSP.physiological_features.waveform.WaveformMorphology method)

detect_dicrotic_notches() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_ecg_session() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_p_peak() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_peaks() (vitalDSP.utils.signal_processing.peak_detection.PeakDetection method) detect_ppg_session() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_q_session() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_q_valley() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_qrs_session() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_r_peaks() (vitalDSP.feature_engineering.ecg_autonomic_features.ECGExtractor method) detect_r_session() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_s_session() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_s_valley() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_t_peak() (vitalDSP.physiological_features.waveform.WaveformMorphology method) detect_troughs() (vitalDSP.feature_engineering.morphology_features.PhysiologicalFeatureExtractor method) (vitalDSP.physiological_features.waveform.WaveformMorphology method) DiscreteCosineTransform (class in vitalDSP.transforms.discrete_cosine_transform) display_options (vitalDSP_webapp.services.settings_service.GeneralSettings attribute) display_page() (in module vitalDSP_webapp.callbacks.core.page_routing_callbacks) DomainAdapter (class in vitalDSP.ml_models.transfer_learning) downsample() (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator static method) dtw_distance_windowed() (in module vitalDSP.utils.config_utilities.common)

E

ECGExtractor (class in vitalDSP.feature_engineering.ecg_autonomic_features) eeg_band_power_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) elliptic() (vitalDSP.filtering.signal_filtering.SignalFiltering method) EMD (class in vitalDSP.advanced_computation.emd) emd() (vitalDSP.advanced_computation.emd.EMD method) encode() (vitalDSP.ml_models.autoencoder.BaseAutoencoder method) (vitalDSP.ml_models.autoencoder.VariationalAutoencoder method) energy_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) envelope() (vitalDSP.transforms.hilbert_transform.HilbertTransform method) evaluate() (vitalDSP.advanced_computation.neural_network_filtering.NeuralNetworkFiltering method) (vitalDSP.ml_models.pretrained_models.PretrainedModel method)

explain() (vitalDSP.ml_models.explainability.BaseExplainer method) (vitalDSP.ml_models.explainability.LIMEExplainer method) (vitalDSP.ml_models.explainability.SHAPExplainer method) explain_prediction() (in module vitalDSP.ml_models.explainability) export_format (vitalDSP_webapp.services.settings_service.DataSettings attribute) export_options (vitalDSP_webapp.services.settings_service.DataSettings attribute) export_settings() (in module vitalDSP_webapp.utils.settings_utils) (vitalDSP_webapp.services.settings_service.SettingsService method) export_settings_json() (vitalDSP_webapp.utils.settings_utils.SettingsExporter class method) extract_features() (in module vitalDSP.ml_models.feature_extractor) (vitalDSP.feature_engineering.morphology_features.PhysiologicalFeatureExtractor method), [1]

F

feature_data (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator attribute) feature_importances_ (vitalDSP.ml_models.feature_extractor.FeatureExtractor attribute) feature_names_ (vitalDSP.ml_models.feature_extractor.FeatureExtractor attribute) FeatureEngineering (class in vitalDSP.ml_models.feature_extractor) FeatureExtractor (class in vitalDSP.ml_models.feature_extractor) FeedforwardNetwork (class in vitalDSP.advanced_computation.neural_network_filtering) fft_based_rr() (in module vitalDSP.respiratory_analysis.estimate_rr.fft_based_rr) FileUploadError filter_frequencies() (vitalDSP.transforms.fourier_transform.FourierTransform method) filtfilt() (in module vitalDSP.utils.config_utilities.common) find_peaks() (in module vitalDSP.utils.config_utilities.common) fine_tune() (vitalDSP.ml_models.pretrained_models.PretrainedModel method) FineTuner (class in vitalDSP.ml_models.transfer_learning) fit() (vitalDSP.ml_models.autoencoder.ConvolutionalAutoencoder method) (vitalDSP.ml_models.autoencoder.DenoisingAutoencoder method) (vitalDSP.ml_models.autoencoder.LSTMAutoencoder method) (vitalDSP.ml_models.autoencoder.StandardAutoencoder method) (vitalDSP.ml_models.autoencoder.VariationalAutoencoder method) (vitalDSP.ml_models.feature_extractor.FeatureEngineering method) (vitalDSP.ml_models.feature_extractor.FeatureExtractor method) (vitalDSP.ml_models.transfer_learning.DomainAdapter method) (vitalDSP.ml_models.transfer_learning.FineTuner method) (vitalDSP.ml_models.transfer_learning.TransferFeatureExtractor method) (vitalDSP.utils.signal_processing.scaler.StandardScaler method), [1]

