Unknown IoT Device Identification Models and Algorithms Based on CSCL-Siamese Networks and Weighted-Voting Clustering Ensemble

Unknown IoT Device Identification Models and Algorithms Based on CSCL-Siamese Networks and Weighted-Voting Clustering Ensemble

Current methods for identifying unknown Internet of Things (IoT) devices are relatively limited. Most approaches can identify only one type of the unknown IoT devices at a time and with a relatively low accuracy. Herein, we propose a method for unknown IoT device identification (UDI) based on cost-s...

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Bibliographic Details
Main Authors: Junhao Qian, Wenyu Zheng, Xulin Lu, Zhihua Li
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Applied Sciences
Subjects:
network traffic
positive and negative pair samples
ensemble learning
unknown IoT device identification
Online Access:https://www.mdpi.com/2076-3417/15/10/5274
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