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Arrays of Locality Sensitive Count Estimators for Anomaly Detection on the Edge

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Arrays of (locality-sensitive) Count Estimators (ACE): High-Speed Anomaly Detection on the Edge

ACE is an anomaly detection schema. It allows you to do high dimensional anomaly detection on the edge (with very high speed and very low memory usage).

Chen Luo, Anshumali Shrivastava "Arrays of (locality-sensitive) Count Estimators (ACE): High-Speed Anomaly Detection on the Edge" Published in: Proc. of 2018 International Conference on World-Wide Web (WWW'18), Lyon, France, April. 2018.

Step by step Guide.

  1. Preliminaries: g++, linux.

  2. Running the code

    -- cd <the path of the code file>

    -- make

    -- ./experiment

  3. Running example for the given dataset

    -- cd ~/ace

    -- make

    -- ./experiment

If you have any questions or problems regarding the code, please feel free to contact Chen Luo (cl67@rice.edu)

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  • C++ 97.7%
  • Makefile 2.3%