fit_transform() (vitalDSP.ml_models.feature_extractor.FeatureEngineering method) (vitalDSP.utils.signal_processing.scaler.StandardScaler method), [1] format_error_for_display() (in module vitalDSP_webapp.utils.error_handler) format_error_message() (in module vitalDSP_webapp.utils.error_handler) forward_fill() (in module vitalDSP.utils.signal_processing.interpolations) FourierTransform (class in vitalDSP.transforms.fourier_transform) freeze_layers() (vitalDSP.ml_models.transfer_learning.FineTuner method) (vitalDSP.ml_models.transfer_learning.TransferFeatureExtractor method) (vitalDSP.ml_models.transfer_learning.TransferLearningStrategy method) from_registry() (vitalDSP.ml_models.pretrained_models.PretrainedModel class method) fs (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis attribute) (vitalDSP.physiological_features.hrv_analysis.HRVFeatures attribute) (vitalDSP.physiological_features.waveform.WaveformMorphology attribute) (vitalDSP.respiratory_analysis.respiratory_analysis.RespiratoryAnalysis attribute)

G

gaussian() (vitalDSP.filtering.signal_filtering.SignalFiltering method) gaussian_filter1d() (vitalDSP.filtering.signal_filtering.SignalFiltering static method) gaussian_kernel() (vitalDSP.filtering.signal_filtering.SignalFiltering static method) GaussianProcess (class in vitalDSP.advanced_computation.bayesian_analysis) general (vitalDSP_webapp.services.settings_service.ApplicationSettings attribute) GeneralSettings (class in vitalDSP_webapp.services.settings_service) generate() (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator method) generate_ecg_signal() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_filter_quality_metrics() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) generate_frequency_analysis_results() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) generate_noisy_signal() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_ppg_data() (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_resp_signal() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_sample_ecg_data() (vitalDSP_webapp.utils.data_processor.DataProcessor static method) generate_sample_ppg_data() (vitalDSP_webapp.utils.data_processor.DataProcessor static method) generate_sinusoidal() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_square_wave() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_synthetic_ppg() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) generate_synthetic_ppg_reversed() (in module vitalDSP.utils.data_processing.synthesize_data) (vitalDSP.utils.data_processing.synthesize_data.SynthesizeData static method) get_all_data() (vitalDSP_webapp.services.data.data_service.DataService method) get_all_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) get_amplitude_variability() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_analysis_error_suggestions() (in module vitalDSP_webapp.utils.error_handler) get_analysis_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) get_area() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_attention_weights() (vitalDSP.ml_models.transformer_model.TransformerModel method) get_cache_size() (vitalDSP.ml_models.pretrained_models.ModelHub method) get_column_mapping() (vitalDSP_webapp.services.data.data_service.DataService method) get_config() (vitalDSP_webapp.services.data.data_service.DataService method) get_cpu_info() (vitalDSP_webapp.utils.settings_utils.SystemMonitor class method) get_css_variables() (vitalDSP_webapp.utils.settings_utils.ThemeManager class method) get_current_config() (vitalDSP_webapp.services.data.data_service.DataService method) get_current_data() (vitalDSP_webapp.services.data.data_service.DataService method) get_current_settings() (in module vitalDSP_webapp.services.settings_service)

