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Superspreader detection system on NetFPGA platform

Published: 20 October 2014 Publication History

Abstract

We propose a system to detect superspreaders based on combinations of FM sketch, Bloom filter and hash table. It first eliminates sources which are not potential superspreaders, then counts the number of connections to distinct destinations (fan-out) for remaining sources. The proposed system is implemented on NetFPGA platform. Our experiment results show that the system can detect superspreaders with higher fan-out and estimate their fan-outs accurately using small amount of memory.

References

[1]
S. Venkataraman, D. Song, P. B. Gibbons, and A. Blum. New streaming algorithms for fast detection of superspreaders. In Proceedings of Network and Distributed System Security Symposium (NDSS'05), p. 149--166, 2005.
[2]
Q. Zhao, A. Kumar, and J. Xu. Joint data streaming and sampling techniques for detection of super sources and destinations. In 5th ACM SIGCOMM IMC 2005, p. 77--90, 2005.
[3]
N. Kamiyama, T. Mori, and R. Kawahara. Simple and adaptive identification of superspreaders by flow sampling. In IEEE INFOCOM 2007, p. 2481--2485, 2007.
[4]
X. Guan, P. Wang, and T. Qin. A new data streaming method for locating hosts with large connection degree. In IEEE GLOBECOM 2009, p. 1--6, Nov. 2009.
[5]
P. Flajolet and G. Martin. Probabilistic counting algorithms for database applications. Journal of Computer and System Sciences, 31(2):182--209, Sep. 1985.

Cited By

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  • (2020)A Feasibility Study on Time-aware Monitoring with Commodity SwitchesProceedings of the Workshop on Secure Programmable Network Infrastructure10.1145/3405669.3405821(22-27)Online publication date: 10-Aug-2020
  • (2019)A Flexible Sketch-Based Network Traffic Monitoring InfrastructureIEEE Access10.1109/ACCESS.2019.29278637(92476-92498)Online publication date: 2019
  • (2019)A novel algorithm for detecting superpoints based on reversible virtual bitmapsJournal of Information Security and Applications10.1016/j.jisa.2019.10240349:COnline publication date: 1-Dec-2019
  • Show More Cited By

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    cover image ACM Conferences
    ANCS '14: Proceedings of the tenth ACM/IEEE symposium on Architectures for networking and communications systems
    October 2014
    274 pages
    ISBN:9781450328395
    DOI:10.1145/2658260
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 20 October 2014

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    Author Tags

    1. bloom filter
    2. fm sketch
    3. netfpga
    4. superspreader

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    ANCS '14

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    ANCS '14 Paper Acceptance Rate 19 of 57 submissions, 33%;
    Overall Acceptance Rate 88 of 314 submissions, 28%

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    Cited By

    View all
    • (2020)A Feasibility Study on Time-aware Monitoring with Commodity SwitchesProceedings of the Workshop on Secure Programmable Network Infrastructure10.1145/3405669.3405821(22-27)Online publication date: 10-Aug-2020
    • (2019)A Flexible Sketch-Based Network Traffic Monitoring InfrastructureIEEE Access10.1109/ACCESS.2019.29278637(92476-92498)Online publication date: 2019
    • (2019)A novel algorithm for detecting superpoints based on reversible virtual bitmapsJournal of Information Security and Applications10.1016/j.jisa.2019.10240349:COnline publication date: 1-Dec-2019
    • (2016)Detection of Superpoints Using a Vector Bloom FilterIEEE Transactions on Information Forensics and Security10.1109/TIFS.2015.250326911:3(514-527)Online publication date: Mar-2016
    • (2016)Toward hardware support for a flexible sketch-based network traffic monitoring system2016 IEEE Region 10 Symposium (TENSYMP)10.1109/TENCONSpring.2016.7519369(7-12)Online publication date: May-2016
    • (2016)A hardware-accelerated infrastructure for flexible sketch-based network traffic monitoring2016 IEEE 17th International Conference on High Performance Switching and Routing (HPSR)10.1109/HPSR.2016.7525661(162-167)Online publication date: Jun-2016
    • (2015)A Software Defined Sketch System for Traffic MonitoringProceedings of the Eleventh ACM/IEEE Symposium on Architectures for networking and communications systems10.5555/2772722.2772755(197-198)Online publication date: 7-May-2015
    • (2015)A software defined sketch system for traffic monitoring2015 ACM/IEEE Symposium on Architectures for Networking and Communications Systems (ANCS)10.1109/ANCS.2015.7110138(197-198)Online publication date: May-2015

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