Tfe-gnn: A temporal fusion encoder using graph neural networks for fine-grained encrypted traffic classification
Encrypted traffic classification is receiving widespread attention from researchers and
industrial companies. However, the existing methods only extract flow-level features, failing …
industrial companies. However, the existing methods only extract flow-level features, failing …
A large-scale mobile traffic dataset for mobile application identification
S Zhao, S Chen, F Wang, Z Wei, J Zhong… - The Computer …, 2024 - academic.oup.com
With Internet access shifting from desktop-driven to mobile-driven, application-level mobile
traffic identification has become a research hotspot. Although considerable progress has …
traffic identification has become a research hotspot. Although considerable progress has …
[HTML][HTML] A graph representation framework for encrypted network traffic classification
Abstract Network Traffic Classification (NTC) is crucial for ensuring internet security, but
encryption presents significant challenges to this task. While Machine Learning (ML) and …
encryption presents significant challenges to this task. While Machine Learning (ML) and …
BehavSniffer: Sniff User Behaviors from the Encrypted Traffic by Traffic Burst Graphs
With the increasing popularity of encryption pro-tocols in application and the rapid
development of network applications, traffic classification has become a major challenge for …
development of network applications, traffic classification has become a major challenge for …
One Train for Two Tasks: An Encrypted Traffic Classification Framework Using Supervised Contrastive Learning
As network security receives widespread attention, encrypted traffic classification has
become the current research focus. However, existing methods conduct traffic classification …
become the current research focus. However, existing methods conduct traffic classification …
Classification of Mobile Encryption Services Based on Context Feature Enhancement
H Zhang, J Ding, J Tan, G Gou… - 2022 IEEE Asia-Pacific …, 2022 - ieeexplore.ieee.org
Smart phones have become the preferred way for Chinese Internet users currently. The
mobile phone traffic is large from the operating system. These traffic is mainly generated by …
mobile phone traffic is large from the operating system. These traffic is mainly generated by …
Reliable Network-Packet Binary Classification
A network packet identification and classification is a fundamental requirement of network
management to maintain the quality of service, quality of experience, efficient bandwidth …
management to maintain the quality of service, quality of experience, efficient bandwidth …
LGR-CE: Encrypted Traffic Classification EncoderBased on Lightweight Graph Representation
Z Chen, X Wei, Y Wang - 2024 - researchsquare.com
In recent years, traffic encryption technology has been widely used in user information
protection, and the amount of encryptedtraffic in communication networks has increased …
protection, and the amount of encryptedtraffic in communication networks has increased …