Index

_

_iterate (class in pysad.utils)

A

AbsStatistic (class in pysad.statistics) ArrayStreamer (class in pysad.utils) AUPRMetric (class in pysad.evaluation) AUROCMetric (class in pysad.evaluation)

AverageMeter (class in pysad.statistics) AverageOfMaximumScoreEnsembler (class in pysad.transform.ensemble) AveragePostprocessor (class in pysad.transform.postprocessing) AverageScoreEnsembler (class in pysad.transform.ensemble)

B

BaseMetric (class in pysad.core) BaseModel (class in pysad.core) BasePostprocessor (class in pysad.core)

BaseSKLearnMetric (class in pysad.evaluation) BaseStatistic (class in pysad.core) BaseStreamer (class in pysad.core) BaseTransformer (class in pysad.core)

C

ConformalProbabilityCalibrator (class in pysad.transform.probability_calibration)

CountMeter (class in pysad.statistics)

D

Data (class in pysad.utils)

E

ExactStorm (class in pysad.models)

F

fit() (pysad.core.BaseModel method) (pysad.core.BasePostprocessor method) (pysad.core.BaseTransformer method) (pysad.models.ExactStorm method) (pysad.models.HalfSpaceTrees method) (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) (pysad.models.KitNet method) (pysad.models.KNNCAD method) (pysad.models.LocalOutlierProbability method) (pysad.models.LODA method) (pysad.models.MedianAbsoluteDeviation method) (pysad.models.NullModel method) (pysad.models.PerfectModel method) (pysad.models.RandomModel method) (pysad.models.RelativeEntropy method) (pysad.models.RobustRandomCutForest method) (pysad.models.RSHash method) (pysad.models.StandardAbsoluteDeviation method) (pysad.models.xStream method) (pysad.transform.ensemble.AverageOfMaximumScoreEnsembler method) (pysad.transform.ensemble.AverageScoreEnsembler method) (pysad.transform.ensemble.MaximumOfAverageScoreEnsembler method) (pysad.transform.ensemble.MaximumScoreEnsembler method) (pysad.transform.ensemble.MedianScoreEnsembler method) (pysad.transform.postprocessing.AveragePostprocessor method) (pysad.transform.postprocessing.MaxPostprocessor method) (pysad.transform.postprocessing.MedianPostprocessor method) (pysad.transform.postprocessing.RunningAveragePostprocessor method) (pysad.transform.postprocessing.RunningMaxPostprocessor method) (pysad.transform.postprocessing.RunningMedianPostprocessor method) (pysad.transform.postprocessing.RunningZScorePostprocessor method) (pysad.transform.postprocessing.ZScorePostprocessor method) (pysad.transform.preprocessing.IdentityScaler method) (pysad.transform.preprocessing.InstanceStandardScaler method) (pysad.transform.preprocessing.InstanceUnitNormScaler method) (pysad.transform.probability_calibration.ConformalProbabilityCalibrator method) (pysad.transform.probability_calibration.GaussianTailProbabilityCalibrator method) (pysad.transform.projection.GaussianRandomProjector method) (pysad.transform.projection.SparseRandomProjector method) (pysad.transform.projection.StreamhashProjector method) fit_partial() (pysad.core.BaseModel method) (pysad.core.BasePostprocessor method) (pysad.core.BaseTransformer method) (pysad.models.ExactStorm method) (pysad.models.HalfSpaceTrees method) (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) (pysad.models.KitNet method) (pysad.models.KNNCAD method) (pysad.models.LocalOutlierProbability method) (pysad.models.LODA method) (pysad.models.MedianAbsoluteDeviation method) (pysad.models.NullModel method) (pysad.models.PerfectModel method) (pysad.models.RandomModel method) (pysad.models.RelativeEntropy method) (pysad.models.RobustRandomCutForest method) (pysad.models.RSHash method) (pysad.models.StandardAbsoluteDeviation method) (pysad.models.xStream method) (pysad.transform.ensemble.AverageOfMaximumScoreEnsembler method) (pysad.transform.ensemble.AverageScoreEnsembler method) (pysad.transform.ensemble.MaximumOfAverageScoreEnsembler method) (pysad.transform.ensemble.MaximumScoreEnsembler method) (pysad.transform.ensemble.MedianScoreEnsembler method) (pysad.transform.postprocessing.AveragePostprocessor method) (pysad.transform.postprocessing.MaxPostprocessor method) (pysad.transform.postprocessing.MedianPostprocessor method) (pysad.transform.postprocessing.RunningAveragePostprocessor method) (pysad.transform.postprocessing.RunningMaxPostprocessor method) (pysad.transform.postprocessing.RunningMedianPostprocessor method) (pysad.transform.postprocessing.RunningZScorePostprocessor method) (pysad.transform.postprocessing.ZScorePostprocessor method) (pysad.transform.preprocessing.IdentityScaler method) (pysad.transform.preprocessing.InstanceStandardScaler method) (pysad.transform.preprocessing.InstanceUnitNormScaler method) (pysad.transform.probability_calibration.ConformalProbabilityCalibrator method) (pysad.transform.probability_calibration.GaussianTailProbabilityCalibrator method) (pysad.transform.projection.GaussianRandomProjector method) (pysad.transform.projection.SparseRandomProjector method) (pysad.transform.projection.StreamhashProjector method)

