Adaptive critic designs for host-based intrusion detection
Timothy J. Draelos, David Duggan, M. Collins, Donald C. Wunsch · 2003
We explore adaptive critic designs for host-based intrusion detection because of their utilization of reinforcement learning, which allows learning exploits that are difficult to pinpoint in sensor data. Results on Solaris basic security module audit data demonstrate an ability to learn to distinguish between clean and exploit data.