search

numenta / NAB

The Numenta Anomaly Benchmark
GNU Affero General Public License v3.0
1.94k stars 867 forks source link

ARTime Detector #393

Closed markNZed closed 2 years ago

markNZed commented 2 years ago

The ARTime detector has been released under the AGPL3 license at https://github.com/markNZed/ARTimeNAB.jl This PR makes the necessary changes to run ARTime from within NAB, it also updates the results table. ARTime is scoring 74.9 on the standard profile. Thanks for all the efforts making NAB available!

subutai commented 2 years ago

@markNZed That's awesome - congratulations! What does it get with unmodified NAB? It would be easy to list it in the table with the unmodified score.

markNZed commented 2 years ago

Hi @subutai this PR is with unmodified NAB. The other PR https://github.com/numenta/NAB/pull/389 that corrects a minor issue in NAB, is now on another branch. In this PR the file labels/combined_windows.json has not been changed. So hopefuly you can merge the result of ARTime easily. Thanks!

subutai commented 2 years ago

Great! @markNZed If you could cite our NAB/Anomaly detection paper in your repo, that would be much appreciated:

Ahmad, S., Lavin, A., Purdy, S., & Agha, Z. (2017). Unsupervised real-time anomaly detection for streaming data. Neurocomputing, Available online 2 June 2017, ISSN 0925-2312, https://doi.org/10.1016/j.neucom.2017.04.070

markNZed commented 2 years ago

@subutai I've added the reference to https://github.com/markNZed/ARTimeNAB.jl Thanks for that paper too.

subutai commented 2 years ago

@markNZed Thanks!!