REHÁK, Martin, Michal PĚCHOUČEK, Martin GRILL, Jan STIBOREK, Karel BARTOŠ a Pavel ČELEDA. Adaptive Multiagent System for Network Traffic Monitoring. IEEE Intelligent Systems. Los Alamitos, CA, USA: IEEE Computer Society, 2009, roč. 24, č. 3, s. 16-25. ISSN 1541-1672. |
Další formáty:
BibTeX
LaTeX
RIS
@article{834578, author = {Rehák, Martin and Pěchouček, Michal and Grill, Martin and Stiborek, Jan and Bartoš, Karel and Čeleda, Pavel}, article_location = {Los Alamitos, CA, USA}, article_number = {3}, keywords = {network intrusion detection; data mining; multiagent systems; trust}, language = {eng}, issn = {1541-1672}, journal = {IEEE Intelligent Systems}, title = {Adaptive Multiagent System for Network Traffic Monitoring}, url = {http://www2.computer.org/portal/web/csdl/doi/10.1109/MIS.2009.42}, volume = {24}, year = {2009} }
TY - JOUR ID - 834578 AU - Rehák, Martin - Pěchouček, Michal - Grill, Martin - Stiborek, Jan - Bartoš, Karel - Čeleda, Pavel PY - 2009 TI - Adaptive Multiagent System for Network Traffic Monitoring JF - IEEE Intelligent Systems VL - 24 IS - 3 SP - 16-25 EP - 16-25 PB - IEEE Computer Society SN - 15411672 KW - network intrusion detection KW - data mining KW - multiagent systems KW - trust UR - http://www2.computer.org/portal/web/csdl/doi/10.1109/MIS.2009.42 N2 - An application of agent-based data mining for near-real time detection of attacks against the computer networks and connected hosts is based on processing network traffic statistics provided by high-speed network monitoring cards and using a set of known anomaly-detection techniques to identify the anomalous behavior. The individual anomaly-detection methods have relatively high error rates that make them unfit for most practical deployments. Using the agent-based trust modeling technique, the Camnep system fuses the data provided by anomaly-detection methods and progressively builds a better classification with an acceptable error rate. The system uses agent-based self-adaptation techniques to dynamically align its structure with the changes in network traffic structure and attacks. ER -
REHÁK, Martin, Michal PĚCHOUČEK, Martin GRILL, Jan STIBOREK, Karel BARTOŠ a Pavel ČELEDA. Adaptive Multiagent System for Network Traffic Monitoring. \textit{IEEE Intelligent Systems}. Los Alamitos, CA, USA: IEEE Computer Society, 2009, roč.~24, č.~3, s.~16-25. ISSN~1541-1672.
|