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Correlation-Aware Neural Networks for DDoS Attack Detection In IoT Systems. (arXiv:2302.07982v1 [cs.CR])
cs.CR updates on arXiv.org arxiv.org
We present a comprehensive study on applying machine learning to detect
distributed Denial of service (DDoS) attacks using large-scale Internet of
Things (IoT) systems. While prior works and existing DDoS attacks have largely
focused on individual nodes transmitting packets at a high volume, we
investigate more sophisticated futuristic attacks that use large numbers of IoT
devices and camouflage their attack by having each node transmit at a volume
typical of benign traffic. We introduce new correlation-aware architectures
that take into …
attack attacks aware correlation ddos ddos attack ddos attacks denial of service detect detection devices distributed distributed denial of service high internet internet of things iot iot devices large machine machine learning networks neural networks node nodes numbers packets scale service study systems things