A Graph Representation Learning Algorithm for Approximate Local Symmetry Feature Extraction to Enhance Malicious Device Detection Preprocessing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3175581
Abstract: Existing malicious device detection preprocessing ignores the topological similarity of node neighborhood structures in the network. According to the structural equivalence hypothesis, devices with approximately local symmetry in the device-account graph have similar topological embeddings… read more here.
Keywords: device; local symmetry; device detection; malicious device ... See more keywords
GraphIoT: Lightweight IoT Device Detection Based on Graph Classifiers and Incremental Learning
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Services Computing"
DOI: 10.1109/tsc.2024.3466854
Abstract: 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… read more here.
Keywords: device; graph; device detection; iot device ... See more keywords