An Effective Real-time Traffic Classification Method Using Convolutional Neural Network

Z Wang, Y Feng, H Yan - 2023 - researchsquare.com
Network traffic classification has been as a research hots pot in network studies. However,
previous research has predominantly focused on coarse-grained classification, neglecting …

Granular network traffic classification for streaming traffic using incremental learning and classifier Chain

F Zaki, F Afifi, A Gani, NB Anuar - Malaysian Journal of Computer …, 2022 - ajba.um.edu.my
In modern networks, network visibility is of utmost importance to network operators.
Accordingly, granular network traffic classification quickly rises as an essential technology …

Grano-GT: A granular ground truth collection tool for encrypted browser-based Internet traffic

F Zaki, A Gani, H Tahaei, S Furnell, NB Anuar - Computer Networks, 2021 - Elsevier
Modern network traffic classification puts much attention toward producing a granular
classification of the traffic, such as at the application service level. However, the …

An Enhanced Cloud-Native Deep Learning Pipeline for the Classification of Network Traffic

AS ElKenawy - 2023 - fount.aucegypt.edu
In a rapidly changing world, the way of solving real-world problems has changed to leverage
the power of the advancements in multiple fields. Cloud-native computing approaches can …