[HTML][HTML] Network traffic classification for data fusion: A survey

J Zhao, X Jing, Z Yan, W Pedrycz - Information Fusion, 2021 - Elsevier
Traffic classification groups similar or related traffic data, which is one main stream
technique of data fusion in the field of network management and security. With the rapid …

Flow topology-based graph convolutional network for intrusion detection in label-limited IoT networks

X Deng, J Zhu, X Pei, L Zhang, Z Ling… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Given the distributed nature of the massively connected “Things” in IoT, IoT networks have
been a primary target for cyberattacks. Although machine learning based network intrusion …

An encrypted traffic classification method combining graph convolutional network and autoencoder

B Sun, W Yang, M Yan, D Wu, Y Zhu… - 2020 IEEE 39th …, 2020 - ieeexplore.ieee.org
The increase in the source and size of encrypted network traffic brings significant challenges
for network traffic analysis. The challenging problem in the encrypted traffic classification …

GCN-TC: combining trace graph with statistical features for network traffic classification

J Zheng, D Li - ICC 2019-2019 IEEE International Conference …, 2019 - ieeexplore.ieee.org
For machine-learning-based network traffic classification, we usually need large number of
correctly labeled samples (ground truth) for model-training to get high accuracy. However in …

A survey of traffic classification validation and ground truth collection

J Yan - 2018 8th International Conference on Electronics …, 2018 - ieeexplore.ieee.org
Traffic classification has recently been widely used in quality of service measurements,
network management and security monitoring. With the development of internet, many traffic …

Mecanismos para Deteção de Anomalias na Camada Física em Redes IoT

P de Bastos Martins - 2020 - search.proquest.com
Com o aparecimento das redes em malha sem-fios e da Internet of Things (IoT) aumentam
também os riscos associados à segurança das mesmas, seja pelo uso indevido da rede ou …

Classificação de tráfego distribuída: construindo uma arquitetura baseada em redes virtualizadas

PG LOPES JÚNIOR - 2017 - repositorio.ufpe.br
Prover um gerenciamento eficiente de uma rede é uma tarefa intimamente ligada ao
conhecimento sobre as informações que compõem o tráfego da rede. Tradicionalmente, um …