Title :
Enforcing security with behavioral fingerprinting
Author :
François, Jérôme ; State, Radu ; Engel, Thomas ; Festor, Olivier
Author_Institution :
NetLab, Univ. of Luxembourg, Luxembourg, Luxembourg
Abstract :
Although fingerprinting techniques are helpful for security assessment, they have limited support to advanced security related applications. We have developed a new security framework focusing especially on the authentication reinforcement and the automatic generation of stateful firewall rules based on behavioral fingerprinting. Such fingerprinting is highly effective in capturing sequential patterns in the behavior of a device. A new machine learning technique is also adapted to monitor high speed networks by evaluating both computational complexity and experimented performances.
Keywords :
authorisation; computational complexity; fingerprint identification; learning (artificial intelligence); pattern recognition; authentication reinforcement; behavioral fingerprinting; computational complexity; firewall rules; machine learning; security assessment; sequential patterns; Accuracy; Authentication; Monitoring; Protocols; Support vector machines; Training;
Conference_Titel :
Network and Service Management (CNSM), 2011 7th International Conference on
Conference_Location :
Paris
Print_ISBN :
978-1-4577-1588-4
Electronic_ISBN :
978-3-901882-44-9