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Profiling Internet Backbone Traffic: Behavior Models and Applications

PublisherSprint
Format1.1MB PDFDate added16 Mar 2009
Topics Cyber Security, Monitoring Systems
Downloads62

Recent spates of cyber-attacks and frequent emergence of applications affecting Internet traffic dynamics have made it imperative to develop effective techniques that can extract, and make sense of, significant communication patterns from Internet traffic data for use in network operations and security management. This paper presents a general methodology for building comprehensive behavior profiles of Internet backbone traffic in terms of communication patterns of end-hosts and services. Relying on data mining and information-theoretic techniques, the methodology consists of significant cluster extraction, automatic behavior classification and structural modelling for in-depth interpretive analyses.

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