A real-time network traffic classifier for online applications using machine learning

AA Ahmed, G Agunsoye - Algorithms, 2021 - mdpi.com
… : port-based, payload-based, and flow-based statistical … network traffic classification methods.
In particular, we focus on … trained to predict the characteristics of real-world traffic flows (eg, …

CETAnalytics: Comprehensive effective traffic information analytics for encrypted traffic classification

C Dong, C Zhang, Z Lu, B Liu, B Jiang - Computer Networks, 2020 - Elsevier
… -session structure and payload statistical characteristics (PSC) are … traffic from time dimension
and content dimension. … in the real-time environment, it is easy to normalize the payload. …

VPN traffic classification based on payload length sequence

P Gao, G Li, Y Shi, Y Wang - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
… In this paper, 6 different kinds of VPN traffic are identified and classified based on the feature
we … Based on the extracted statistical features, our work apply ML algorithms to identify and …

Optimizing feature selection for efficient encrypted traffic classification: A systematic approach

M Shen, Y Liu, L Zhu, K Xu, X Du, N Guizani - IEEE Network, 2020 - ieeexplore.ieee.org
contents, such as port-based approaches and payload-… transition characteristics of the packet
length, and the statistical … length feature can barely support real-time detection, and other …

Machine learning based encrypted traffic classification using estimated application layer statistics

S Vasudevan, K Jain, CJ Su - … Satellite Systems Conference …, 2021 - ieeexplore.ieee.org
… to signatures and statistical properties of payload, flow level, … for traffic classification using
application characteristics. In … of using our proposed model for real-time classification. Finally…

Review of machine learning techniques for network traffic classification

N Sharma, B Arora - Proceedings of the International Conference …, 2021 - papers.ssrn.com
… and real-time traffic classification; exploiting the statisticaltraffic classification schemes
based on their characteristics. … comparable traffic clusters as per their their payload content. “…

[HTML][HTML] Network traffic classification: Techniques, datasets, and challenges

A Azab, M Khasawneh, S Alrabaee, KKR Choo… - Digital Communications …, 2022 - Elsevier
… ensures a higher priority to the real-time applications' traffic to be processed by the different
… [64] addressed the efficiency of applying payload size statistical features, including mean, …

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

J Zhao, X Jing, Z Yan, W Pedrycz - Information Fusion, 2021 - Elsevier
… Accurate and real-time network traffic classification is essential … statistics-based,
correlation-based, behavior-based, payload-… used feature selection algorithms in traffic

Real-time classification of real-time communications

G Perna, D Markudova, M Trevisan… - … on Network and …, 2022 - ieeexplore.ieee.org
… Note that we cannot use the RTP Payload Type field for this, … a real-time classification system,
we create features that can … for internet traffic classification using machine learning,” IEEE …

Real-time encrypted traffic classification via lightweight neural networks

J Cheng, R He, E Yuepeng, Y Wu… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
According to the statistics of Firefox, the global usage of encrypted web pages increased …
-feature-based methods use the packet bytes directly, including packet header and payload