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Sep 27, 2024: aeon Module Meeting (Anomaly Detection)

tags: aeon-module-meeting

Sep 27, 2024 @ 12:00PM UTC

Previous meeting: N/A

Present: MM SS TB DT

Topics

  • [MM] Collection anomaly detection/outlier detection
    • Part of anomaly_detection, subpackage or its own package (outlier_detection?)
    • Suggestion:
      • aeon.anomaly_detection for both with subpackages series (for subsequence AD) and collection (for whole-series AD)
      • many methods can actually be used for both cases with different preprocessing
  • [SS] online/streaming?
    • currently, there is no plan to support streaming
  • [MM] When to remove the experimental tag?
    • visible user base
    • algorithm per method family
    • notebook and documentation ready
  • [SS] Should algorithms be tagged with metadata or are the tags just used for functional?
    • rather use subpackages
    • but subpackages are just required if we have enough algorithms implements
    • one could use the algorithm_type-tag for the diff. method families
  • [SS] Do we want to have individual algorithm classes for algorithms that use the PyODAdapter, such as LOF, IsolationForest?
    • just if the algorithm is important and deserves visibility

Needs decision

N/A

Needs attention (reviews)

N/A

Action items

  • [SS] look through survey papers and look if our issues cover all families (good algorithms)
  • [SS] create issues for PyODAdapter-instances
  • [MM] create issue for streaming (no current plans to implement)
  • [MM] create issue for collection AD
  • [MM] Update AEP with current state and experimental tag discussion

Previous Action items

N/A

Next meeting date

  • Friday, 2024-11-08