Index

A

AccuracyQueue (class in frouros.utils.data_structures) add_additional_vars() (frouros.callbacks.streaming.HistoryConceptDrift method) additional_vars (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) (frouros.detectors.concept_drift.streaming.window_based.KSWIN property) (frouros.detectors.concept_drift.streaming.window_based.STEPD property)

ADWIN (class in frouros.detectors.concept_drift.streaming.window_based) ADWINConfig (class in frouros.detectors.concept_drift.streaming.window_based) alpha (frouros.callbacks.batch.ResetStatisticalTest property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverageConfig property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkleyConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) (frouros.detectors.concept_drift.streaming.window_based.KSWINConfig property) (frouros.metrics.prequential_error.PrequentialError property) (frouros.utils.stats.EWMA property) alpha_d (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property) (frouros.detectors.concept_drift.streaming.window_based.STEPDConfig property) alpha_w (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property) (frouros.detectors.concept_drift.streaming.window_based.STEPDConfig property) AndersonDarlingTest (class in frouros.detectors.data_drift.batch.statistical_test)

B

BaseStat (class in frouros.utils.stats) beta (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) BhattacharyyaDistance (class in frouros.detectors.data_drift.batch.distance_based)

BOCD (class in frouros.detectors.concept_drift.streaming.change_detection) BOCDConfig (class in frouros.detectors.concept_drift.streaming.change_detection) buckets (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) BWSTest (class in frouros.detectors.data_drift.batch.statistical_test)

C

callbacks (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) (frouros.detectors.concept_drift.streaming.window_based.KSWIN property) (frouros.detectors.concept_drift.streaming.window_based.STEPD property) (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.EMD property) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.MMD property) (frouros.detectors.data_drift.batch.distance_based.PSI property) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest property) (frouros.detectors.data_drift.batch.statistical_test.BWSTest property) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property) (frouros.detectors.data_drift.batch.statistical_test.CVMTest property) (frouros.detectors.data_drift.batch.statistical_test.KSTest property) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest property) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest property) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property) (frouros.detectors.data_drift.streaming.distance_based.MMD property) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property) check_callbacks() (in module frouros.utils.checks) ChiSquareTest (class in frouros.detectors.data_drift.batch.statistical_test) chunk_size (frouros.detectors.data_drift.batch.distance_based.MMD property) CircularMean (class in frouros.utils.stats) CircularQueue (class in frouros.utils.data_structures) clear() (frouros.utils.data_structures.AccuracyQueue method) (frouros.utils.data_structures.CircularQueue method) clock (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property) compare() (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance method) (frouros.detectors.data_drift.batch.distance_based.EMD method) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance method) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance method) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement method) (frouros.detectors.data_drift.batch.distance_based.JS method) (frouros.detectors.data_drift.batch.distance_based.KL method) (frouros.detectors.data_drift.batch.distance_based.MMD method) (frouros.detectors.data_drift.batch.distance_based.PSI method) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest method) (frouros.detectors.data_drift.batch.statistical_test.BWSTest method) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest method) (frouros.detectors.data_drift.batch.statistical_test.CVMTest method) (frouros.detectors.data_drift.batch.statistical_test.KSTest method) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest method) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest method) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest method) (frouros.detectors.data_drift.streaming.distance_based.MMD method)

config (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) (frouros.detectors.concept_drift.streaming.window_based.KSWIN property) (frouros.detectors.concept_drift.streaming.window_based.STEPD property) config_type (frouros.detectors.concept_drift.streaming.change_detection.BOCD attribute) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM attribute) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage attribute) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley attribute) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM attribute) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT attribute) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM attribute) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA attribute) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW attribute) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM attribute) (frouros.detectors.concept_drift.streaming.window_based.ADWIN attribute) (frouros.detectors.concept_drift.streaming.window_based.KSWIN attribute) (frouros.detectors.concept_drift.streaming.window_based.STEPD attribute) correct_overall (frouros.detectors.concept_drift.streaming.window_based.STEPD property) correct_total (frouros.detectors.concept_drift.streaming.window_based.STEPD property) correct_window (frouros.detectors.concept_drift.streaming.window_based.STEPD property) count (frouros.utils.data_structures.CircularQueue property) cumulative_fading_error (frouros.metrics.prequential_error.PrequentialError property) cumulative_instances (frouros.metrics.prequential_error.PrequentialError property) CUSUM (class in frouros.detectors.concept_drift.streaming.change_detection) CUSUMConfig (class in frouros.detectors.concept_drift.streaming.change_detection) CVMTest (class in frouros.detectors.data_drift.batch.statistical_test)

