dtaianomaly

Getting started

  • Installation
  • Anomaly detection
  • Custom models
  • Quantitative evaluation with a workflow
  • Time series anomaly detection benchmarks

Documentation

  • Anomaly detection module
  • Data module
  • Preprocessing module
  • Thresholding module
  • Evaluation module
  • Pipeline module
  • Workflow module
  • Visualization module
dtaianomaly
  • Overview: module code

All modules for which code is available

  • dtaianomaly.anomaly_detection.BaseDetector
  • dtaianomaly.anomaly_detection.IsolationForest
  • dtaianomaly.anomaly_detection.LocalOutlierFactor
  • dtaianomaly.anomaly_detection.MatrixProfileDetector
  • dtaianomaly.anomaly_detection.MedianMethod
  • dtaianomaly.anomaly_detection.baselines.baselines
  • dtaianomaly.anomaly_detection.windowing_utils
  • dtaianomaly.data.UCRLoader
  • dtaianomaly.data.data
  • dtaianomaly.data.synthetic
  • dtaianomaly.evaluation.metrics
  • dtaianomaly.evaluation.simple_binary_metrics
  • dtaianomaly.evaluation.simple_proba_metrics
  • dtaianomaly.pipeline.EvaluationPipeline
  • dtaianomaly.pipeline.Pipeline
  • dtaianomaly.preprocessing.ChainedPreprocessor
  • dtaianomaly.preprocessing.Differencing
  • dtaianomaly.preprocessing.ExponentialMovingAverage
  • dtaianomaly.preprocessing.MinMaxScaler
  • dtaianomaly.preprocessing.MovingAverage
  • dtaianomaly.preprocessing.PiecewiseAggregateApproximation
  • dtaianomaly.preprocessing.Preprocessor
  • dtaianomaly.preprocessing.UnderSampler
  • dtaianomaly.preprocessing.ZNormalizer
  • dtaianomaly.thresholding.thresholding
  • dtaianomaly.visualization.visualization
  • dtaianomaly.workflow.Workflow
  • dtaianomaly.workflow.workflow_from_config

© Copyright 2023, DTAI.

Built with Sphinx using a theme provided by Read the Docs.