get_data() (vitalDSP_webapp.services.data.data_service.DataService method) get_data_info() (vitalDSP_webapp.services.data.data_service.DataService method) get_data_service() (in module vitalDSP_webapp.services.data.data_service) get_data_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) get_data_summary() (vitalDSP_webapp.services.data.data_service.DataService method) get_default_settings() (in module vitalDSP_webapp.services.settings_service) (in module vitalDSP_webapp.utils.settings_utils) get_disk_info() (vitalDSP_webapp.utils.settings_utils.SystemMonitor class method) get_duration() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_feature_importances() (vitalDSP.ml_models.feature_extractor.FeatureExtractor method) get_feature_names() (vitalDSP.ml_models.feature_extractor.FeatureExtractor method) get_features() (vitalDSP.ml_models.pretrained_models.PretrainedModel method) get_filter_info() (vitalDSP_webapp.services.data.data_service.DataService method) get_filtered_data() (vitalDSP_webapp.services.data.data_service.DataService method) get_general_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) get_heart_rate() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_layer_names() (vitalDSP.ml_models.pretrained_models.PretrainedModel method) get_memory_info() (vitalDSP_webapp.utils.settings_utils.SystemMonitor class method) get_model() (vitalDSP.ml_models.pretrained_models.ModelHub method) get_network_info() (vitalDSP_webapp.utils.settings_utils.SystemMonitor class method) get_peak_trend_slope() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_performance_info() (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator method) get_preprocess_signal() (vitalDSP.feature_engineering.morphology_features.PhysiologicalFeatureExtractor method) get_processing_error_suggestions() (in module vitalDSP_webapp.utils.error_handler) get_qrs_amplitude() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_range_status() (vitalDSP.health_analysis.interpretation_engine.InterpretationEngine method) get_setting_schema() (in module vitalDSP_webapp.utils.settings_utils) get_setting_value() (in module vitalDSP_webapp.utils.settings_utils) get_settings_service() (in module vitalDSP_webapp.services.settings_service) get_settings_summary() (vitalDSP_webapp.services.settings_service.SettingsService method) get_signal_skewness() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_slope() (vitalDSP.physiological_features.waveform.WaveformMorphology method) get_system_health() (vitalDSP_webapp.utils.settings_utils.SystemMonitor class method) get_system_info() (vitalDSP_webapp.utils.settings_utils.SystemMonitor class method) get_system_recommendations() (in module vitalDSP_webapp.utils.settings_utils) get_system_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) get_theme_colors() (vitalDSP_webapp.utils.settings_utils.ThemeManager class method) get_theme_preview() (vitalDSP_webapp.utils.settings_utils.ThemeManager class method) get_upload_error_suggestions() (in module vitalDSP_webapp.utils.error_handler) get_weights() (vitalDSP.advanced_computation.reinforcement_learning_filter.SimpleNeuralNetwork method) GradCAM1D (class in vitalDSP.ml_models.explainability) grangercausalitytests() (in module vitalDSP.utils.config_utilities.common)

H

handle_analysis_error() (in module vitalDSP_webapp.utils.error_handler) handle_error() (in module vitalDSP_webapp.utils.error_handler) handle_processing_error() (in module vitalDSP_webapp.utils.error_handler) handle_upload_error() (in module vitalDSP_webapp.utils.error_handler) harmonic_distortion() (in module vitalDSP.signal_quality_assessment.snr_computation) has_filtered_data() (vitalDSP_webapp.services.data.data_service.DataService method)

HealthReportGenerator (class in vitalDSP.health_analysis.health_report_generator) HealthReportVisualizer (class in vitalDSP.health_analysis.health_report_visualization) heart_rate_variability_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) HilbertTransform (class in vitalDSP.transforms.hilbert_transform) history (vitalDSP.ml_models.deep_models.CNN1D attribute) (vitalDSP.ml_models.transformer_model.TransformerModel attribute) HRVFeatures (class in vitalDSP.physiological_features.hrv_analysis)

I

ica_artifact_removal() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) image_format (vitalDSP_webapp.services.settings_service.DataSettings attribute) import_settings() (in module vitalDSP_webapp.utils.settings_utils) (vitalDSP_webapp.services.settings_service.SettingsService method) import_settings_json() (vitalDSP_webapp.utils.settings_utils.SettingsExporter class method)

info() (vitalDSP.ml_models.pretrained_models.PretrainedModel method) instantaneous_phase() (vitalDSP.transforms.hilbert_transform.HilbertTransform method) interpret_feature() (vitalDSP.health_analysis.interpretation_engine.InterpretationEngine method) interpret_multiple_features() (vitalDSP.health_analysis.interpretation_engine.InterpretationEngine method) InterpretationEngine (class in vitalDSP.health_analysis.interpretation_engine) interpreter (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator attribute)

K

kurtosis_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method)

L

last_updated (vitalDSP_webapp.services.settings_service.ApplicationSettings attribute) LIMEExplainer (class in vitalDSP.ml_models.explainability) linear_interpolation() (in module vitalDSP.utils.signal_processing.interpolations) list_models() (vitalDSP.ml_models.pretrained_models.ModelHub method) load() (vitalDSP.ml_models.autoencoder.BaseAutoencoder method) (vitalDSP.ml_models.deep_models.BaseDeepModel method) (vitalDSP.ml_models.pretrained_models.PretrainedModel class method) (vitalDSP.ml_models.transformer_model.TransformerModel method) load_data() (vitalDSP_webapp.services.data.data_service.DataService method)

load_data_headers_only() (in module vitalDSP_webapp.callbacks.core.upload_callbacks) load_data_with_format() (in module vitalDSP_webapp.callbacks.core.upload_callbacks) load_feature_config() (vitalDSP.health_analysis.interpretation_engine.InterpretationEngine method) load_pretrained_model() (in module vitalDSP.ml_models.pretrained_models) load_settings() (in module vitalDSP_webapp.services.settings_service) load_user_settings() (in module vitalDSP_webapp.utils.settings_utils) log_error_with_context() (in module vitalDSP_webapp.utils.error_handler) LSTMAutoencoder (class in vitalDSP.ml_models.autoencoder) LSTMModel (class in vitalDSP.ml_models.deep_models)

