Index

A

AlwaysAnomalous (class in dtaianomaly.anomaly_detection.baselines) AlwaysNormal (class in dtaianomaly.anomaly_detection.baselines)

AreaUnderPR (class in dtaianomaly.evaluation) AreaUnderROC (class in dtaianomaly.evaluation)

B

BaseDetector (class in dtaianomaly.anomaly_detection)

BestThresholdMetric (class in dtaianomaly.evaluation) BinaryMetric (class in dtaianomaly.evaluation)

C

cache_ (dtaianomaly.data.LazyDataLoader attribute) center_ (dtaianomaly.preprocessing.RobustScaler attribute) centroids_ (dtaianomaly.anomaly_detection.KShapeAnomalyDetector attribute) ChainedPreprocessor (class in dtaianomaly.preprocessing) check_is_fitted() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method)

check_is_valid() (dtaianomaly.data.DataSet static method) check_is_valid_window_size() (in module dtaianomaly.anomaly_detection) check_preprocessing_inputs() (dtaianomaly.preprocessing method) ClusterBasedLocalOutlierFactor (class in dtaianomaly.anomaly_detection) compatible_supervision() (dtaianomaly.data.DataSet method) compute() (dtaianomaly.evaluation.BinaryMetric method) (dtaianomaly.evaluation.ProbaMetric method) compute_window_size() (in module dtaianomaly.anomaly_detection) ContaminationRate (class in dtaianomaly.thresholding) CopulaBasedOutlierDetector (class in dtaianomaly.anomaly_detection)

D

DataSet (class in dtaianomaly.data) decision_function() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method)

demonstration_time_series() (in module dtaianomaly.data) DemonstrationTimeSeriesLoader (class in dtaianomaly.data) Differencing (class in dtaianomaly.preprocessing) dtaianomaly.anomaly_detection module dtaianomaly.data module dtaianomaly.evaluation module dtaianomaly.pipeline module dtaianomaly.preprocessing module dtaianomaly.thresholding module dtaianomaly.utils module dtaianomaly.visualization module dtaianomaly.workflow module DWT_MLEAD (class in dtaianomaly.anomaly_detection)

E

evaluate() (dtaianomaly.pipeline.EvaluationPipeline method) EvaluationPipeline (class in dtaianomaly.pipeline) EventWiseFBeta (class in dtaianomaly.evaluation)

EventWisePrecision (class in dtaianomaly.evaluation) EventWiseRecall (class in dtaianomaly.evaluation) ExponentialMovingAverage (class in dtaianomaly.preprocessing)

F

FBeta (class in dtaianomaly.evaluation) fit() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.pipeline.EvaluationPipeline method) (dtaianomaly.preprocessing.Preprocessor method)

fit_transform() (dtaianomaly.preprocessing.Preprocessor method) fitted_detectors_ (dtaianomaly.anomaly_detection.MultivariateDetector attribute) FixedCutoff (class in dtaianomaly.thresholding) format_y_test() (dtaianomaly.pipeline.EvaluationPipeline method) from_directory() (in module dtaianomaly.data)

G

get_dimension() (in module dtaianomaly.utils)

H

HistogramBasedOutlierScore (class in dtaianomaly.anomaly_detection)

I

Identity (class in dtaianomaly.preprocessing) interpret_config() (in module dtaianomaly.workflow) is_compatible() (dtaianomaly.data.DataSet method) is_fitted() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method)

is_univariate() (in module dtaianomaly.utils) is_valid() (dtaianomaly.data.DataSet method) is_valid_array_like() (in module dtaianomaly.utils) is_valid_list() (in module dtaianomaly.utils) IsolationForest (class in dtaianomaly.anomaly_detection)

K

k_means_ (dtaianomaly.anomaly_detection.KMeansAnomalyDetector attribute) KernelPrincipalComponentAnalysis (class in dtaianomaly.anomaly_detection) KMeansAnomalyDetector (class in dtaianomaly.anomaly_detection)

KNearestNeighbors (class in dtaianomaly.anomaly_detection) kshape_ (dtaianomaly.anomaly_detection.KShapeAnomalyDetector attribute) KShapeAnomalyDetector (class in dtaianomaly.anomaly_detection)

L

LazyDataLoader (class in dtaianomaly.data) load() (dtaianomaly.data.LazyDataLoader method)

load_detector() (in module dtaianomaly.anomaly_detection) LocalOutlierFactor (class in dtaianomaly.anomaly_detection)

M

MatrixProfileDetector (class in dtaianomaly.anomaly_detection) max_ (dtaianomaly.preprocessing.MinMaxScaler attribute) mean_ (dtaianomaly.preprocessing.StandardScaler attribute) MedianMethod (class in dtaianomaly.anomaly_detection) metric (dtaianomaly.evaluation.PointAdjustedFBeta attribute) (dtaianomaly.evaluation.PointAdjustedPrecision attribute) (dtaianomaly.evaluation.PointAdjustedRecall attribute) min_ (dtaianomaly.preprocessing.MinMaxScaler attribute) MinMaxScaler (class in dtaianomaly.preprocessing) module dtaianomaly.anomaly_detection dtaianomaly.data dtaianomaly.evaluation dtaianomaly.pipeline dtaianomaly.preprocessing dtaianomaly.thresholding dtaianomaly.utils dtaianomaly.visualization dtaianomaly.workflow

