Traffic Analysis for Network Security using Learning Theory and Streaming Algorithms

A recurring problem in network traffic analysis is to automat ic lly distinguish legitimate traffic from malicious or spurious traffic. This proble m arises in several guises in network security (e.g., spam mitigation, worm detection ), and is, at core, a machine learning or data mining problem. However, traffic analysis f or network security has many… (More)