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Sketch-guided filtering support for detecting superspreaders in high-speed networks

Sketch-guided filtering support for detecting superspreaders in high-speed networks

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A sketch-guided filtering scheme for assisting superspreader detection in the measurement of high-speed network traffic is proposed. The scheme comprises of an array of linear-counting sketches that rapidly eliminates flows with potentially low fan-out during a measurement interval. Based on the results of simulations obtained using real-world network traces, the filter can eliminate up to 90% of the flows of non-superspreader sources and improve the accuracy of superspreader identification. Furthermore, the proposed scheme has a smaller fan-out estimation error and consumes less memory than previously developed approaches. The hardware implementation can process network traffic at a throughput of 27 Gbit/s.

References

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        2. Venkataraman, S., Song, D., Gibbons, P.B., et al: ‘New streaming algorithms for fast detection of superspreaders’. Proc. of Network and Distributed System Security Symp., San Diego, CA, USA, February 3–4, 2005, pp. 149166.
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