MovingAverage (class in dtaianomaly.preprocessing) MultivariateDetector (class in dtaianomaly.anomaly_detection)

N

NbSamplesUnderSampler (class in dtaianomaly.preprocessing)

O

OneClassSupportVectorMachine (class in dtaianomaly.anomaly_detection)

P

PathDataLoader (class in dtaianomaly.data) pca_ (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis attribute) PiecewiseAggregateApproximation (class in dtaianomaly.preprocessing) Pipeline (class in dtaianomaly.pipeline) plot_anomaly_scores() (in module dtaianomaly.visualization) plot_demarcated_anomalies() (in module dtaianomaly.visualization) plot_time_series_anomalies() (in module dtaianomaly.visualization) plot_time_series_colored_by_score() (in module dtaianomaly.visualization) plot_with_zoom() (in module dtaianomaly.visualization) PointAdjustedFBeta (class in dtaianomaly.evaluation) PointAdjustedPrecision (class in dtaianomaly.evaluation) PointAdjustedRecall (class in dtaianomaly.evaluation) Precision (class in dtaianomaly.evaluation) predict() (dtaianomaly.pipeline.EvaluationPipeline method) predict_confidence() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method)

predict_proba() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) Preprocessor (class in dtaianomaly.preprocessing) PrettyPrintable (class in dtaianomaly.utils) PrincipalComponentAnalysis (class in dtaianomaly.anomaly_detection) ProbaMetric (class in dtaianomaly.evaluation) pyod_detector_ (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor attribute) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector attribute) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore attribute) (dtaianomaly.anomaly_detection.IsolationForest attribute) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis attribute) (dtaianomaly.anomaly_detection.KNearestNeighbors attribute) (dtaianomaly.anomaly_detection.LocalOutlierFactor attribute) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine attribute) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis attribute) (dtaianomaly.anomaly_detection.PyODAnomalyDetector attribute) PyODAnomalyDetector (class in dtaianomaly.anomaly_detection)

R

RandomDetector (class in dtaianomaly.anomaly_detection.baselines) RangeAreaUnderPR (class in dtaianomaly.evaluation) RangeAreaUnderROC (class in dtaianomaly.evaluation) Recall (class in dtaianomaly.evaluation)

reverse_sliding_window() (in module dtaianomaly.anomaly_detection) RobustPrincipalComponentAnalysis (class in dtaianomaly.anomaly_detection) RobustScaler (class in dtaianomaly.preprocessing) run() (dtaianomaly.workflow.Workflow method)

S

SamplingRateUnderSampler (class in dtaianomaly.preprocessing) save() (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.baselines.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.baselines.AlwaysNormal method) (dtaianomaly.anomaly_detection.baselines.RandomDetector method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.IsolationForest method) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector method) (dtaianomaly.anomaly_detection.KNearestNeighbors method) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) (dtaianomaly.anomaly_detection.LocalOutlierFactor method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.PyODAnomalyDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method)

scale_ (dtaianomaly.preprocessing.RobustScaler attribute) scores_ (dtaianomaly.evaluation.BestThresholdMetric attribute) sliding_window() (in module dtaianomaly.anomaly_detection) StandardScaler (class in dtaianomaly.preprocessing) std_ (dtaianomaly.preprocessing.StandardScaler attribute) Supervision (class in dtaianomaly.anomaly_detection)

T

theta_() (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) threshold() (dtaianomaly.thresholding.ContaminationRate method) (dtaianomaly.thresholding.FixedCutoff method) (dtaianomaly.thresholding.Thresholding method) (dtaianomaly.thresholding.TopN method)

threshold_ (dtaianomaly.evaluation.BestThresholdMetric attribute) Thresholding (class in dtaianomaly.thresholding) ThresholdMetric (class in dtaianomaly.evaluation) thresholds_ (dtaianomaly.evaluation.BestThresholdMetric attribute) TopN (class in dtaianomaly.thresholding) transform() (dtaianomaly.preprocessing.Preprocessor method)

U

UCRLoader (class in dtaianomaly.data)

V

VolumeUnderPR (class in dtaianomaly.evaluation)

VolumeUnderROC (class in dtaianomaly.evaluation)

W

weights_ (dtaianomaly.anomaly_detection.KShapeAnomalyDetector attribute) window_size_ (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor attribute) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector attribute) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore attribute) (dtaianomaly.anomaly_detection.IsolationForest attribute) (dtaianomaly.anomaly_detection.KernelPrincipalComponentAnalysis attribute) (dtaianomaly.anomaly_detection.KMeansAnomalyDetector attribute) (dtaianomaly.anomaly_detection.KNearestNeighbors attribute) (dtaianomaly.anomaly_detection.KShapeAnomalyDetector attribute) (dtaianomaly.anomaly_detection.LocalOutlierFactor attribute) (dtaianomaly.anomaly_detection.MatrixProfileDetector attribute) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine attribute) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis attribute) (dtaianomaly.anomaly_detection.PyODAnomalyDetector attribute) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis attribute)

Workflow (class in dtaianomaly.workflow) workflow_from_config() (in module dtaianomaly.workflow)

X

X_reference_ (dtaianomaly.anomaly_detection.MatrixProfileDetector attribute)