M

max_cpu_usage (vitalDSP_webapp.services.settings_service.SystemSettings attribute) max_file_size (vitalDSP_webapp.services.settings_service.DataSettings attribute) max_workers (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator attribute) mean_ (vitalDSP.utils.signal_processing.scaler.StandardScaler attribute) mean_imputation() (in module vitalDSP.utils.signal_processing.interpolations) mean_subtraction() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) median() (vitalDSP.filtering.signal_filtering.SignalFiltering method) median_filter_removal() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) median_imputation() (in module vitalDSP.utils.signal_processing.interpolations) memory_limit_gb (vitalDSP_webapp.services.settings_service.SystemSettings attribute) merge_settings() (in module vitalDSP_webapp.services.settings_service) min_max_normalization() (in module vitalDSP.utils.signal_processing.normalization) model (vitalDSP.ml_models.deep_models.CNN1D attribute) (vitalDSP.ml_models.transformer_model.TransformerModel attribute) ModelHub (class in vitalDSP.ml_models.pretrained_models) module vitalDSP.advanced_computation.anomaly_detection vitalDSP.advanced_computation.bayesian_analysis vitalDSP.advanced_computation.emd vitalDSP.advanced_computation.neural_network_filtering vitalDSP.advanced_computation.reinforcement_learning_filter vitalDSP.feature_engineering.ecg_autonomic_features vitalDSP.feature_engineering.morphology_features vitalDSP.feature_engineering.ppg_autonomic_features vitalDSP.filtering.artifact_removal vitalDSP.filtering.signal_filtering vitalDSP.health_analysis.health_report_generator vitalDSP.health_analysis.health_report_visualization vitalDSP.health_analysis.interpretation_engine vitalDSP.ml_models.autoencoder vitalDSP.ml_models.deep_models vitalDSP.ml_models.explainability vitalDSP.ml_models.feature_extractor vitalDSP.ml_models.pretrained_models vitalDSP.ml_models.transfer_learning vitalDSP.ml_models.transformer_model vitalDSP.physiological_features.beat_to_beat vitalDSP.physiological_features.hrv_analysis vitalDSP.physiological_features.waveform vitalDSP.respiratory_analysis.estimate_rr.fft_based_rr vitalDSP.respiratory_analysis.estimate_rr.peak_detection_rr vitalDSP.respiratory_analysis.respiratory_analysis vitalDSP.respiratory_analysis.sleep_apnea_detection.amplitude_threshold vitalDSP.signal_quality_assessment.signal_quality vitalDSP.signal_quality_assessment.signal_quality_index vitalDSP.signal_quality_assessment.snr_computation vitalDSP.transforms.discrete_cosine_transform vitalDSP.transforms.fourier_transform vitalDSP.transforms.hilbert_transform vitalDSP.transforms.wavelet_transform vitalDSP.utils.config_utilities.common vitalDSP.utils.data_processing.synthesize_data vitalDSP.utils.signal_processing.interpolations vitalDSP.utils.signal_processing.normalization vitalDSP.utils.signal_processing.peak_detection vitalDSP.utils.signal_processing.scaler vitalDSP_webapp.callbacks.analysis.respiratory_callbacks vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks vitalDSP_webapp.callbacks.core.app_callbacks vitalDSP_webapp.callbacks.core.page_routing_callbacks vitalDSP_webapp.callbacks.core.upload_callbacks vitalDSP_webapp.services.data.data_service vitalDSP_webapp.services.settings_service vitalDSP_webapp.utils.data_processor vitalDSP_webapp.utils.error_handler vitalDSP_webapp.utils.settings_utils

moving_average() (vitalDSP.filtering.signal_filtering.SignalFiltering method) mse() (vitalDSP.signal_quality_assessment.signal_quality.SignalQuality method) MultiHeadSelfAttention (class in vitalDSP.ml_models.transformer_model)

N

n_features_in_ (vitalDSP.ml_models.feature_extractor.FeatureExtractor attribute) NeuralNetworkFiltering (class in vitalDSP.advanced_computation.neural_network_filtering)

nn_intervals (vitalDSP.physiological_features.hrv_analysis.HRVFeatures attribute) notch_filter() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method)

