Index

A

AccuracyQueue (class in frouros.utils.data_structures) add_additional_vars() (frouros.callbacks.streaming.History method) additional_vars (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] ADWIN (class in frouros.detectors.concept_drift.streaming.window_based), [1]

ADWINConfig (class in frouros.detectors.concept_drift.streaming.window_based), [1] alpha (frouros.callbacks.batch.ResetOnBatchDataDrift property) (frouros.callbacks.streaming.mSPRT property) (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverageConfig property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkleyConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWINConfig property), [1] (frouros.metrics.prequential_error.PrequentialError property) (frouros.utils.stats.EWMA property) alpha_d (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPDConfig property), [1] alpha_w (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPDConfig property), [1]

B

beta (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1]

BhattacharyyaDistance (class in frouros.detectors.data_drift.batch.distance_based), [1] buckets (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1]

C

callbacks (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.EMD property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD property), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property), [1] check_func_parameters() (in module frouros.utils.decorators) ChiSquareTest (class in frouros.detectors.data_drift.batch.statistical_test), [1] chunk_size (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] 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), [1] compare() (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance method), [1] (frouros.detectors.data_drift.batch.distance_based.EMD method), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance method), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement method), [1] (frouros.detectors.data_drift.batch.distance_based.JS method), [1] (frouros.detectors.data_drift.batch.distance_based.KL method), [1] (frouros.detectors.data_drift.batch.distance_based.MMD method), [1] (frouros.detectors.data_drift.batch.distance_based.PSI method), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest method), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD method), [1]

config (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] config_type (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM attribute), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage attribute), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley attribute), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM attribute), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT attribute), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM attribute), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA attribute), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW attribute), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM attribute), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN attribute), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN attribute), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD attribute), [1] correct_overall (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] correct_total (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] correct_window (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] count (frouros.utils.data_structures.AccuracyQueue property) (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.cusum_based), [1] CUSUMConfig (class in frouros.detectors.concept_drift.streaming.cusum_based), [1] CVMTest (class in frouros.detectors.data_drift.batch.statistical_test), [1]

D

data_type (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.EMD property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD property), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property), [1]

DDM (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] DDMConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] delta (frouros.detectors.concept_drift.streaming.cusum_based.CUSUMConfig property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkleyConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property), [1] 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), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property), [1]

E

ECDDWT (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] ECDDWTConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] EDDM (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] EDDMConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] Elec2 (class in frouros.datasets.real) EMD (class in frouros.detectors.data_drift.batch.distance_based), [1]

EmptyQueueError (class in frouros.utils.data_structures) 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), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] EWMA (class in frouros.utils.stats)

F

file_path (frouros.datasets.real.Elec2 property) first (frouros.utils.data_structures.AccuracyQueue property) (frouros.utils.data_structures.CircularQueue property) fit() (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance method), [1] (frouros.detectors.data_drift.batch.distance_based.EMD method), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance method), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement method), [1] (frouros.detectors.data_drift.batch.distance_based.JS method), [1] (frouros.detectors.data_drift.batch.distance_based.KL method), [1] (frouros.detectors.data_drift.batch.distance_based.MMD method), [1] (frouros.detectors.data_drift.batch.distance_based.PSI method), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest method), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD method), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest method), [1] frouros.callbacks.batch module frouros.callbacks.streaming module frouros.datasets.real module frouros.datasets.synthetic module frouros.detectors module frouros.detectors.concept_drift module frouros.detectors.concept_drift.streaming module, [1]

frouros.detectors.concept_drift.streaming.cusum_based module, [1] frouros.detectors.concept_drift.streaming.statistical_process_control module, [1] frouros.detectors.concept_drift.streaming.window_based module, [1] frouros.detectors.data_drift module frouros.detectors.data_drift.batch module, [1] frouros.detectors.data_drift.batch.distance_based module, [1] frouros.detectors.data_drift.batch.statistical_test module, [1] frouros.detectors.data_drift.streaming module, [1] frouros.detectors.data_drift.streaming.distance_based module, [1] frouros.detectors.data_drift.streaming.statistical_test module, [1] frouros.metrics module frouros.metrics.prequential_error module frouros.utils module frouros.utils.data_structures module frouros.utils.decorators module frouros.utils.stats module

G

generate_dataset() (frouros.datasets.synthetic.SEA method) GeometricMovingAverage (class in frouros.detectors.concept_drift.streaming.cusum_based), [1] GeometricMovingAverageConfig (class in frouros.detectors.concept_drift.streaming.cusum_based), [1]

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

H

HDDMA (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] HDDMAConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] HDDMW (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1]

HDDMWConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] HellingerDistance (class in frouros.detectors.data_drift.batch.distance_based), [1] HINormalizedComplement (class in frouros.detectors.data_drift.batch.distance_based), [1] History (class in frouros.callbacks.streaming)

