Title :
Host-based intrusion detection using self-organizing maps
Author :
Lichodzijewski, Peter ; Zincir-Heywood, A. Nur ; Heywood, Malcolm I.
Author_Institution :
Fac. of Comput. Sci., Dalhousie Univ., Halifax, NS, Canada
fDate :
6/24/1905 12:00:00 AM
Abstract :
Hierarchical SOMs are applied to the problem of host based intrusion detection on computer networks. Unlike systems based on operating system audit trails, the approach operates on real-time data without extensive off-line training and with minimal expert knowledge. Specific recommendations are made regarding the representation of time, network parameters and SOM architecture
Keywords :
computer networks; real-time systems; security of data; self-organising feature maps; telecommunication security; computer networks; hierarchical SOM; host-based intrusion detection; network parameters; real-time data; self-organizing maps; time representation; Computer architecture; Computer networks; Computer science; Intrusion detection; Monitoring; Operating systems; Protection; Real time systems; Self organizing feature maps; Unsupervised learning;
Conference_Titel :
Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7278-6
DOI :
10.1109/IJCNN.2002.1007776
