Index

A

AffiliationFBeta (class in dtaianomaly.evaluation) AffiliationPrecision (class in dtaianomaly.evaluation) AffiliationRecall (class in dtaianomaly.evaluation) AlwaysAnomalous (class in dtaianomaly.anomaly_detection)

AlwaysNormal (class in dtaianomaly.anomaly_detection) AreaUnderPR (class in dtaianomaly.evaluation) AreaUnderROC (class in dtaianomaly.evaluation) AttributeValidationMixin (class in dtaianomaly.type_validation) AutoEncoder (class in dtaianomaly.anomaly_detection)

B

BaseAttributeValidation (class in dtaianomaly.type_validation) BaseDetector (class in dtaianomaly.anomaly_detection) BaseNeuralDetector (class in dtaianomaly.anomaly_detection) BaseNeuralForecastingDetector (class in dtaianomaly.anomaly_detection) BaseNeuralReconstructionDetector (class in dtaianomaly.anomaly_detection)

BasePyODAnomalyDetector (class in dtaianomaly.anomaly_detection) BestThresholdMetric (class in dtaianomaly.evaluation) BinaryMetric (class in dtaianomaly.evaluation) BoolAttribute (class in dtaianomaly.type_validation) build_auto_encoder() (dtaianomaly.anomaly_detection.HybridKNearestNeighbors method)

C

ChainedPreprocessor (class in dtaianomaly.preprocessing) check_is_fitted() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method) (dtaianomaly.preprocessing.ChainedPreprocessor method) (dtaianomaly.preprocessing.Differencing method) (dtaianomaly.preprocessing.ExponentialMovingAverage method) (dtaianomaly.preprocessing.Identity method) (dtaianomaly.preprocessing.MinMaxScaler method) (dtaianomaly.preprocessing.MovingAverage method) (dtaianomaly.preprocessing.NbSamplesUnderSampler method) (dtaianomaly.preprocessing.PiecewiseAggregateApproximation method) (dtaianomaly.preprocessing.Preprocessor method) (dtaianomaly.preprocessing.RobustScaler method) (dtaianomaly.preprocessing.SamplingRateUnderSampler method) (dtaianomaly.preprocessing.StandardScaler method) (dtaianomaly.utils.CheckIsFittedMixin method)

check_is_valid() (dtaianomaly.data.DataSet static method) CheckIsFittedMixin (class in dtaianomaly.utils) Chronos (class in dtaianomaly.anomaly_detection) ClusterBasedLocalOutlierFactor (class in dtaianomaly.anomaly_detection) compatible_supervision() (dtaianomaly.data.DataSet method) compute() (dtaianomaly.evaluation.AffiliationFBeta method) (dtaianomaly.evaluation.AffiliationPrecision method) (dtaianomaly.evaluation.AffiliationRecall method) (dtaianomaly.evaluation.AreaUnderPR method) (dtaianomaly.evaluation.AreaUnderROC method) (dtaianomaly.evaluation.BestThresholdMetric method) (dtaianomaly.evaluation.BinaryMetric method) (dtaianomaly.evaluation.EventWiseFBeta method) (dtaianomaly.evaluation.EventWisePrecision method) (dtaianomaly.evaluation.EventWiseRecall method) (dtaianomaly.evaluation.FBeta method) (dtaianomaly.evaluation.Metric method) (dtaianomaly.evaluation.PointAdjustedFBeta method) (dtaianomaly.evaluation.PointAdjustedPrecision method) (dtaianomaly.evaluation.PointAdjustedRecall method) (dtaianomaly.evaluation.Precision method) (dtaianomaly.evaluation.ProbaMetric method) (dtaianomaly.evaluation.RangeAreaUnderPR method) (dtaianomaly.evaluation.RangeAreaUnderROC method) (dtaianomaly.evaluation.RangeBasedFBeta method) (dtaianomaly.evaluation.RangeBasedPrecision method) (dtaianomaly.evaluation.RangeBasedRecall method) (dtaianomaly.evaluation.Recall method) (dtaianomaly.evaluation.ThresholdMetric method) (dtaianomaly.evaluation.UCRScore method) (dtaianomaly.evaluation.VolumeUnderPR method) (dtaianomaly.evaluation.VolumeUnderROC method) compute_window_size() (in module dtaianomaly.windowing) ContaminationRateThreshold (class in dtaianomaly.thresholding) convert_to_list() (in module dtaianomaly.utils) ConvolutionalNeuralNetwork (class in dtaianomaly.anomaly_detection) CopulaBasedOutlierDetector (class in dtaianomaly.anomaly_detection) CustomDataLoader (class in dtaianomaly.data)

