GraphIoT: Lightweight IoT Device Detection Based on Graph Classifiers and Incremental Learning

The rapid expansion of the Internet of Things (IoT) has led to growing concerns about the security of IoT devices. A crucial aspect of ensuring their security is IoT device identification, which involves pinpointing the specific type of device. Existing solutions, however, either necessitate complex...

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Veröffentlicht in:	IEEE transactions on services computing 2024-11, Vol.17 (6), p.3758-3772
Hauptverfasser:	Yin, Yansong, Xie, Kun, He, Shiming, Li, Yanbiao, Wen, Jigang, Diao, Zulong, Zhang, Dafang, Xie, Gaogang
Format:	Artikel
Sprache:	eng
Schlagworte:	Feature extraction Graph neural networks incremental learning Internet of Things IoT device detection IP networks Learning systems Logic gates Object recognition Protocols
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