The process of examining the data flow over the internet to identify abnormalities in wireless
network performance is known as network traffic analysis. When analyzing network traffic …

The network traffic congestion classifier is essential for network monitoring systems. Network
traffic characterization is a methodology to classify traffic into several classes supporting …

Internet traffic classification plays an important role in the field of network security and
management. Past research works utilize flow-level statistical features for accurate and …

Automated network traffic classification is a basic requirement for managing Quality of
Service in communications networks. This research compares the performance of six widely …

Accurate network traffic classification is an essential and challenging issue for wireless
network management and survivability. Existing network traffic classification algorithms, on …

With the explosive grown network traffic, the traditional port-and payload-based methods are
insatiable for the requirements of privacy protection as well as the fast real-time classification …

The evolution of the Internet into a large complex service-based network has posed
tremendous challenges for network monitoring and control in terms of how to collect the …

Despite the large number of research efforts that applied specific machine learning
algorithms for network traffic classification, recent work has highlighted limitations and …

In this paper, we develop an unsupervised machine learning method for network traffic
classification. First, the traffic flows from active hosts are separated into different clusters by …

With the advancement of technology and communication system, use of internet is giving at
a tremendous role. This causes an exponential growth of data and traffic over the internet …