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Thanks for the note. It is acknowledged that subspace methods are missing.
While waiting for them to be implemented, you may want to try Isolation Forest, HBOS, or FeatureBagging for high-dimensional datasets.
I cannot find any subspace-related type algorithm among yours, I believe it will greatly contribute to your collection. So, Can ye please add the SOD algorithm to your package please:
http://www.dbs.ifi.lmu.de/Publikationen/Papers/pakdd09_SOD.pdf
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