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Internet traffic classification is a critical and essential functionality for network management and security systems. Due to the limitations of traditional port-based and payload-based classification approaches, the past several years have seen extensive research on utilizing machine learning techniques to classify Internet traffic based on packet and flow level characteristics. For the purpose of...
Nowadays most network-based attacks are based on application-layer protocols and don't present significant difference in network traffic. Observed from the network-layer and transport-layer, these attacks may not contain significant malicious activities, and generate abnormal network traffic. So it is difficult for existing methods to effectively detect such application-layer attacks without special...
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