D

data_type (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.EMD property) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.MMD property) (frouros.detectors.data_drift.batch.distance_based.PSI property) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest property) (frouros.detectors.data_drift.batch.statistical_test.BWSTest property) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property) (frouros.detectors.data_drift.batch.statistical_test.CVMTest property) (frouros.detectors.data_drift.batch.statistical_test.KSTest property) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest property) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest property) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property) (frouros.detectors.data_drift.streaming.distance_based.MMD property) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property)

DDM (class in frouros.detectors.concept_drift.streaming.statistical_process_control) DDMConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control) delta (frouros.detectors.concept_drift.streaming.change_detection.CUSUMConfig property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkleyConfig property) (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property) dequeue() (frouros.utils.data_structures.AccuracyQueue method) (frouros.utils.data_structures.CircularQueue method) download() (frouros.datasets.real.Elec2 method) drift_level (frouros.detectors.concept_drift.streaming.statistical_process_control.DDMConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property)

E

ECDDWT (class in frouros.detectors.concept_drift.streaming.statistical_process_control) ECDDWTConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control) EDDM (class in frouros.detectors.concept_drift.streaming.statistical_process_control) EDDMConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control) Elec2 (class in frouros.datasets.real) EMD (class in frouros.detectors.data_drift.batch.distance_based)

EmptyQueueError EnergyDistance (class in frouros.detectors.data_drift.batch.distance_based) enqueue() (frouros.utils.data_structures.AccuracyQueue method) (frouros.utils.data_structures.CircularQueue method) error_rate (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) EWMA (class in frouros.utils.stats)

F

file_path (frouros.datasets.real.Elec2 property) first (frouros.utils.data_structures.CircularQueue property) fit() (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance method) (frouros.detectors.data_drift.batch.distance_based.EMD method) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance method) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance method) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement method) (frouros.detectors.data_drift.batch.distance_based.JS method) (frouros.detectors.data_drift.batch.distance_based.KL method) (frouros.detectors.data_drift.batch.distance_based.MMD method) (frouros.detectors.data_drift.batch.distance_based.PSI method) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest method) (frouros.detectors.data_drift.batch.statistical_test.BWSTest method) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest method) (frouros.detectors.data_drift.batch.statistical_test.CVMTest method) (frouros.detectors.data_drift.batch.statistical_test.KSTest method) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest method) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest method) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest method) (frouros.detectors.data_drift.streaming.distance_based.MMD method) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest method) frouros.callbacks.batch module frouros.callbacks.streaming module frouros.datasets.real module frouros.datasets.synthetic module frouros.detectors.concept_drift.streaming module

frouros.detectors.concept_drift.streaming.change_detection module frouros.detectors.concept_drift.streaming.statistical_process_control module frouros.detectors.concept_drift.streaming.window_based module frouros.detectors.data_drift.batch module frouros.detectors.data_drift.batch.distance_based module frouros.detectors.data_drift.batch.statistical_test module frouros.detectors.data_drift.streaming module frouros.detectors.data_drift.streaming.distance_based module frouros.detectors.data_drift.streaming.statistical_test module frouros.metrics module frouros.metrics.prequential_error module frouros.utils.checks module frouros.utils.data_structures module frouros.utils.kernels module frouros.utils.persistence module frouros.utils.stats module

G

generate_dataset() (frouros.datasets.synthetic.SEA method) GeometricMovingAverage (class in frouros.detectors.concept_drift.streaming.change_detection) GeometricMovingAverageConfig (class in frouros.detectors.concept_drift.streaming.change_detection)

get() (frouros.utils.stats.BaseStat method) (frouros.utils.stats.EWMA method) (frouros.utils.stats.IncrementalStat method) (frouros.utils.stats.Mean method)

H

HDDMA (class in frouros.detectors.concept_drift.streaming.statistical_process_control) HDDMAConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control) HDDMW (class in frouros.detectors.concept_drift.streaming.statistical_process_control)

HDDMWConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control) HellingerDistance (class in frouros.detectors.data_drift.batch.distance_based) HINormalizedComplement (class in frouros.detectors.data_drift.batch.distance_based) HistoryConceptDrift (class in frouros.callbacks.streaming)

I

incremental_op() (frouros.utils.stats.Mean static method) IncrementalKSTest (class in frouros.detectors.data_drift.streaming.statistical_test)

IncrementalStat (class in frouros.utils.stats) is_empty() (frouros.utils.data_structures.CircularQueue method) is_full() (frouros.utils.data_structures.CircularQueue method)

J

JS (class in frouros.detectors.data_drift.batch.distance_based)

K

kernel (frouros.detectors.data_drift.batch.distance_based.MMD property) KL (class in frouros.detectors.data_drift.batch.distance_based) KSTest (class in frouros.detectors.data_drift.batch.statistical_test)

KSWIN (class in frouros.detectors.concept_drift.streaming.window_based) KSWINConfig (class in frouros.detectors.concept_drift.streaming.window_based) KuiperTest (class in frouros.detectors.data_drift.batch.statistical_test)

L

lambda_ (frouros.detectors.concept_drift.streaming.change_detection.CUSUMConfig property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverageConfig property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkleyConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWTConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property) last (frouros.utils.data_structures.CircularQueue property)

last_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) level (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) load() (frouros.datasets.real.Elec2 method) (in module frouros.utils.persistence) log_message (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) log_r (frouros.detectors.concept_drift.streaming.change_detection.BOCD property)

M

m (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property) maintain_last_element() (frouros.utils.data_structures.CircularQueue method) MannWhitneyUTest (class in frouros.detectors.data_drift.batch.statistical_test) max_concept_size (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property) max_distance_threshold (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) max_len (frouros.utils.data_structures.CircularQueue property) max_num_instances_warning (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property) Mean (class in frouros.utils.stats) mean (frouros.utils.stats.EWMA property) (frouros.utils.stats.Mean property) mean_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) mean_error_rate (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property) method (frouros.callbacks.batch.PermutationTestDistanceBased property) min_concept_size (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property) min_error_rate (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) min_error_rate_plus_std (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) min_num_instances (frouros.detectors.concept_drift.streaming.change_detection.BOCDConfig property) (frouros.detectors.concept_drift.streaming.change_detection.CUSUMConfig property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverageConfig property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkleyConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDMConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWTConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property) (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property) (frouros.detectors.concept_drift.streaming.window_based.KSWINConfig property) (frouros.detectors.concept_drift.streaming.window_based.STEPDConfig property)

min_num_misclassified_instances (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) min_std (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) min_window_size (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property) MMD (class in frouros.detectors.data_drift.batch.distance_based) (class in frouros.detectors.data_drift.streaming.distance_based) model (frouros.detectors.concept_drift.streaming.change_detection.BOCDConfig property) model_type (frouros.detectors.concept_drift.streaming.change_detection.BOCDConfig attribute) module frouros.callbacks.batch frouros.callbacks.streaming frouros.datasets.real frouros.datasets.synthetic frouros.detectors.concept_drift.streaming frouros.detectors.concept_drift.streaming.change_detection frouros.detectors.concept_drift.streaming.statistical_process_control frouros.detectors.concept_drift.streaming.window_based frouros.detectors.data_drift.batch frouros.detectors.data_drift.batch.distance_based frouros.detectors.data_drift.batch.statistical_test frouros.detectors.data_drift.streaming frouros.detectors.data_drift.streaming.distance_based frouros.detectors.data_drift.streaming.statistical_test frouros.metrics frouros.metrics.prequential_error frouros.utils.checks frouros.utils.data_structures frouros.utils.kernels frouros.utils.persistence frouros.utils.stats

