14 citations · 20 across the 3 of their papers we have counts for
3 papers
cs.CR2022★ 14 cited
Autoencoder-based Unsupervised Intrusion Detection using Multi-Scale Convolutional Recurrent Networks
Amardeep Singh, Julian Jang-Jaccard
The massive growth of network traffic data leads to a large volume of datasets. Labeling these datasets for identifying intrusion attacks is very laborious and error-prone. Further…
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…