DevNet

i.e. Deviation Network.

This repo contains implementation source code from Guansong Pang's Homepage.

Fast Run

You can fast run code on credit card fraud dataset.

• First you need to generate dataset with script dataset/create_dataset.py.
• Then you can run with command python devnet_kdd19.py with default arguments.
• To test saved model, please modify test.py and run it.

Paper Details

Guansong Pang, Chunhua Shen, and Anton van den Hengel. 2019.

Deep Anomaly Detection with Deviation Networks. 👉 https://doi.org/10.1145/3292500.3330871

In The 25th ACM SIGKDDConference on Knowledge Discovery and Data Mining (KDD ’19), August4–8, 2019, Anchorage, AK, USA.ACM, New York, NY, USA, 10 pages.