D

DataSet (class in dtaianomaly.data) decision_function() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method)

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

E

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) FBetaMixin (class in dtaianomaly.evaluation) fit() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method) (dtaianomaly.preprocessing.ChainedPreprocessor method) (dtaianomaly.preprocessing.Differencing method) (dtaianomaly.preprocessing.ExponentialMovingAverage method) (dtaianomaly.preprocessing.Identity method) (dtaianomaly.preprocessing.MinMaxScaler method) (dtaianomaly.preprocessing.MovingAverage method) (dtaianomaly.preprocessing.NbSamplesUnderSampler method) (dtaianomaly.preprocessing.PiecewiseAggregateApproximation method) (dtaianomaly.preprocessing.Preprocessor method) (dtaianomaly.preprocessing.RobustScaler method) (dtaianomaly.preprocessing.SamplingRateUnderSampler method) (dtaianomaly.preprocessing.StandardScaler method)

fit_transform() (dtaianomaly.preprocessing.ChainedPreprocessor method) (dtaianomaly.preprocessing.Differencing method) (dtaianomaly.preprocessing.ExponentialMovingAverage method) (dtaianomaly.preprocessing.Identity method) (dtaianomaly.preprocessing.MinMaxScaler method) (dtaianomaly.preprocessing.MovingAverage method) (dtaianomaly.preprocessing.NbSamplesUnderSampler method) (dtaianomaly.preprocessing.PiecewiseAggregateApproximation method) (dtaianomaly.preprocessing.Preprocessor method) (dtaianomaly.preprocessing.RobustScaler method) (dtaianomaly.preprocessing.SamplingRateUnderSampler method) (dtaianomaly.preprocessing.StandardScaler method) FixedCutoffThreshold (class in dtaianomaly.thresholding) FloatAttribute (class in dtaianomaly.type_validation) from_directory() (in module dtaianomaly.data)

G

get_dimension() (in module dtaianomaly.utils)

H

highest_autocorrelation() (in module dtaianomaly.windowing)

HistogramBasedOutlierScore (class in dtaianomaly.anomaly_detection) HybridKNearestNeighbors (class in dtaianomaly.anomaly_detection)

I

Identity (class in dtaianomaly.preprocessing) IntegerAttribute (class in dtaianomaly.type_validation) interpret_config() (in module dtaianomaly.workflow) is_compatible() (dtaianomaly.data.DataSet method) is_fitted() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method) (dtaianomaly.preprocessing.ChainedPreprocessor method) (dtaianomaly.preprocessing.Differencing method) (dtaianomaly.preprocessing.ExponentialMovingAverage method) (dtaianomaly.preprocessing.Identity method) (dtaianomaly.preprocessing.MinMaxScaler method) (dtaianomaly.preprocessing.MovingAverage method) (dtaianomaly.preprocessing.NbSamplesUnderSampler method) (dtaianomaly.preprocessing.PiecewiseAggregateApproximation method) (dtaianomaly.preprocessing.Preprocessor method) (dtaianomaly.preprocessing.RobustScaler method) (dtaianomaly.preprocessing.SamplingRateUnderSampler method) (dtaianomaly.preprocessing.StandardScaler method) (dtaianomaly.utils.CheckIsFittedMixin 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)

J

Job (class in dtaianomaly.workflow) JobBasedWorkflow (class in dtaianomaly.workflow)

jobs (dtaianomaly.workflow.JobBasedWorkflow attribute) (dtaianomaly.workflow.Workflow attribute)

K

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

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

L

LazyDataLoader (class in dtaianomaly.data) ListAttribute (class in dtaianomaly.type_validation) LiteralAttribute (class in dtaianomaly.type_validation) load() (dtaianomaly.data.CustomDataLoader method) (dtaianomaly.data.DemonstrationTimeSeriesLoader method) (dtaianomaly.data.LazyDataLoader method) (dtaianomaly.data.PathDataLoader method) (dtaianomaly.data.UCRLoader method)

