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cs.LG2022★ 5 cited
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…
cs.LG2021★ 1 cited
Intrusion Detection using Spatial-Temporal features based on Riemannian Manifold
Amardeep Singh, Julian Jang-Jaccard
Network traffic data is a combination of different data bytes packets under different network protocols. These traffic packets have complex time-varying non-linear relationships. E…