O

optimize() (vitalDSP.advanced_computation.bayesian_analysis.BayesianOptimization method), [1]

ordinary_differential_equation() (in module vitalDSP.utils.data_processing.synthesize_data)

P

page_size (vitalDSP_webapp.services.settings_service.GeneralSettings attribute) parallel_threads (vitalDSP_webapp.services.settings_service.SystemSettings attribute) pca_artifact_removal() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) peak_detection_rr() (in module vitalDSP.respiratory_analysis.estimate_rr.peak_detection_rr) peak_threshold (vitalDSP_webapp.services.settings_service.AnalysisSettings attribute) peak_to_peak_amplitude_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) PeakDetection (class in vitalDSP.utils.signal_processing.peak_detection) pearsonr() (in module vitalDSP.utils.config_utilities.common) perform_inverse_wavelet_transform() (vitalDSP.transforms.wavelet_transform.WaveletTransform method) perform_wavelet_transform() (vitalDSP.transforms.wavelet_transform.WaveletTransform method) PhysiologicalFeatureExtractor (class in vitalDSP.feature_engineering.morphology_features) plot() (vitalDSP.ml_models.explainability.BaseExplainer method) (vitalDSP.ml_models.explainability.LIMEExplainer method) plot_attention_map() (vitalDSP.ml_models.explainability.AttentionVisualizer method) plot_attention_rollout() (vitalDSP.ml_models.explainability.AttentionVisualizer method) plot_dependence() (vitalDSP.ml_models.explainability.SHAPExplainer method) plot_force() (vitalDSP.ml_models.explainability.SHAPExplainer method) plot_head_comparison() (vitalDSP.ml_models.explainability.AttentionVisualizer method) plot_overlay() (vitalDSP.ml_models.explainability.GradCAM1D method) plot_summary() (vitalDSP.ml_models.explainability.SHAPExplainer method) plot_waterfall() (vitalDSP.ml_models.explainability.SHAPExplainer method) PositionalEncoding (class in vitalDSP.ml_models.transformer_model) ppg_signal_quality_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) PPGAutonomicFeatures (class in vitalDSP.feature_engineering.ppg_autonomic_features)

predict() (vitalDSP.advanced_computation.bayesian_analysis.GaussianProcess method), [1] (vitalDSP.advanced_computation.neural_network_filtering.ConvolutionalNetwork method) (vitalDSP.advanced_computation.neural_network_filtering.FeedforwardNetwork method) (vitalDSP.advanced_computation.neural_network_filtering.RecurrentNetwork method) (vitalDSP.advanced_computation.reinforcement_learning_filter.SimpleNeuralNetwork method) (vitalDSP.advanced_computation.reinforcement_learning_filter.SimplePolicyNetwork method) (vitalDSP.advanced_computation.reinforcement_learning_filter.SimpleValueNetwork method) (vitalDSP.ml_models.autoencoder.BaseAutoencoder method) (vitalDSP.ml_models.deep_models.BaseDeepModel method) (vitalDSP.ml_models.deep_models.CNN1D method) (vitalDSP.ml_models.deep_models.LSTMModel method) (vitalDSP.ml_models.pretrained_models.PretrainedModel method) (vitalDSP.ml_models.transfer_learning.DomainAdapter method) (vitalDSP.ml_models.transfer_learning.FineTuner method) (vitalDSP.ml_models.transfer_learning.TransferFeatureExtractor method) (vitalDSP.ml_models.transformer_model.TransformerModel method) preprocess_signal() (vitalDSP.feature_engineering.morphology_features.PhysiologicalFeatureExtractor method) PretrainedModel (class in vitalDSP.ml_models.pretrained_models) print() (vitalDSP.advanced_computation.neural_network_filtering.NeuralNetworkFiltering method), [1] (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter method), [1], [2] process_data() (vitalDSP_webapp.services.data.data_service.DataService method) process_single_feature_visualization() (in module vitalDSP.health_analysis.health_report_generator) process_uploaded_data() (vitalDSP_webapp.utils.data_processor.DataProcessor static method) propose_location() (vitalDSP.advanced_computation.bayesian_analysis.BayesianOptimization method), [1] psnr() (vitalDSP.signal_quality_assessment.signal_quality.SignalQuality method)

Q

quality_threshold (vitalDSP_webapp.services.settings_service.AnalysisSettings attribute)

quick_transfer() (in module vitalDSP.ml_models.transfer_learning)