fit_score() (pysad.core.BaseModel method) (pysad.models.ExactStorm method) (pysad.models.HalfSpaceTrees method) (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) (pysad.models.KitNet method) (pysad.models.KNNCAD method) (pysad.models.LocalOutlierProbability method) (pysad.models.LODA method) (pysad.models.MedianAbsoluteDeviation method) (pysad.models.NullModel method) (pysad.models.PerfectModel method) (pysad.models.RandomModel method) (pysad.models.RelativeEntropy method) (pysad.models.RobustRandomCutForest method) (pysad.models.RSHash method) (pysad.models.StandardAbsoluteDeviation method) (pysad.models.xStream method) fit_score_partial() (pysad.core.BaseModel method) (pysad.models.ExactStorm method) (pysad.models.HalfSpaceTrees method) (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) (pysad.models.KitNet method) (pysad.models.KNNCAD method) (pysad.models.LocalOutlierProbability method) (pysad.models.LODA method) (pysad.models.MedianAbsoluteDeviation method) (pysad.models.NullModel method) (pysad.models.PerfectModel method) (pysad.models.RandomModel method) (pysad.models.RelativeEntropy method) (pysad.models.RobustRandomCutForest method) (pysad.models.RSHash method) (pysad.models.StandardAbsoluteDeviation method) (pysad.models.xStream method) fit_transform() (pysad.core.BasePostprocessor method) (pysad.core.BaseTransformer method) (pysad.transform.ensemble.AverageOfMaximumScoreEnsembler method) (pysad.transform.ensemble.AverageScoreEnsembler method) (pysad.transform.ensemble.MaximumOfAverageScoreEnsembler method) (pysad.transform.ensemble.MaximumScoreEnsembler method) (pysad.transform.ensemble.MedianScoreEnsembler method) (pysad.transform.postprocessing.AveragePostprocessor method) (pysad.transform.postprocessing.MaxPostprocessor method) (pysad.transform.postprocessing.MedianPostprocessor method) (pysad.transform.postprocessing.RunningAveragePostprocessor method) (pysad.transform.postprocessing.RunningMaxPostprocessor method) (pysad.transform.postprocessing.RunningMedianPostprocessor method) (pysad.transform.postprocessing.RunningZScorePostprocessor method) (pysad.transform.postprocessing.ZScorePostprocessor method) (pysad.transform.preprocessing.IdentityScaler method) (pysad.transform.preprocessing.InstanceStandardScaler method) (pysad.transform.preprocessing.InstanceUnitNormScaler method) (pysad.transform.probability_calibration.ConformalProbabilityCalibrator method) (pysad.transform.probability_calibration.GaussianTailProbabilityCalibrator method) (pysad.transform.projection.GaussianRandomProjector method) (pysad.transform.projection.SparseRandomProjector method) (pysad.transform.projection.StreamhashProjector method) fit_transform_partial() (pysad.core.BasePostprocessor method) (pysad.core.BaseTransformer method) (pysad.transform.ensemble.AverageOfMaximumScoreEnsembler method) (pysad.transform.ensemble.AverageScoreEnsembler method) (pysad.transform.ensemble.MaximumOfAverageScoreEnsembler method) (pysad.transform.ensemble.MaximumScoreEnsembler method) (pysad.transform.ensemble.MedianScoreEnsembler method) (pysad.transform.postprocessing.AveragePostprocessor method) (pysad.transform.postprocessing.MaxPostprocessor method) (pysad.transform.postprocessing.MedianPostprocessor method) (pysad.transform.postprocessing.RunningAveragePostprocessor method) (pysad.transform.postprocessing.RunningMaxPostprocessor method) (pysad.transform.postprocessing.RunningMedianPostprocessor method) (pysad.transform.postprocessing.RunningZScorePostprocessor method) (pysad.transform.postprocessing.ZScorePostprocessor method) (pysad.transform.preprocessing.IdentityScaler method) (pysad.transform.preprocessing.InstanceStandardScaler method) (pysad.transform.preprocessing.InstanceUnitNormScaler method) (pysad.transform.probability_calibration.ConformalProbabilityCalibrator method) (pysad.transform.probability_calibration.GaussianTailProbabilityCalibrator method) (pysad.transform.projection.GaussianRandomProjector method) (pysad.transform.projection.SparseRandomProjector method) (pysad.transform.projection.StreamhashProjector method) fix_seed (class in pysad.utils)