I

incremental_op() (frouros.utils.stats.Mean static method) IncrementalKSTest (class in frouros.detectors.data_drift.streaming.statistical_test), [1] IncrementalStat (class in frouros.utils.stats)

is_empty() (frouros.utils.data_structures.AccuracyQueue method) (frouros.utils.data_structures.CircularQueue method) is_full() (frouros.utils.data_structures.AccuracyQueue method) (frouros.utils.data_structures.CircularQueue method)

J

JS (class in frouros.detectors.data_drift.batch.distance_based), [1]

K

kernel (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] KL (class in frouros.detectors.data_drift.batch.distance_based), [1]

KSTest (class in frouros.detectors.data_drift.batch.statistical_test), [1] KSWIN (class in frouros.detectors.concept_drift.streaming.window_based), [1] KSWINConfig (class in frouros.detectors.concept_drift.streaming.window_based), [1]

L

lambda_ (frouros.callbacks.streaming.mSPRT property) (frouros.detectors.concept_drift.streaming.cusum_based.CUSUMConfig property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverageConfig property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkleyConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWTConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1]

last (frouros.utils.data_structures.AccuracyQueue property) (frouros.utils.data_structures.CircularQueue property) last_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] level (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1] load() (frouros.datasets.real.Elec2 method)

M

m (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property), [1] maintain_last_element() (frouros.utils.data_structures.AccuracyQueue method) (frouros.utils.data_structures.CircularQueue method) max_concept_size (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property), [1] max_distance_threshold (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] max_len (frouros.utils.data_structures.AccuracyQueue property) (frouros.utils.data_structures.CircularQueue property) max_num_instances_warning (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property), [1] 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), [1] mean_error_rate (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1] min_concept_size (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property), [1] min_error_rate (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] min_error_rate_plus_std (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] min_num_instances (frouros.detectors.concept_drift.streaming.cusum_based.CUSUMConfig property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverageConfig property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkleyConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDMConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWTConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWINConfig property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPDConfig property), [1]

min_num_misclassified_instances (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1] min_std (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] min_window_size (frouros.detectors.concept_drift.streaming.window_based.ADWINConfig property), [1] MMD (class in frouros.detectors.data_drift.batch.distance_based), [1] (class in frouros.detectors.data_drift.streaming.distance_based), [1] module frouros.callbacks.batch frouros.callbacks.streaming frouros.datasets.real frouros.datasets.synthetic frouros.detectors frouros.detectors.concept_drift frouros.detectors.concept_drift.streaming, [1] frouros.detectors.concept_drift.streaming.cusum_based, [1] frouros.detectors.concept_drift.streaming.statistical_process_control, [1] frouros.detectors.concept_drift.streaming.window_based, [1] frouros.detectors.data_drift frouros.detectors.data_drift.batch, [1] frouros.detectors.data_drift.batch.distance_based, [1] frouros.detectors.data_drift.batch.statistical_test, [1] frouros.detectors.data_drift.streaming, [1] frouros.detectors.data_drift.streaming.distance_based, [1] frouros.detectors.data_drift.streaming.statistical_test, [1] frouros.metrics frouros.metrics.prequential_error frouros.utils frouros.utils.data_structures frouros.utils.decorators frouros.utils.stats mSPRT (class in frouros.callbacks.streaming)

N

name (frouros.callbacks.batch.PermutationTestOnBatchData property) (frouros.callbacks.batch.ResetOnBatchDataDrift property) (frouros.callbacks.streaming.History property) (frouros.callbacks.streaming.mSPRT property) (frouros.callbacks.streaming.WarningSamplesBuffer property) (frouros.metrics.prequential_error.PrequentialError property) num_bins (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] num_buckets (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] num_false (frouros.utils.data_structures.AccuracyQueue property) num_instances (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1]

num_instances_overall (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] num_instances_window (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] num_jobs (frouros.callbacks.batch.PermutationTestOnBatchData property) num_max_buckets (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] num_misclassified_instances (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] num_permutations (frouros.callbacks.batch.PermutationTestOnBatchData property) num_test_instances (frouros.detectors.concept_drift.streaming.window_based.KSWINConfig property), [1] 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), [1]

O

old_mean_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] on_compare_end() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) on_compare_start() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) on_drift_detected() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method) on_fit_end() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method)

on_fit_start() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method) on_update_end() (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method) on_update_start() (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method) on_warning_detected() (frouros.callbacks.streaming.WarningSamplesBuffer method)

P

p (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] PageHinkley (class in frouros.detectors.concept_drift.streaming.cusum_based), [1] PageHinkleyConfig (class in frouros.detectors.concept_drift.streaming.cusum_based), [1] permutation() (in module frouros.utils.stats)

PermutationTestOnBatchData (class in frouros.callbacks.batch) predictions (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] PrequentialError (class in frouros.metrics.prequential_error) PSI (class in frouros.detectors.data_drift.batch.distance_based), [1]