R

r_peaks (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis attribute) read_file() (vitalDSP_webapp.utils.data_processor.DataProcessor static method) read_uploaded_content() (vitalDSP_webapp.utils.data_processor.DataProcessor static method) RecurrentNetwork (class in vitalDSP.advanced_computation.neural_network_filtering) register_page_routing_callbacks() (in module vitalDSP_webapp.callbacks.core.page_routing_callbacks) register_respiratory_callbacks() (in module vitalDSP_webapp.callbacks.analysis.respiratory_callbacks) register_sidebar_callbacks() (in module vitalDSP_webapp.callbacks.core.app_callbacks) register_signal_filtering_callbacks() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) register_upload_callbacks() (in module vitalDSP_webapp.callbacks.core.upload_callbacks)

register_vitaldsp_callbacks() (in module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks) rehydrate_payload() (in module vitalDSP_webapp.callbacks.core.upload_callbacks) ReinforcementLearningFilter (class in vitalDSP.advanced_computation.reinforcement_learning_filter) reset_to_defaults() (in module vitalDSP_webapp.utils.settings_utils) (vitalDSP_webapp.services.settings_service.SettingsService method) respiratory_signal_quality_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) RespiratoryAnalysis (class in vitalDSP.respiratory_analysis.respiratory_analysis) restore_settings() (in module vitalDSP_webapp.utils.settings_utils) rolling_mean_imputation() (in module vitalDSP.utils.signal_processing.interpolations) rrprocess() (in module vitalDSP.utils.data_processing.synthesize_data)

S

safe_execute() (in module vitalDSP_webapp.utils.error_handler) safe_log_range() (in module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks) sample() (vitalDSP.ml_models.autoencoder.VariationalAutoencoder method) sample_action() (vitalDSP.advanced_computation.reinforcement_learning_filter.SimplePolicyNetwork method) save() (vitalDSP.ml_models.autoencoder.BaseAutoencoder method) (vitalDSP.ml_models.deep_models.BaseDeepModel method) (vitalDSP.ml_models.pretrained_models.PretrainedModel method) (vitalDSP.ml_models.transformer_model.TransformerModel method) save_settings() (in module vitalDSP_webapp.services.settings_service) save_user_settings() (in module vitalDSP_webapp.utils.settings_utils) savgol_filter() (vitalDSP.filtering.signal_filtering.SignalFiltering static method) security_options (vitalDSP_webapp.services.settings_service.SystemSettings attribute) segment_duration (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator attribute) session_timeout_minutes (vitalDSP_webapp.services.settings_service.SystemSettings attribute) set_column_mapping() (vitalDSP_webapp.services.data.data_service.DataService method) set_concurrency() (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator method) set_setting_value() (in module vitalDSP_webapp.utils.settings_utils) set_weights() (vitalDSP.advanced_computation.reinforcement_learning_filter.SimpleNeuralNetwork method) SettingsExporter (class in vitalDSP_webapp.utils.settings_utils) SettingsService (class in vitalDSP_webapp.services.settings_service) SettingsValidator (class in vitalDSP_webapp.utils.settings_utils) SHAPExplainer (class in vitalDSP.ml_models.explainability) signal (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis attribute) (vitalDSP.physiological_features.hrv_analysis.HRVFeatures attribute) (vitalDSP.respiratory_analysis.respiratory_analysis.RespiratoryAnalysis attribute) signal_bypass() (vitalDSP.filtering.signal_filtering.BandpassFilter method) signal_entropy_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) signal_highpass_filter() (vitalDSP.filtering.signal_filtering.BandpassFilter method) signal_lowpass_filter() (vitalDSP.filtering.signal_filtering.BandpassFilter method)