G

GaussianRandomProjector (class in pysad.transform.projection) GaussianTailProbabilityCalibrator (class in pysad.transform.probability_calibration) get() (pysad.core.BaseMetric method) (pysad.evaluation.AUPRMetric method) (pysad.evaluation.AUROCMetric method) (pysad.evaluation.BaseSKLearnMetric method) (pysad.evaluation.PrecisionMetric method) (pysad.evaluation.RecallMetric method) (pysad.evaluation.WindowedMetric method) (pysad.statistics.AbsStatistic method) (pysad.statistics.AverageMeter method) (pysad.statistics.CountMeter method) (pysad.statistics.MaxMeter method) (pysad.statistics.MedianMeter method) (pysad.statistics.MinMeter method) (pysad.statistics.RunningStatistic method) (pysad.statistics.SumMeter method) (pysad.statistics.SumSquaresMeter method) (pysad.statistics.VarianceMeter method) (pysad.utils.Window method)

get_data() (pysad.utils.Data method) get_iterator() (pysad.utils.Data method) get_minmax_array (class in pysad.utils) get_minmax_scalar (class in pysad.utils)

H

HalfSpaceTrees (class in pysad.models)

I

IdentityScaler (class in pysad.transform.preprocessing) IForestASD (class in pysad.models) InstanceStandardScaler (class in pysad.transform.preprocessing)

InstanceUnitNormScaler (class in pysad.transform.preprocessing) iter() (pysad.core.BaseStreamer method) (pysad.utils.ArrayStreamer method) (pysad.utils.PandasStreamer method)

K

KitNet (class in pysad.models)

KNNCAD (class in pysad.models)

L

LocalOutlierProbability (class in pysad.models)

LODA (class in pysad.models)

