Sebastian Schmidl

Add Series2Graph++ algorithm to this repository. - Source code: https://github.com/HPI-Information-Systems/S2Gpp Either build pip-Package for S2G++, publish it to PyPI, and just use this package in an algorithm folder; or add...

Currently, we install R packages using the default `install.packages`. This gives non-reproducable results because the packages get updated frequently. We should use `renv` or `packrat` to manage R package versions....

Add AnomalyTrans as a supported algorithm: Paper: https://arxiv.org/pdf/2110.02642.pdf (accepted for ICLR 2022) Code: https://github.com/thuml/Anomaly-Transformer

Add GDN algorithm

2

Adds the GDN algorithm from https://github.com/d-ailin/GDN (Paper: https://doi.org/10.1609/aaai.v35i5.16523) Fixes #15

Add the newly published DCDetector as supported algorithm: - Paper: https://arxiv.org/abs/2306.10347 (accepted for SIGKDD 2023 in August) - Code: https://github.com/DAMO-DI-ML/KDD2023-DCdetector - DOI: https://doi.org/10.1145/3580305.3599295

Audibert et al. proposed a new DL-based anomaly detection algorithm for multivariate time series in https://doi.org/10.1145/3394486.3403392. We should include this algorithm in the repository. A community implementation can be found...

There is a new promising multivariate anomaly detection algorithm called GDN. We should add its implementation to this repository. - Paper: https://doi.org/10.1609/aaai.v35i5.16523 - Implementation: https://github.com/d-ailin/GDN --- Thanks to @2er0 for...

Code: https://github.com/DAMO-DI-ML/CIKM22-TFAD Paper: https://doi.org/10.1145/3511808.3557470

Use existing TS file as base oscillation

2

Use an existing time series as base oscillation for a new dataset. This allows injecting our anomalies into existing time series. The file must be formatted in our canonical file...

Take a subsequence and flip it vertically:  This anomaly can be used for periodic datasets only. Add an option for a smooth transition if the start and end does...