signal_to_noise_and_distortion_ratio() (in module vitalDSP.signal_quality_assessment.snr_computation) signal_to_noise_and_interference_ratio() (in module vitalDSP.signal_quality_assessment.snr_computation) signal_type (vitalDSP.physiological_features.beat_to_beat.BeatToBeatAnalysis attribute) (vitalDSP.physiological_features.waveform.WaveformMorphology attribute) SignalFiltering (class in vitalDSP.filtering.signal_filtering) SignalQuality (class in vitalDSP.signal_quality_assessment.signal_quality) SignalQualityIndex (class in vitalDSP.signal_quality_assessment.signal_quality_index) simple_mode (vitalDSP.physiological_features.waveform.WaveformMorphology attribute) SimpleNeuralNetwork (class in vitalDSP.advanced_computation.reinforcement_learning_filter) SimplePolicyNetwork (class in vitalDSP.advanced_computation.reinforcement_learning_filter) SimpleValueNetwork (class in vitalDSP.advanced_computation.reinforcement_learning_filter) skewness_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) snr() (vitalDSP.signal_quality_assessment.signal_quality.SignalQuality method) snr_mean_square() (in module vitalDSP.signal_quality_assessment.snr_computation) snr_of_noise() (vitalDSP.signal_quality_assessment.signal_quality.SignalQuality method) snr_peak_to_peak() (in module vitalDSP.signal_quality_assessment.snr_computation) snr_power_ratio() (in module vitalDSP.signal_quality_assessment.snr_computation) snr_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) spline_interpolation() (in module vitalDSP.utils.signal_processing.interpolations) split_heads() (vitalDSP.ml_models.transformer_model.MultiHeadSelfAttention method) StandardAutoencoder (class in vitalDSP.ml_models.autoencoder) StandardScaler (class in vitalDSP.utils.signal_processing.scaler) std_ (vitalDSP.utils.signal_processing.scaler.StandardScaler attribute) store_data() (vitalDSP_webapp.services.data.data_service.DataService method) store_filtered_data() (vitalDSP_webapp.services.data.data_service.DataService method) SynthesizeData (class in vitalDSP.utils.data_processing.synthesize_data) system (vitalDSP_webapp.services.settings_service.ApplicationSettings attribute) SystemMonitor (class in vitalDSP_webapp.utils.settings_utils) SystemSettings (class in vitalDSP_webapp.services.settings_service)

T

theme (vitalDSP_webapp.services.settings_service.GeneralSettings attribute) ThemeManager (class in vitalDSP_webapp.utils.settings_utils) THEMES (vitalDSP_webapp.utils.settings_utils.ThemeManager attribute) timezone (vitalDSP_webapp.services.settings_service.GeneralSettings attribute) train() (vitalDSP.advanced_computation.neural_network_filtering.ConvolutionalNetwork method) (vitalDSP.advanced_computation.neural_network_filtering.FeedforwardNetwork method) (vitalDSP.advanced_computation.neural_network_filtering.NeuralNetworkFiltering method) (vitalDSP.advanced_computation.neural_network_filtering.NeuralNetworkFiltering.nn_filter method) (vitalDSP.advanced_computation.neural_network_filtering.RecurrentNetwork method) (vitalDSP.advanced_computation.reinforcement_learning_filter.SimpleNeuralNetwork method) (vitalDSP.advanced_computation.reinforcement_learning_filter.SimplePolicyNetwork method) (vitalDSP.advanced_computation.reinforcement_learning_filter.SimpleValueNetwork method) (vitalDSP.ml_models.deep_models.BaseDeepModel method) (vitalDSP.ml_models.deep_models.CNN1D method) (vitalDSP.ml_models.deep_models.LSTMModel method) (vitalDSP.ml_models.transformer_model.TransformerModel method)

train_dqn() (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter method), [1] (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter.rl_filter method) train_ppo() (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter method), [1] (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter.rl_filter method) train_q_learning() (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter method), [1] (vitalDSP.advanced_computation.reinforcement_learning_filter.ReinforcementLearningFilter.rl_filter method) TransferFeatureExtractor (class in vitalDSP.ml_models.transfer_learning) TransferLearningStrategy (class in vitalDSP.ml_models.transfer_learning) transform() (vitalDSP.ml_models.feature_extractor.FeatureEngineering method) (vitalDSP.ml_models.feature_extractor.FeatureExtractor method) (vitalDSP.utils.signal_processing.scaler.StandardScaler method), [1] TransformerEncoderLayer (class in vitalDSP.ml_models.transformer_model) TransformerModel (class in vitalDSP.ml_models.transformer_model)

U

unfreeze_layers() (vitalDSP.ml_models.transfer_learning.FineTuner method) (vitalDSP.ml_models.transfer_learning.TransferFeatureExtractor method) (vitalDSP.ml_models.transfer_learning.TransferLearningStrategy method) update() (vitalDSP.advanced_computation.bayesian_analysis.GaussianProcess method), [1] (vitalDSP.advanced_computation.reinforcement_learning_filter.SimplePolicyNetwork method) update_analysis_settings() (vitalDSP_webapp.services.settings_service.SettingsService method)

update_column_mapping() (vitalDSP_webapp.services.data.data_service.DataService method) update_config() (vitalDSP_webapp.services.data.data_service.DataService method) update_data_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) update_general_settings() (vitalDSP_webapp.services.settings_service.SettingsService method) update_settings() (in module vitalDSP_webapp.services.settings_service) update_system_settings() (vitalDSP_webapp.services.settings_service.SettingsService method)