M

MaximumOfAverageScoreEnsembler (class in pysad.transform.ensemble) MaximumScoreEnsembler (class in pysad.transform.ensemble) MaxMeter (class in pysad.statistics) MaxPostprocessor (class in pysad.transform.postprocessing) MedianAbsoluteDeviation (class in pysad.models) MedianMeter (class in pysad.statistics) MedianPostprocessor (class in pysad.transform.postprocessing) MedianScoreEnsembler (class in pysad.transform.ensemble) MinMeter (class in pysad.statistics) module pysad.core pysad.evaluation pysad.models pysad.models.integrations pysad.statistics pysad.transform.ensemble pysad.transform.postprocessing pysad.transform.preprocessing pysad.transform.probability_calibration pysad.transform.projection pysad.utils

N

NullModel (class in pysad.models)

O

OneFitModel (class in pysad.models.integrations)

P

PandasStreamer (class in pysad.utils) PerfectModel (class in pysad.models) PrecisionMetric (class in pysad.evaluation) pysad.core module pysad.evaluation module pysad.models module pysad.models.integrations module pysad.statistics module

pysad.transform.ensemble module pysad.transform.postprocessing module pysad.transform.preprocessing module pysad.transform.probability_calibration module pysad.transform.projection module pysad.utils module

R

RandomModel (class in pysad.models) RecallMetric (class in pysad.evaluation) ReferenceWindowModel (class in pysad.models.integrations) RelativeEntropy (class in pysad.models) remove() (pysad.statistics.AbsStatistic method) (pysad.statistics.AverageMeter method) (pysad.statistics.CountMeter method) (pysad.statistics.MaxMeter method) (pysad.statistics.MedianMeter method) (pysad.statistics.MinMeter method) (pysad.statistics.SumMeter method) (pysad.statistics.SumSquaresMeter method) (pysad.statistics.VarianceMeter method)

reset_model() (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) RobustRandomCutForest (class in pysad.models) RSHash (class in pysad.models) RunningAveragePostprocessor (class in pysad.transform.postprocessing) RunningMaxPostprocessor (class in pysad.transform.postprocessing) RunningMedianPostprocessor (class in pysad.transform.postprocessing) RunningStatistic (class in pysad.statistics) RunningZScorePostprocessor (class in pysad.transform.postprocessing)

S

score() (pysad.core.BaseModel method) (pysad.models.ExactStorm method) (pysad.models.HalfSpaceTrees method) (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) (pysad.models.KitNet method) (pysad.models.KNNCAD method) (pysad.models.LocalOutlierProbability method) (pysad.models.LODA method) (pysad.models.MedianAbsoluteDeviation method) (pysad.models.NullModel method) (pysad.models.PerfectModel method) (pysad.models.RandomModel method) (pysad.models.RelativeEntropy method) (pysad.models.RobustRandomCutForest method) (pysad.models.RSHash method) (pysad.models.StandardAbsoluteDeviation method) (pysad.models.xStream method) score_partial() (pysad.core.BaseModel method) (pysad.models.ExactStorm method) (pysad.models.HalfSpaceTrees method) (pysad.models.IForestASD method) (pysad.models.integrations.OneFitModel method) (pysad.models.integrations.ReferenceWindowModel method) (pysad.models.KitNet method) (pysad.models.KNNCAD method) (pysad.models.LocalOutlierProbability method) (pysad.models.LODA method) (pysad.models.MedianAbsoluteDeviation method) (pysad.models.NullModel method) (pysad.models.PerfectModel method) (pysad.models.RandomModel method) (pysad.models.RelativeEntropy method) (pysad.models.RobustRandomCutForest method) (pysad.models.RSHash method) (pysad.models.StandardAbsoluteDeviation method) (pysad.models.xStream method)

SparseRandomProjector (class in pysad.transform.projection) StandardAbsoluteDeviation (class in pysad.models) StreamhashProjector (class in pysad.transform.projection) SumMeter (class in pysad.statistics) SumSquaresMeter (class in pysad.statistics)

