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arundo / adtk

A Python toolkit for rule-based/unsupervised anomaly detection in time series
https://adtk.readthedocs.io
Mozilla Public License 2.0
1.1k stars 146 forks source link

Theoretical References and Citation #101

Open djoshi5 opened 4 years ago

djoshi5 commented 4 years ago

Hello, I am working on my thesis on anomaly detection on electric grid timeseries data. I am using ADTK as one of the method to detect outliers in the data. I wanted to know if it is possible to get some theoretical references on methods used for detectors, transformers, aggregators, pipeline and pipnet. I would also like to cite ADTK project but could not find any citations. It would be great to have Bibtex entry for citation. Thank You

ivanokeeffe commented 4 years ago

Hey man, I'm in the exact same situation, if you find any information on this let me know please! Good luck in your thesis too bro :)

tailaiw commented 4 years ago

Thank you for asking. Most methods in ADTK are pretty generic ones that are probably hard to find a source of publication. For ADTK itself, we are working on an arxiv preprint that users may refer to. I will update you here when it is published.

yangyu-1 commented 4 years ago

Somewhat in a similar situation, I'll just contribute what I know. For the classical seasonal transformers For the interquartile range detector

alextsakpinis commented 4 years ago

Is there any update on that?

tailaiw commented 4 years ago

@alextsakpinis Unfortunately not. The main developers are all busy with other projects now.

ZhongLIFR commented 2 years ago

Same situations here, I'd like to cite ADTK in my conference paper