Resource-Efficient Spectrum-Based Traffic Classification on Constrained Devices
David Góez,
Esra Aycan Beyazit,
Luis A. Fletscher
et al.
Abstract:Traffic Classification (TC) systems are designed to identify the applications generating network traffic. Recent advancements in TC leverage Deep Learning (DL) techniques, surpassing traditional methods in complex scenarios, including those with encrypted traffic. Notably, state-of-the-art DL-based TC systems have been developed for wireless networks using Physical Layer (L1) packets. This approach overcomes the common limitation in TC research that assumes traffic flows within a wired network under a single n… Show more
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