WenjieDu / DevNet

An implementation of Deviation Network with a case on the credit card fraud dataset.

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.