Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
Learning Bayesian Networks
DEXA '07 Proceedings of the 18th International Conference on Database and Expert Systems Applications
A Probabilistic Approach for Network Intrusion Detection
AMS '08 Proceedings of the 2008 Second Asia International Conference on Modelling & Simulation (AMS)
Misuse-Based Intrusion Detection Using Bayesian Networks
DEPCOS-RELCOMEX '08 Proceedings of the 2008 Third International Conference on Dependability of Computer Systems DepCoS-RELCOMEX
Misuse-based intrusion detection using Bayesian networks
International Journal of Critical Computer-Based Systems
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This paper presents an application of Bayesian networks for network intrusion detection. The described system, named Basset, utilises this technique to enhance the process of misuse-based detection implemented in Snort system. The paper presents the structure of the proposed solution, the role of the Bayesian networks in the detection process and the application of the system to the detection of a real-world attack -- an exploitation of a vulnerability in a web browser.