Towards smart phone traffic classification

M Hur, MS Kim - 2012 14th Asia-Pacific Network Operations …, 2012 - ieeexplore.ieee.org
The appearance of smart phones and their continuing rapid uptake has large affects on our
society in as much as they represent a paradigm shift in the traditional industrial structure …

Automatic mobile application traffic identification by convolutional neural networks

Z Chen, B Yu, Y Zhang, J Zhang… - 2016 IEEE Trustcom …, 2016 - ieeexplore.ieee.org
Mobile network security and management are becoming important issues, due to the rapid
development and widespread of the mobile network. Application traffic identification is a …

An application traffic classification method based on semi-supervised clustering

L Bin, T Hao - 2010 2nd International Symposium on …, 2010 - ieeexplore.ieee.org
Accurate traffic classification is critical in network security monitoring and traffic engineering.
To overcome the deficiencies of traditional traffic classification methods with port mapping …

Study on traffic classification taxonomy for multilateral and hierarchical traffic classification

J Kim, SH Yoon, MS Kim - 2012 14th Asia-Pacific Network …, 2012 - ieeexplore.ieee.org
Internet traffic has rapidly increased due to the increasing use of wireless devices and the
appearance of various applications and services. With the rapid increase of Internet traffic …

Internet traffic classification using machine learning: a token-based approach

Y Wang, Y Xiang, S Yu - 2011 14th IEEE International …, 2011 - ieeexplore.ieee.org
Due to the increasing unreliability of traditional port-based methods, Internet traffic
classification has attracted a lot of research efforts in recent years. Quite a lot of previous …

Early internet traffic recognition based on machine learning methods

TS Tabatabaei, F Karray… - 2012 25th IEEE Canadian …, 2012 - ieeexplore.ieee.org
The need to quickly and accurately classify Internet traffic for various traffic shaping
purposes and security reasons has been growing steadily. This is due to the many new …

Behavior signature for big data traffic identification

SH Yoon, JS Park, MS Kim, CT Lim… - … Conference on Big …, 2014 - ieeexplore.ieee.org
With the rapid development of the Internet and the popularization of multimedia services,
Internet traffic has become a big data traffic that its volume, variety and velocity has …

Traffic classification-towards accurate real time network applications

Z Li, R Yuan, X Guan - Human-Computer Interaction. HCI Applications and …, 2007 - Springer
Timely traffic identification is critical in network security monitoring and traffic engineering.
Traditional methods using well-known ports, protocols and precise signature matching are …

Enhancing the performance of mobile traffic identification with communication patterns

S Mongkolluksamee, V Visoottiviseth… - 2015 IEEE 39Th …, 2015 - ieeexplore.ieee.org
Traffic classification is important especially for managing and monitoring networks which
contain a wide variety of traffic, such as in the mobile network. Using only packet based …

Study of information network traffic identification based on C4. 5 algorithm

Y Ma, Z Qian, G Shou, Y Hu - 2008 4th International …, 2008 - ieeexplore.ieee.org
The current network traffic identification technology, based on the port of transport layer and
the label of application layer protocol of network traffic, has shown some shortcomings which …