Training a Bidirectional GAN-based One-Class Classifier for Network Intrusion Detection

Wen Xu, Julian Jang-Jaccard, Tong Liu +1

The network intrusion detection task is challenging because of the imbalanced and unlabeled nature of the dataset it operates on. Existing generative adversarial networks (GANs), a…