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

M

make_intervals() (in module dtaianomaly.utils) MatrixProfileDetector (class in dtaianomaly.anomaly_detection) MedianMethod (class in dtaianomaly.anomaly_detection) Metric (class in dtaianomaly.evaluation) MinMaxScaler (class in dtaianomaly.preprocessing) module dtaianomaly.anomaly_detection dtaianomaly.data dtaianomaly.evaluation dtaianomaly.pipeline dtaianomaly.preprocessing dtaianomaly.thresholding dtaianomaly.type_validation dtaianomaly.utils dtaianomaly.visualization dtaianomaly.windowing dtaianomaly.workflow

MOMENT (class in dtaianomaly.anomaly_detection) MovingAverage (class in dtaianomaly.preprocessing) MovingWindowVariance (class in dtaianomaly.anomaly_detection) multi_window_finder() (in module dtaianomaly.windowing) MultilayerPerceptron (class in dtaianomaly.anomaly_detection) MultivariateDetector (class in dtaianomaly.anomaly_detection)

N

NbSamplesUnderSampler (class in dtaianomaly.preprocessing) NoneAttribute (class in dtaianomaly.type_validation)

np_any_axis0() (in module dtaianomaly.utils) np_any_axis1() (in module dtaianomaly.utils) np_diff() (in module dtaianomaly.utils)

O

ObjectAttribute (class in dtaianomaly.type_validation)

OneClassSupportVectorMachine (class in dtaianomaly.anomaly_detection)

P

PathAttribute (class in dtaianomaly.type_validation) PathDataLoader (class in dtaianomaly.data) PiecewiseAggregateApproximation (class in dtaianomaly.preprocessing) piped_str() (dtaianomaly.pipeline.Pipeline method) (dtaianomaly.preprocessing.ChainedPreprocessor method) 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_confidence() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method)

predict_proba() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method) Preprocessor (class in dtaianomaly.preprocessing) PrincipalComponentAnalysis (class in dtaianomaly.anomaly_detection) PrintConstructionCallMixin (class in dtaianomaly.utils) ProbaMetric (class in dtaianomaly.evaluation)

R

raise_error_if_invalid() (dtaianomaly.type_validation.BaseAttributeValidation method) (dtaianomaly.type_validation.BoolAttribute method) (dtaianomaly.type_validation.FloatAttribute method) (dtaianomaly.type_validation.IntegerAttribute method) (dtaianomaly.type_validation.ListAttribute method) (dtaianomaly.type_validation.LiteralAttribute method) (dtaianomaly.type_validation.NoneAttribute method) (dtaianomaly.type_validation.ObjectAttribute method) (dtaianomaly.type_validation.PathAttribute method) (dtaianomaly.type_validation.UnionAttribute method) (dtaianomaly.type_validation.WindowSizeAttribute method) RandomDetector (class in dtaianomaly.anomaly_detection) RangeAreaUnderPR (class in dtaianomaly.evaluation) RangeAreaUnderROC (class in dtaianomaly.evaluation) RangeBasedFBeta (class in dtaianomaly.evaluation) RangeBasedPrecision (class in dtaianomaly.evaluation) RangeBasedRecall (class in dtaianomaly.evaluation) Recall (class in dtaianomaly.evaluation) requires_fitting() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method) (dtaianomaly.preprocessing.ChainedPreprocessor method) (dtaianomaly.preprocessing.Differencing method) (dtaianomaly.preprocessing.ExponentialMovingAverage method) (dtaianomaly.preprocessing.Identity method) (dtaianomaly.preprocessing.MinMaxScaler method) (dtaianomaly.preprocessing.MovingAverage method) (dtaianomaly.preprocessing.NbSamplesUnderSampler method) (dtaianomaly.preprocessing.PiecewiseAggregateApproximation method) (dtaianomaly.preprocessing.Preprocessor method) (dtaianomaly.preprocessing.RobustScaler method) (dtaianomaly.preprocessing.SamplingRateUnderSampler method) (dtaianomaly.preprocessing.StandardScaler method) (dtaianomaly.utils.CheckIsFittedMixin method)

