Electronic Notes in Theoretical Computer Science · 2006 · 32 citations · 14 references
ComputingComputer ScienceCybersecurityComputer NetworksComputer SecurityNetwork SecurityDenial-of-service AttacksIntrusion DetectionNetwork Traffic AnalysisMalicious Traffic DetectionNetwork Intrusion DetectionNetwork Traffic Anomaly DetectionNetwork Traffic EngineeringTime Series Traffic AnalysisWorm Traffic Analysis
A network telescope is a portion of IP address space dedicated to observing inbound internet traffic. The purpose of a network telescope is to detect and log malicious traffic which originates from internet worms and viruses. In this paper, we investigate the statistical properties of observed traffic from a passive Class C telescope over a total of three months. We observe that only a few IP sources and destination ports are responsible for the majority of the traffic. We also demonstrate various ways to visualise the traffic profile from a telescope. We show that specific profiles can identify and distinguish portscans, hostscans and distributed denial-of-service (DDOS) attacks. Looking at the inter-arrival time of packets, the power spectrum and the detrended fluctuation analysis of the observed traffic, we show that there is very little sign of long-range dependence. This is in stark contrast to other network traffic and presents exciting possibilities for identifying malicious traffic purely from its traffic profile.
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William H. Press, Saul A. Teukolsky, William T. Vetterling et al. · 1994 · 15.4K citations
PhysioBank, PhysioToolkit, and PhysioNet
Ary L. Goldberger, Luı́s A. Nunes Amaral, Leon Glass et al. · Circulation · 2000 · 14.5K citations · Full text