TY - GEN
T1 - AwareNet
T2 - 3rd ACM International CoNEXT Student Workshop, CoNEXT-SW 2022, co-located with the 18th International Conference on Emerging Networking EXperiments and Technologies, CoNEXT 2022
AU - Stephan, Maximilian
AU - Krämer, Patrick
AU - Kellerer, Wolfgang
N1 - Publisher Copyright:
© 2022 Owner/Author.
PY - 2022/12/9
Y1 - 2022/12/9
N2 - Characterizing network behavior, an essential building block for many network management tasks becomes increasingly difficult for administrators. Reasons for that are, among others, rising traffic volume and dynamicity in modern networks. To automate network behavior characterization, we present AwareNet, a system that uses Weighted Stochastic Block Models (WSBMs). By providing insight into network-inherent dynamics AwareNet supports administrators in handling the rising traffic volume and dynamicity. As an example, we show that AwareNet can detect targeted host scans in a campus network.
AB - Characterizing network behavior, an essential building block for many network management tasks becomes increasingly difficult for administrators. Reasons for that are, among others, rising traffic volume and dynamicity in modern networks. To automate network behavior characterization, we present AwareNet, a system that uses Weighted Stochastic Block Models (WSBMs). By providing insight into network-inherent dynamics AwareNet supports administrators in handling the rising traffic volume and dynamicity. As an example, we show that AwareNet can detect targeted host scans in a campus network.
KW - anomaly detection
KW - network traffic analysis
KW - stochastic block model
UR - http://www.scopus.com/inward/record.url?scp=85145881357&partnerID=8YFLogxK
U2 - 10.1145/3565477.3569158
DO - 10.1145/3565477.3569158
M3 - Conference contribution
AN - SCOPUS:85145881357
T3 - CoNEXT-SW 2022 - Proceedings of the International CoNEXT Student Workshop 2022, Part CoNEXT 2022
SP - 35
EP - 36
BT - CoNEXT-SW 2022 - Proceedings of the International CoNEXT Student Workshop 2022, Part CoNEXT 2022
PB - Association for Computing Machinery, Inc
Y2 - 9 December 2022
ER -