T

transform() (pysad.core.BasePostprocessor method) (pysad.core.BaseTransformer method) (pysad.transform.ensemble.AverageOfMaximumScoreEnsembler method) (pysad.transform.ensemble.AverageScoreEnsembler method) (pysad.transform.ensemble.MaximumOfAverageScoreEnsembler method) (pysad.transform.ensemble.MaximumScoreEnsembler method) (pysad.transform.ensemble.MedianScoreEnsembler method) (pysad.transform.postprocessing.AveragePostprocessor method) (pysad.transform.postprocessing.MaxPostprocessor method) (pysad.transform.postprocessing.MedianPostprocessor method) (pysad.transform.postprocessing.RunningAveragePostprocessor method) (pysad.transform.postprocessing.RunningMaxPostprocessor method) (pysad.transform.postprocessing.RunningMedianPostprocessor method) (pysad.transform.postprocessing.RunningZScorePostprocessor method) (pysad.transform.postprocessing.ZScorePostprocessor method) (pysad.transform.preprocessing.IdentityScaler method) (pysad.transform.preprocessing.InstanceStandardScaler method) (pysad.transform.preprocessing.InstanceUnitNormScaler method) (pysad.transform.probability_calibration.ConformalProbabilityCalibrator method) (pysad.transform.probability_calibration.GaussianTailProbabilityCalibrator method) (pysad.transform.projection.GaussianRandomProjector method) (pysad.transform.projection.SparseRandomProjector method) (pysad.transform.projection.StreamhashProjector method)

transform_partial() (pysad.core.BasePostprocessor method) (pysad.core.BaseTransformer method) (pysad.transform.ensemble.AverageOfMaximumScoreEnsembler method) (pysad.transform.ensemble.AverageScoreEnsembler method) (pysad.transform.ensemble.MaximumOfAverageScoreEnsembler method) (pysad.transform.ensemble.MaximumScoreEnsembler method) (pysad.transform.ensemble.MedianScoreEnsembler method) (pysad.transform.postprocessing.AveragePostprocessor method) (pysad.transform.postprocessing.MaxPostprocessor method) (pysad.transform.postprocessing.MedianPostprocessor method) (pysad.transform.postprocessing.RunningAveragePostprocessor method) (pysad.transform.postprocessing.RunningMaxPostprocessor method) (pysad.transform.postprocessing.RunningMedianPostprocessor method) (pysad.transform.postprocessing.RunningZScorePostprocessor method) (pysad.transform.postprocessing.ZScorePostprocessor method) (pysad.transform.preprocessing.IdentityScaler method) (pysad.transform.preprocessing.InstanceStandardScaler method) (pysad.transform.preprocessing.InstanceUnitNormScaler method) (pysad.transform.probability_calibration.ConformalProbabilityCalibrator method) (pysad.transform.probability_calibration.GaussianTailProbabilityCalibrator method) (pysad.transform.projection.GaussianRandomProjector method) (pysad.transform.projection.SparseRandomProjector method) (pysad.transform.projection.StreamhashProjector method)

U

update() (pysad.core.BaseMetric method) (pysad.evaluation.AUPRMetric method) (pysad.evaluation.AUROCMetric method) (pysad.evaluation.BaseSKLearnMetric method) (pysad.evaluation.PrecisionMetric method) (pysad.evaluation.RecallMetric method) (pysad.evaluation.WindowedMetric method) (pysad.statistics.AbsStatistic method) (pysad.statistics.AverageMeter method) (pysad.statistics.CountMeter method) (pysad.statistics.MaxMeter method) (pysad.statistics.MedianMeter method) (pysad.statistics.MinMeter method) (pysad.statistics.RunningStatistic method) (pysad.statistics.SumMeter method) (pysad.statistics.SumSquaresMeter method) (pysad.statistics.VarianceMeter method) (pysad.utils.Window method)

V

VarianceMeter (class in pysad.statistics)

W

Window (class in pysad.utils)

WindowedMetric (class in pysad.evaluation)

X

xStream (class in pysad.models)

Z

ZScorePostprocessor (class in pysad.transform.postprocessing)