Index

A

add_element() (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method)

AGRAWALConcept (class in skika.data.reccurring_concept_stream) AutoDDM (class in skika.hyper_parameter_tuning.drift_detectors.AutoDDM)

B

BernoulliStream (class in skika.data.bernoulli_stream) best_config (skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts.BuildDriftKnowledge property) (skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees.BuildTreesKnowledge property)

BuildDriftKnowledge (class in skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts) BuildTreesKnowledge (class in skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees)

C

calculate_crowding() (skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts.BuildDriftKnowledge method) (skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees.BuildTreesKnowledge method) calculate_pareto() (skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts.BuildDriftKnowledge method) (skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees.BuildTreesKnowledge method) Centroid (class in skika.data.random_rbf_generator_redund) choiceWithoutRepet() (skika.data.bernoulli_stream.BernoulliStream method)

ComputeStreamMetaFeatures (class in skika.hyper_parameter_tuning.trees_arf.meta_feature_generator) Concept (class in skika.data.reccurring_concept_stream) ConceptOccurence (class in skika.data.reccurring_concept_stream) current_drift_magnitude (skika.data.bernoulli_stream.BernoulliStream property) current_drift_severity (skika.data.bernoulli_stream.BernoulliStream property) current_mean_error (skika.data.bernoulli_stream.BernoulliStream property) current_width (skika.data.bernoulli_stream.BernoulliStream property)

D

DataExposure (class in skika.evaluation.inspect_recurrence) DatastreamOptions (class in skika.data.generate_dataset) default() (skika.data.generate_dataset.NPEncoder method)

detect_FP() (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) detect_TP() (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) detected_change() (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) detected_warning_zone() (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method)

E

encode() (skika.data.generate_dataset.NPEncoder method) evaluate() (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment.EvaluateDriftDetection method) (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge.EvaluateDriftDetection method) (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) EvaluateDriftDetection (class in skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment) (class in skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge)

EvaluatePrequentialAndAdaptTreesARF (class in skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt) extractMagnitudeOneDrift() (skika.hyper_parameter_tuning.trees_arf.meta_feature_generator.ComputeStreamMetaFeatures method) extractPercRedundFeat() (skika.hyper_parameter_tuning.trees_arf.meta_feature_generator.ComputeStreamMetaFeatures method) extractPercRedundFeatMeasured() (skika.hyper_parameter_tuning.trees_arf.meta_feature_generator.ComputeStreamMetaFeatures method) extractSeverityOneDrift() (skika.hyper_parameter_tuning.trees_arf.meta_feature_generator.ComputeStreamMetaFeatures method)

F

feature_names (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property)

G

generate_centroids() (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) generate_concept_chain() (in module skika.data.generate_dataset) generate_experiment_concept_chain() (in module skika.data.generate_dataset) generate_pattern_concept_chain() (in module skika.data.generate_dataset) get_concepts() (in module skika.data.generate_dataset) get_current_measurements() (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) get_data_info() (skika.data.bernoulli_stream.BernoulliStream method) (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) get_direction_from_concept() (skika.data.wind_sim_generator.WindSimGenerator method) get_info() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method)

get_length_estimation() (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) get_mean_measurements() (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) get_measurements() (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) get_moa_stream_info() (skika.data.reccurring_concept_stream.RecurringConceptGradualStream method) (skika.data.reccurring_concept_stream.RecurringConceptStream method) get_moa_stream_string() (skika.data.reccurring_concept_stream.RecurringConceptGradualStream method) (skika.data.reccurring_concept_stream.RecurringConceptStream method) get_params() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) get_stream_info() (skika.data.reccurring_concept_stream.RecurringConceptGradualStream method) (skika.data.reccurring_concept_stream.RecurringConceptStream method) get_supplementary_info() (skika.data.reccurring_concept_stream.RecurringConceptGradualStream method) (skika.data.reccurring_concept_stream.RecurringConceptStream method)

H

has_more_samples() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method)

hold() (skika.evaluation.inspect_recurrence.InspectorVisualizer method) HyperplaneGeneratorRedund (class in skika.data.hyper_plane_generator_redund)

I

identify_pareto() (skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts.BuildDriftKnowledge method) (skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees.BuildTreesKnowledge method) InspectorVisualizer (class in skika.evaluation.inspect_recurrence) InspectPrequential (class in skika.evaluation.inspect_recurrence) interval_measure() (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge.EvaluateDriftDetection method)

is_restartable() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) iterencode() (skika.data.generate_dataset.NPEncoder method)

L

last_sample() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method)

list_positions (skika.data.bernoulli_stream.BernoulliStream property) load_drift_data() (skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts.BuildDriftKnowledge method) (skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees.BuildTreesKnowledge method)

