A Multi-perspective Feature Approach to Few-shot Classification of IoT Traffic

X Ma, Y Wang, Y Lai, W Jia, Z Zhao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The realization of Internet of Things (IoT) traffic classification is crucial to the management
and monitoring of the IoT network. Performing IoT traffic classification under a few-shot …

Exploring the power of convolutional neural networks for encrypted industrial protocols recognition

E Holasova, P Blazek, R Fujdiak, J Masek… - … Energy, Grids and …, 2024 - Elsevier
The main objective of this paper is to classify unencrypted and encrypted industrial protocols
using deep learning, especially Convolutional Neural Networks. Protocol recognition is …

A Machine Learning-Based Toolbox for P4 Programmable Data-Planes

K Zhang, N Samaan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Intelligent data-planes (IDPs) can enhance network service performance and adaptation
speed by executing one or more machine learning (ML) models directly on the served flows …

An adaptive classification and updating method for unknown network traffic in open environments

S Le, Y Lai, Y Wang, H He - Computer Networks, 2024 - Elsevier
In recent years, to address the classification problem of unknown traffic in open network
environments, numerous deep learning (DL)-based classification techniques have been …