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A subspace-based few-shot intrusion detection system for the Internet of Things
Regular Papers | Updated:2025-07-02
    • 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 Engineering   Vol. 26, Issue 6, Pages: 862-876(2025)
    • DOI:10.1631/FITEE.2400556    

      CLC: TP393
    • Received:02 July 2024

      Revised:09 December 2024

      Published:2025-06

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  • 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.

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