120 citations · 175 across the 7 of their papers we have counts for
3 papers · 1 filter
Anomaly Detection in Cyber Network Data Using a Cyber Language Approach
Bartley D. Richardson, Benjamin J. Radford, Shawn E. Davis +2
As the amount of cyber data continues to grow, cyber network defenders are faced with increasing amounts of data they must analyze to ensure the security of their networks. In addi…
Sequence Aggregation Rules for Anomaly Detection in Computer Network Traffic
Benjamin J. Radford, Bartley D. Richardson, Shawn E. Davis
We evaluate methods for applying unsupervised anomaly detection to cybersecurity applications on computer network traffic data, or flow. We borrow from the natural language process…
Network Traffic Anomaly Detection Using Recurrent Neural Networks
Benjamin J. Radford, Leonardo M. Apolonio, Antonio J. Trias +1
We show that a recurrent neural network is able to learn a model to represent sequences of communications between computers on a network and can be used to identify outlier network…