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Published Articles >> Table of Contents >> Abstract
August 2006 (Vol. 39, No. 8)
pp. 67-73
Collaborative Spam Filtering Using E-Mail Networks
Joseph S. Kong, University of California, Los Angeles
Behnam A. Rezaei, University of California, Los Angeles
Nima Sarshar, University of California, Los Angeles
Vwani P. Roychowdhury, University of California, Los Angeles
P. Oscar Boykin, University of Florida
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DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/MC.2006.257
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| Abstract |
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A distributed spam-filtering system that leverages e-mail networks' topological properties is more efficient and scalable than client-server-based solutions. Large-scale simulations of a prototype system reveal that this approach achieves a near-perfect spam detection rate while minimizing bandwidth cost.
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References
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[1] F. Zhou et al., "Approximate Object Location and Spam Filtering on Peer-to-Peer Systems," Proc. ACM/IFIP/Usenix Int'l Middleware Conf., LNCS 2672, Springer, 2003, pp. 1–20.
[2] A. Gray and M. Haahr, "Personalised, Collaborative Spam Filtering," Proc. 1st Conf. E-Mail and Anti-Spam, 2004; www.ceas.cc/papers-2004132.pdf.
[3] J. Metzger, M. Schillo, and K. Fischer, "A Multiagent-Based Peer-to-Peer Network in Java for Distributed Spam Filtering," Proc. 3rd Int'l Central and Eastern European Conf. Multi-Agent Systems, LNCS 2691, Springer, 2003, pp. 616–625.
[4] P.O. Boykin and V.P. Roychowdhury, "Leveraging Social Networks to Fight Spam," Computer, Apr. 2005, pp. 61–68.
[5] H. Ebel, L-I. Mielsch, and S. Bornholdt, "Scale-Free Topology of E-Mail Networks," Phys. Rev. E, vol. 66, no. 035103(R), 2002; www.theo-physik.uni-kiel.de/~bornholpre035103.pdf .
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[7] E. Damiani et al., "P2P-Based Collaborative Spam Detection and Filtering," Proc. 4th IEEE Int'l Conf. Peer-to-Peer Computing, IEEE CS Press, 2004, pp. 176–183.
[8] J.S. Kong et al., "Let Your CyberAlter Ego Share Information and Manage Spam," 2005; http://xxx.lanl.gov/abs/physics0504026.
[9] S.D. Kamvar, M.T. Schlosser, and H. Garcia-Molina, "The EigenTrust Algorithm for Reputation Management in P2P Networks," Proc. 12th Int'l Conf. World Wide Web, ACM Press, 2003, pp. 640–651.
[10] S. Brin and L. Page, "The Anatomy of a Large-Scale Hypertextual Web Search Engine," Computer Networks and ISDN Systems, vol. 30, nos. 1–7, 1998, pp. 107–117.
[11] P-A. Chirita, J. Diederich, and W. Nejdl, "MailRank: Using Ranking for Spam Detection," Proc. 14th ACM Int'l Conf. Information and Knowledge Management, ACM Press, 2005, pp. 373–380.
[12] G. Siganos et al., "Power Laws and the As-Level Internet Topology," IEEE/ACM Trans. Networking, vol. 11, no. 4, 2003, pp. 514–524.
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Additional Information
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Index Terms- spam, e-mail networks
Citation:
Joseph S. Kong, Behnam A. Rezaei, Nima Sarshar, Vwani P. Roychowdhury, P. Oscar Boykin,
"Collaborative Spam Filtering Using E-Mail Networks,"
Computer,
vol. 39,
no. 8,
pp. 67-73,
Aug.,
2006
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