Q

queue (frouros.utils.data_structures.AccuracyQueue property) (frouros.utils.data_structures.CircularQueue property)

R

RDDM (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] rddm_drift (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] RDDMConfig (class in frouros.detectors.concept_drift.streaming.statistical_process_control), [1] read_file() (frouros.datasets.real.Elec2 method) reset() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method) (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM method), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage method), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM method), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN method), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN method), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD method), [1] (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance method), [1] (frouros.detectors.data_drift.batch.distance_based.EMD method), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance method), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement method), [1] (frouros.detectors.data_drift.batch.distance_based.JS method), [1] (frouros.detectors.data_drift.batch.distance_based.KL method), [1] (frouros.detectors.data_drift.batch.distance_based.MMD method), [1] (frouros.detectors.data_drift.batch.distance_based.PSI method), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest method), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest method), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD method), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest method), [1] (frouros.metrics.prequential_error.PrequentialError method)

ResetOnBatchDataDrift (class in frouros.callbacks.batch)

S

SEA (class in frouros.datasets.synthetic) set_detector() (frouros.callbacks.batch.PermutationTestOnBatchData method) (frouros.callbacks.batch.ResetOnBatchDataDrift method) (frouros.callbacks.streaming.History method) (frouros.callbacks.streaming.mSPRT method) (frouros.callbacks.streaming.WarningSamplesBuffer method) sigma (frouros.callbacks.streaming.mSPRT property) size (frouros.utils.data_structures.AccuracyQueue property) (frouros.utils.data_structures.CircularQueue property) Stat (class in frouros.utils.stats) statistical_kwargs (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.EMD property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] statistical_method (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.EMD property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] statistical_type (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.EMD property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD property), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property), [1]

status (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] std_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] STEPD (class in frouros.detectors.concept_drift.streaming.window_based), [1] STEPDConfig (class in frouros.detectors.concept_drift.streaming.window_based), [1] sum_ (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage property), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley property), [1]

T

tau (frouros.callbacks.streaming.mSPRT property) test_type (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1]

total (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] two_sided_test (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1]

U

update() (frouros.detectors.concept_drift.streaming.cusum_based.CUSUM method), [1] (frouros.detectors.concept_drift.streaming.cusum_based.GeometricMovingAverage method), [1] (frouros.detectors.concept_drift.streaming.cusum_based.PageHinkley method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW method), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM method), [1] (frouros.detectors.concept_drift.streaming.window_based.ADWIN method), [1] (frouros.detectors.concept_drift.streaming.window_based.KSWIN method), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD method), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD method), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest method), [1] (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), [1] variance_distance_error (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1]

variance_window (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] verbose (frouros.callbacks.batch.PermutationTestOnBatchData property)

W

warning (frouros.detectors.concept_drift.streaming.statistical_process_control.DDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDM property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMA property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMW property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDM property), [1] (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] warning_level (frouros.detectors.concept_drift.streaming.statistical_process_control.DDMConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWTConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.EDDMConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMAConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.HDDMWConfig property), [1] (frouros.detectors.concept_drift.streaming.statistical_process_control.RDDMConfig property), [1]

WarningSamplesBuffer (class in frouros.callbacks.streaming) WelchTTest (class in frouros.detectors.data_drift.batch.statistical_test), [1] width (frouros.detectors.concept_drift.streaming.window_based.ADWIN property), [1] window (frouros.detectors.concept_drift.streaming.window_based.KSWIN property), [1] window_accuracy (frouros.detectors.concept_drift.streaming.window_based.STEPD property), [1] window_size (frouros.detectors.data_drift.streaming.distance_based.MMD property), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property), [1] with_traceback() (frouros.utils.data_structures.EmptyQueueError method)

X

X_ref (frouros.detectors.data_drift.batch.distance_based.BhattacharyyaDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.EMD property), [1] (frouros.detectors.data_drift.batch.distance_based.HellingerDistance property), [1] (frouros.detectors.data_drift.batch.distance_based.HINormalizedComplement property), [1] (frouros.detectors.data_drift.batch.distance_based.JS property), [1] (frouros.detectors.data_drift.batch.distance_based.KL property), [1] (frouros.detectors.data_drift.batch.distance_based.MMD property), [1] (frouros.detectors.data_drift.batch.distance_based.PSI property), [1] (frouros.detectors.data_drift.batch.statistical_test.ChiSquareTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.CVMTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.KSTest property), [1] (frouros.detectors.data_drift.batch.statistical_test.WelchTTest property), [1] (frouros.detectors.data_drift.streaming.distance_based.MMD property), [1] (frouros.detectors.data_drift.streaming.statistical_test.IncrementalKSTest property), [1]

Z

z (frouros.detectors.concept_drift.streaming.statistical_process_control.ECDDWT property), [1]