V

validate_analysis_settings() (vitalDSP_webapp.utils.settings_utils.SettingsValidator class method) validate_data_settings() (vitalDSP_webapp.utils.settings_utils.SettingsValidator class method) validate_data_types() (in module vitalDSP_webapp.utils.error_handler) validate_file_extension() (vitalDSP_webapp.utils.data_processor.DataProcessor static method) validate_general_settings() (vitalDSP_webapp.utils.settings_utils.SettingsValidator class method) validate_required_fields() (in module vitalDSP_webapp.utils.error_handler) validate_setting_value() (in module vitalDSP_webapp.utils.settings_utils) validate_settings() (in module vitalDSP_webapp.services.settings_service) (vitalDSP_webapp.services.settings_service.SettingsService method) validate_system_settings() (vitalDSP_webapp.utils.settings_utils.SettingsValidator class method) ValidationError VariationalAutoencoder (class in vitalDSP.ml_models.autoencoder) version (vitalDSP_webapp.services.settings_service.ApplicationSettings attribute) visualizer (vitalDSP.health_analysis.health_report_generator.HealthReportGenerator attribute) vitalDSP.advanced_computation.anomaly_detection module vitalDSP.advanced_computation.bayesian_analysis module vitalDSP.advanced_computation.emd module vitalDSP.advanced_computation.neural_network_filtering module vitalDSP.advanced_computation.reinforcement_learning_filter module vitalDSP.feature_engineering.ecg_autonomic_features module vitalDSP.feature_engineering.morphology_features module vitalDSP.feature_engineering.ppg_autonomic_features module vitalDSP.filtering.artifact_removal module vitalDSP.filtering.signal_filtering module vitalDSP.health_analysis.health_report_generator module vitalDSP.health_analysis.health_report_visualization module vitalDSP.health_analysis.interpretation_engine module vitalDSP.ml_models.autoencoder module vitalDSP.ml_models.deep_models module vitalDSP.ml_models.explainability module vitalDSP.ml_models.feature_extractor module vitalDSP.ml_models.pretrained_models module vitalDSP.ml_models.transfer_learning module vitalDSP.ml_models.transformer_model module vitalDSP.physiological_features.beat_to_beat module vitalDSP.physiological_features.hrv_analysis module

vitalDSP.physiological_features.waveform module vitalDSP.respiratory_analysis.estimate_rr.fft_based_rr module vitalDSP.respiratory_analysis.estimate_rr.peak_detection_rr module vitalDSP.respiratory_analysis.respiratory_analysis module vitalDSP.respiratory_analysis.sleep_apnea_detection.amplitude_threshold module vitalDSP.signal_quality_assessment.signal_quality module vitalDSP.signal_quality_assessment.signal_quality_index module vitalDSP.signal_quality_assessment.snr_computation module vitalDSP.transforms.discrete_cosine_transform module vitalDSP.transforms.fourier_transform module vitalDSP.transforms.hilbert_transform module vitalDSP.transforms.wavelet_transform module vitalDSP.utils.config_utilities.common module vitalDSP.utils.data_processing.synthesize_data module vitalDSP.utils.signal_processing.interpolations module vitalDSP.utils.signal_processing.normalization module vitalDSP.utils.signal_processing.peak_detection module vitalDSP.utils.signal_processing.scaler module vitalDSP_webapp.callbacks.analysis.respiratory_callbacks module vitalDSP_webapp.callbacks.analysis.signal_filtering_callbacks module vitalDSP_webapp.callbacks.analysis.vitaldsp_callbacks module vitalDSP_webapp.callbacks.core.app_callbacks module vitalDSP_webapp.callbacks.core.page_routing_callbacks module vitalDSP_webapp.callbacks.core.upload_callbacks module vitalDSP_webapp.services.data.data_service module vitalDSP_webapp.services.settings_service module vitalDSP_webapp.utils.data_processor module vitalDSP_webapp.utils.error_handler module vitalDSP_webapp.utils.settings_utils module

W

waveform (vitalDSP.physiological_features.waveform.WaveformMorphology attribute) waveform_similarity_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method) WaveformMorphology (class in vitalDSP.physiological_features.waveform)

wavelet_denoising() (vitalDSP.filtering.artifact_removal.ArtifactRemoval method) WaveletTransform (class in vitalDSP.transforms.wavelet_transform) WebappError

Z

z_score_normalization() (in module vitalDSP.utils.signal_processing.normalization)

zero_crossing_sqi() (vitalDSP.signal_quality_assessment.signal_quality_index.SignalQualityIndex method)