anomaly_detect

Anomaly detection in a distributed system using the greedy tree.

Setup

Requires Python version 3.8.

mkdir anomalydetect
cd anomalydetect

git clone https://www.github.com/siddharthsheth/metricspaces
git clone https://www.github.com/siddharthsheth/greedypermutation
git clone https://www.github.com/siddharthsheth/anomaly_detect

pip install -e metricspaces
pip install -e greedypermutation
pip install -e anomaly_detect

pip install scikit-learn
pip install 'influxdb-client[ciso]'

About

anomaly_detect is the main library. Experiments from the paper can be reproduced by running the files in experiments.

To run the anomaly detector on a live distributed system, run

python anomaly_detect/anomalydetector.py

However, this will only work if the system is running.