N

name (frouros.callbacks.batch.PermutationTestDistanceBased property) (frouros.callbacks.batch.ResetStatisticalTest property) (frouros.callbacks.streaming.HistoryConceptDrift property) (frouros.metrics.prequential_error.PrequentialError property) num_bins (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.PSI property) num_buckets (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) num_false (frouros.utils.data_structures.AccuracyQueue property) num_instances (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) (frouros.detectors.concept_drift.streaming.window_based.KSWIN property) (frouros.detectors.concept_drift.streaming.window_based.STEPD property)

num_instances_overall (frouros.detectors.concept_drift.streaming.window_based.STEPD property) num_instances_window (frouros.detectors.concept_drift.streaming.window_based.STEPD property) num_jobs (frouros.callbacks.batch.PermutationTestDistanceBased property) num_max_buckets (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) num_misclassified_instances (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) num_permutations (frouros.callbacks.batch.PermutationTestDistanceBased property) num_test_instances (frouros.detectors.concept_drift.streaming.window_based.KSWINConfig property) num_true (frouros.utils.data_structures.AccuracyQueue property) num_values (frouros.utils.stats.Mean property) num_warnings (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property)

O

old_mean_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) on_compare_end() (frouros.callbacks.batch.PermutationTestDistanceBased method) (frouros.callbacks.batch.ResetStatisticalTest method) on_compare_start() (frouros.callbacks.batch.PermutationTestDistanceBased method) (frouros.callbacks.batch.ResetStatisticalTest method) on_fit_end() (frouros.callbacks.batch.PermutationTestDistanceBased method) (frouros.callbacks.batch.ResetStatisticalTest method) (frouros.callbacks.streaming.HistoryConceptDrift method)

on_fit_start() (frouros.callbacks.batch.PermutationTestDistanceBased method) (frouros.callbacks.batch.ResetStatisticalTest method) (frouros.callbacks.streaming.HistoryConceptDrift method) on_update_end() (frouros.callbacks.streaming.HistoryConceptDrift method) on_update_start() (frouros.callbacks.streaming.HistoryConceptDrift method)

P

p (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) PageHinkley (class in frouros.detectors.concept_drift.streaming.change_detection) PageHinkleyConfig (class in frouros.detectors.concept_drift.streaming.change_detection) permutation() (in module frouros.utils.stats) PermutationTestDistanceBased (class in frouros.callbacks.batch)

predicted_mean (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) predicted_var (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) predictions (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) PrequentialError (class in frouros.metrics.prequential_error) PSI (class in frouros.detectors.data_drift.batch.distance_based)

Q

queue (frouros.utils.data_structures.CircularQueue property)

R

rbf_kernel() (in module frouros.utils.kernels) RDDM (class in frouros.detectors.concept_drift.streaming.statistical_process_control) rddm_drift (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) RDDMConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control) read_file() (frouros.datasets.real.Elec2 method) reset() (frouros.callbacks.batch.PermutationTestDistanceBased method) (frouros.callbacks.batch.ResetStatisticalTest method) (frouros.callbacks.streaming.HistoryConceptDrift method) (frouros.detectors.concept_drift.streaming.change_detection.BOCD method) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM method) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage method) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley method) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM method) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT method) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM method) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA method) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW method) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM method) (frouros.detectors.concept_drift.streaming.window_based.ADWIN method) (frouros.detectors.concept_drift.streaming.window_based.KSWIN method) (frouros.detectors.concept_drift.streaming.window_based.STEPD method) (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance method) (frouros.detectors.data_drift.batch.distance_based.EMD method) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance method) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance method) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement method) (frouros.detectors.data_drift.batch.distance_based.JS method) (frouros.detectors.data_drift.batch.distance_based.KL method) (frouros.detectors.data_drift.batch.distance_based.MMD method) (frouros.detectors.data_drift.batch.distance_based.PSI method) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest method) (frouros.detectors.data_drift.batch.statistical_test.BWSTest method) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest method) (frouros.detectors.data_drift.batch.statistical_test.CVMTest method) (frouros.detectors.data_drift.batch.statistical_test.KSTest method) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest method) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest method) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest method) (frouros.detectors.data_drift.streaming.distance_based.MMD method) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest method) (frouros.metrics.prequential_error.PrequentialError method)

ResetStatisticalTest (class in frouros.callbacks.batch)

