A subspace-based few-shot intrusion detection system for the Internet of Things◇
Regular Papers|Updated:2025-07-02
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A subspace-based few-shot intrusion detection system for the Internet of Things◇
Enhanced Publication
基于子空间的小样本物联网入侵检测系统
“In the field of IoT security, researchers have made progress in few-shot intrusion detection. They proposed a subspace-based approach for few-shot IoT intrusion detection systems, which constructs a subspace for each category and calculates the distance between query samples and the subspace to detect malicious samples. This provides a solution to address the dilemma of insufficient learnable samples in real-world IoT environments.”
Frontiers of Information Technology & Electronic EngineeringVol. 26, Issue 6, Pages: 862-876(2025)
Affiliations:
1.School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou 310027, China
2.College of Information Science and Engineering, Jiaxing University, Jiaxing 314000, China
Zhihui LI, Congyuan XU, Kun DENG, et al. A subspace-based few-shot intrusion detection system for the Internet of Things◇[J]. Frontiers of information technology & electronic engineering, 2025, 26(6): 862-876.
DOI:
Zhihui LI, Congyuan XU, Kun DENG, et al. A subspace-based few-shot intrusion detection system for the Internet of Things◇[J]. Frontiers of information technology & electronic engineering, 2025, 26(6): 862-876. DOI: 10.1631/FITEE.2400556.
A subspace-based few-shot intrusion detection system for the Internet of Things◇Enhanced Publication