DocumentCode
558712
Title
Enforcing security with behavioral fingerprinting
Author
François, Jérôme ; State, Radu ; Engel, Thomas ; Festor, Olivier
Author_Institution
NetLab, Univ. of Luxembourg, Luxembourg, Luxembourg
fYear
2011
fDate
24-28 Oct. 2011
Firstpage
1
Lastpage
9
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;
fLanguage
English
Publisher
ieee
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
Type
conf
Filename
6104002
Link To Document