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

S

SamplingRateUnderSampler (class in dtaianomaly.preprocessing) save() (dtaianomaly.anomaly_detection.AlwaysAnomalous method) (dtaianomaly.anomaly_detection.AlwaysNormal method) (dtaianomaly.anomaly_detection.AutoEncoder method) (dtaianomaly.anomaly_detection.BaseDetector method) (dtaianomaly.anomaly_detection.BaseNeuralDetector method) (dtaianomaly.anomaly_detection.BaseNeuralForecastingDetector method) (dtaianomaly.anomaly_detection.BaseNeuralReconstructionDetector method) (dtaianomaly.anomaly_detection.BasePyODAnomalyDetector method) (dtaianomaly.anomaly_detection.Chronos method) (dtaianomaly.anomaly_detection.ClusterBasedLocalOutlierFactor method) (dtaianomaly.anomaly_detection.ConvolutionalNeuralNetwork method) (dtaianomaly.anomaly_detection.CopulaBasedOutlierDetector method) (dtaianomaly.anomaly_detection.DWT_MLEAD method) (dtaianomaly.anomaly_detection.HistogramBasedOutlierScore method) (dtaianomaly.anomaly_detection.HybridKNearestNeighbors 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.LocalPolynomialApproximation method) (dtaianomaly.anomaly_detection.LongShortTermMemoryNetwork method) (dtaianomaly.anomaly_detection.MatrixProfileDetector method) (dtaianomaly.anomaly_detection.MedianMethod method) (dtaianomaly.anomaly_detection.MOMENT method) (dtaianomaly.anomaly_detection.MovingWindowVariance method) (dtaianomaly.anomaly_detection.MultilayerPerceptron method) (dtaianomaly.anomaly_detection.MultivariateDetector method) (dtaianomaly.anomaly_detection.OneClassSupportVectorMachine method) (dtaianomaly.anomaly_detection.PrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RandomDetector method) (dtaianomaly.anomaly_detection.RobustPrincipalComponentAnalysis method) (dtaianomaly.anomaly_detection.RobustRandomCutForestAnomalyDetector method) (dtaianomaly.anomaly_detection.ROCKAD method) (dtaianomaly.anomaly_detection.SpectralResidual method) (dtaianomaly.anomaly_detection.SquaredDifference method) (dtaianomaly.anomaly_detection.TimeMoE method) (dtaianomaly.anomaly_detection.Transformer method) (dtaianomaly.pipeline.Pipeline method)

sliding_window() (in module dtaianomaly.windowing) SpectralResidual (class in dtaianomaly.anomaly_detection) SquaredDifference (class in dtaianomaly.anomaly_detection) StandardScaler (class in dtaianomaly.preprocessing) summary_statistics_subsequences() (in module dtaianomaly.windowing) Supervision (class in dtaianomaly.anomaly_detection)

T

theta_() (dtaianomaly.anomaly_detection.KShapeAnomalyDetector method) threshold() (dtaianomaly.thresholding.ContaminationRateThreshold method) (dtaianomaly.thresholding.FixedCutoffThreshold method) (dtaianomaly.thresholding.Thresholding method) (dtaianomaly.thresholding.TopNThreshold method) Thresholding (class in dtaianomaly.thresholding) ThresholdMetric (class in dtaianomaly.evaluation) TimeMoE (class in dtaianomaly.anomaly_detection) TopNThreshold (class in dtaianomaly.thresholding) transform() (dtaianomaly.preprocessing.ChainedPreprocessor method) (dtaianomaly.preprocessing.Differencing method) (dtaianomaly.preprocessing.ExponentialMovingAverage method) (dtaianomaly.preprocessing.Identity method) (dtaianomaly.preprocessing.MinMaxScaler method) (dtaianomaly.preprocessing.MovingAverage method) (dtaianomaly.preprocessing.NbSamplesUnderSampler method) (dtaianomaly.preprocessing.PiecewiseAggregateApproximation method) (dtaianomaly.preprocessing.Preprocessor method) (dtaianomaly.preprocessing.RobustScaler method) (dtaianomaly.preprocessing.SamplingRateUnderSampler method) (dtaianomaly.preprocessing.StandardScaler method)

Transformer (class in dtaianomaly.anomaly_detection)

U

UCRLoader (class in dtaianomaly.data)

UCRScore (class in dtaianomaly.evaluation) UnionAttribute (class in dtaianomaly.type_validation)

V

VolumeUnderPR (class in dtaianomaly.evaluation)

VolumeUnderROC (class in dtaianomaly.evaluation)

W

WindowSizeAttribute (class in dtaianomaly.type_validation)

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