/outlier_detection

Primary LanguagePythonApache License 2.0Apache-2.0

Outlier Detection Research Repository

This repository contains the code base for the following papers:

Paper Authors Venue Year
From Imbalanced Classification to Supervised Outlier Detection Problems: Adversarially Trained Auto Encoders Max Lübbering, Rajkumar Ramamurthy, Michael Gebauer, Thiago Bell, Rafet Sifa, Christian Bauckhage International Conference on Artificial Neural Networks 2020
Supervised Autoencoder Variants for End to End Anomaly Detection Max Lübbering, Michael Gebauer, Rajkumar Ramamurthy, Rafet Sifa, Christian Bauckhage ICPR Workshop on Deep Learning for Pattern Recognition 2020

Reproduction

The easiest way to reproduce our results is to clone the respository and install the src.

cd outlier_detection
pip install src/

Each paper documentation linked in the table above, contains further instruction to reproduce the respective results.

Contributors

Max Lübbering, Rajkumar Ramamurthy, Michael Gebauer

Copyright

Copyright (c) 2020 Fraunhofer IAIS