S

save() (in module frouros.utils.persistence) SEA (class in frouros.datasets.synthetic) set_detector() (frouros.callbacks.batch.PermutationTestDistanceBased method) (frouros.callbacks.batch.ResetStatisticalTest method) (frouros.callbacks.streaming.HistoryConceptDrift method) size (frouros.utils.data_structures.CircularQueue property) statistical_kwargs (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.EMD property) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.MMD property) (frouros.detectors.data_drift.batch.distance_based.PSI property) statistical_method (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.EMD property) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.MMD property) (frouros.detectors.data_drift.batch.distance_based.PSI property) statistical_type (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.EMD property) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.MMD property) (frouros.detectors.data_drift.batch.distance_based.PSI property) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest property) (frouros.detectors.data_drift.batch.statistical_test.BWSTest property) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property) (frouros.detectors.data_drift.batch.statistical_test.CVMTest property) (frouros.detectors.data_drift.batch.statistical_test.KSTest property) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest property) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest property) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property) (frouros.detectors.data_drift.streaming.distance_based.MMD property) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property)

status (frouros.detectors.concept_drift.streaming.change_detection.BOCD property) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) (frouros.detectors.concept_drift.streaming.window_based.KSWIN property) (frouros.detectors.concept_drift.streaming.window_based.STEPD property) std_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) STEPD (class in frouros.detectors.concept_drift.streaming.window_based) STEPDConfig (class in frouros.detectors.concept_drift.streaming.window_based) sum_ (frouros.detectors.concept_drift.streaming.change_detection.CUSUM property) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage property) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley property)

T

test_type (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) total (frouros.detectors.concept_drift.streaming.window_based.ADWIN property)

total_num_permutations (frouros.callbacks.batch.PermutationTestDistanceBased property) two_sided_test (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property)

U

update() (frouros.detectors.concept_drift.streaming.change_detection.BOCD method) (frouros.detectors.concept_drift.streaming.change_detection.CUSUM method) (frouros.detectors.concept_drift.streaming.change_detection.GeometricMovingAverage method) (frouros.detectors.concept_drift.streaming.change_detection.PageHinkley method) (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM method) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT method) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM method) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA method) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW method) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM method) (frouros.detectors.concept_drift.streaming.window_based.ADWIN method) (frouros.detectors.concept_drift.streaming.window_based.KSWIN method) (frouros.detectors.concept_drift.streaming.window_based.STEPD method) (frouros.detectors.data_drift.streaming.distance_based.MMD method) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest method) (frouros.utils.stats.CircularMean method) (frouros.utils.stats.EWMA method) (frouros.utils.stats.IncrementalStat method) (frouros.utils.stats.Mean method)

url (frouros.datasets.real.Elec2 property)

V

variance (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) variance_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property)

variance_window (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) verbose (frouros.callbacks.batch.PermutationTestDistanceBased property)

W

warning (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property) (frouros.detectors.concept_drift.streaming.window_based.STEPD property) warning_level (frouros.detectors.concept_drift.streaming.statistical_process_control.DDMConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWTConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property) (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property)

WelchTTest (class in frouros.detectors.data_drift.batch.statistical_test) width (frouros.detectors.concept_drift.streaming.window_based.ADWIN property) window (frouros.detectors.concept_drift.streaming.window_based.KSWIN property) window_accuracy (frouros.detectors.concept_drift.streaming.window_based.STEPD property) window_size (frouros.detectors.data_drift.streaming.distance_based.MMD property) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property)

X

X_ref (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property) (frouros.detectors.data_drift.batch.distance_based.EMD property) (frouros.detectors.data_drift.batch.distance_based.EnergyDistance property) (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property) (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property) (frouros.detectors.data_drift.batch.distance_based.JS property) (frouros.detectors.data_drift.batch.distance_based.KL property) (frouros.detectors.data_drift.batch.distance_based.MMD property) (frouros.detectors.data_drift.batch.distance_based.PSI property) (frouros.detectors.data_drift.batch.statistical_test.AndersonDarlingTest property) (frouros.detectors.data_drift.batch.statistical_test.BWSTest property) (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property) (frouros.detectors.data_drift.batch.statistical_test.CVMTest property) (frouros.detectors.data_drift.batch.statistical_test.KSTest property) (frouros.detectors.data_drift.batch.statistical_test.KuiperTest property) (frouros.detectors.data_drift.batch.statistical_test.MannWhitneyUTest property) (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property) (frouros.detectors.data_drift.streaming.distance_based.MMD property) (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property)

Z

z (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property)