M

mag_change (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) magnitude_measure() (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge.EvaluateDriftDetection method) mean_n_FP (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment.EvaluateDriftDetection property) mean_n_TP (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment.EvaluateDriftDetection property) ModelExposure (class in skika.evaluation.inspect_recurrence) module skika.data skika.data.bernoulli_stream skika.data.generate_dataset skika.data.hyper_plane_generator_redund skika.data.random_rbf_generator_redund skika.data.reccurring_concept_stream skika.data.stream_generator skika.data.stream_generator_redundancy_drift skika.data.wind_sim_generator skika.evaluation skika.evaluation.inspect_recurrence skika.hyper_parameter_tuning skika.hyper_parameter_tuning.drift_detectors.AutoDDM skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt skika.hyper_parameter_tuning.trees_arf.meta_feature_generator

N

n_cat_features (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property) n_drift_features (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) n_features (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property) n_num_features (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property) n_remaining_samples() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method)

n_samples (skika.data.bernoulli_stream.BernoulliStream property) n_targets (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property) next_mean_error (skika.data.bernoulli_stream.BernoulliStream property) next_sample() (skika.data.bernoulli_stream.BernoulliStream method) (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) noise_percentage (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) NPEncoder (class in skika.data.generate_dataset)

O

on_new_train_step() (skika.evaluation.inspect_recurrence.InspectorVisualizer method)

P

partial_fit() (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) perc_redund_features (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property) perform_bernoulli_trials() (skika.data.bernoulli_stream.BernoulliStream method) PollutionEmission (class in skika.data.wind_sim_generator) PollutionSource (class in skika.data.wind_sim_generator)

predict() (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) prepare_evaluation() (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment.EvaluateDriftDetection method) (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge.EvaluateDriftDetection method) prepare_for_use() (skika.data.bernoulli_stream.BernoulliStream method) (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method)

R

RandomRBFGeneratorRedund (class in skika.data.random_rbf_generator_redund) RBFConcept (class in skika.data.reccurring_concept_stream) RCStreamType (class in skika.data.reccurring_concept_stream) RecurrentDriftStream (class in skika.data.stream_generator) RecurringConceptGradualStream (class in skika.data.reccurring_concept_stream) RecurringConceptStream (class in skika.data.reccurring_concept_stream) reduce_by_crowding() (skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts.BuildDriftKnowledge method) (skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees.BuildTreesKnowledge method) reset() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method)

restart() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method)

S

save_stream() (in module skika.data.generate_dataset) saveStreamToArff() (in module skika.data.generate_dataset) SEAConcept (class in skika.data.reccurring_concept_stream) set_concept() (skika.data.wind_sim_generator.WindSimGenerator method) set_params() (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund method) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund method) (skika.data.stream_generator.RecurrentDriftStream method) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund method) (skika.hyper_parameter_tuning.drift_detectors.AutoDDM.AutoDDM method) (skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt.EvaluatePrequentialAndAdaptTreesARF method) set_wind() (skika.data.wind_sim_generator.WindSimGenerator method) severity_measure() (skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge.EvaluateDriftDetection method) sigma_percentage (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) SINEConcept (class in skika.data.reccurring_concept_stream) skika.data module skika.data.bernoulli_stream module skika.data.generate_dataset module skika.data.hyper_plane_generator_redund module skika.data.random_rbf_generator_redund module skika.data.reccurring_concept_stream module skika.data.stream_generator module

skika.data.stream_generator_redundancy_drift module skika.data.wind_sim_generator module skika.evaluation module skika.evaluation.inspect_recurrence module skika.hyper_parameter_tuning module skika.hyper_parameter_tuning.drift_detectors.AutoDDM module skika.hyper_parameter_tuning.drift_detectors.build_pareto_knowledge_drifts module skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_experiment module skika.hyper_parameter_tuning.drift_detectors.evaluate_drift_detection_knowledge module skika.hyper_parameter_tuning.trees_arf.build_pareto_knowledge_trees module skika.hyper_parameter_tuning.trees_arf.evaluate_prequential_and_adapt module skika.hyper_parameter_tuning.trees_arf.meta_feature_generator module STAGGERConcept (class in skika.data.reccurring_concept_stream) StreamGeneratorRedund (class in skika.data.stream_generator_redundancy_drift)

T

target_names (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property)

target_values (skika.data.hyper_plane_generator_redund.HyperplaneGeneratorRedund property) (skika.data.random_rbf_generator_redund.RandomRBFGeneratorRedund property) (skika.data.stream_generator.RecurrentDriftStream property) (skika.data.stream_generator_redundancy_drift.StreamGeneratorRedund property) TREEConcept (class in skika.data.reccurring_concept_stream)

U

update() (skika.data.wind_sim_generator.WindSimGenerator method)

W

WindSimConcept (class in skika.data.reccurring_concept_stream)

WindSimGenerator (class in skika.data.wind_sim_generator)