| REHÁK, Martin, Michal PĚCHOUČEK, Martin GRILL, Jan STIBOREK, Karel BARTOŠ and Pavel ČELEDA. Adaptive Multiagent System for Network Traffic Monitoring. IEEE Intelligent Systems. Los Alamitos, CA, USA: IEEE Computer Society, 2009, vol. 24, No 3, p. 16-25. ISSN 1541-1672. |
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@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 and Pavel ČELEDA. Adaptive Multiagent System for Network Traffic Monitoring. \textit{IEEE Intelligent Systems}. Los Alamitos, CA, USA: IEEE Computer Society, 2009, vol.~24, No~3, p.~16-25. ISSN~1541-1672.
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