Abstract
In this paper we study properties of the Internet topology on the autonomous system (AS) level. We find that the normalized Laplacian spectrum (nls) of a graph provides a concise fingerprint of the corresponding network topology. The nls of AS graphs remains stable over time in spite of the explosive growth of the Internet, but the nls of synthetic graphs obtained using the state-of-the-art topology generator Inet-2.1 is significantly different, in particular concerning the multiplicity of eigenvalue 1. We relate this multiplicity to the sizes of certain subgraphs and thus obtain a new structural classification of the nodes in the AS graphs, which is also plausible in networking terms. These findings as well as new power-law relationships discovered in the interconnection structure of the subgraphs may lead to a new generator that creates more realistic topologies by combining structural and power-law properties.
Partially supported by European Commission - Fet Open project COSIN IST-2001-33555, with funding provided by BBW Switzerland.
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References
A. Barabási and R. Albert. Emergence of scaling in random networks. Science, 286:509–512, 1999.
T. Bu and D. Towsley. On distinguishing between Internet power law topology generators. In INFOCOM 2002, 2002. To appear.
K. Calvert, M. Doar, and E. W. Zegura. Modeling Internet topology. IEEE Communications Magazine, June 1997.
H. Chang, S. Jamin, and W. Willinger. Inferring AS-level Internet topology from router-level path traces. In SPIE ITCom 2001, Denver, CO, August 2001.
F.R.K. Chung. Spectral Graph Theory. Conference Board of the Mathematical Sciences, Providence, Rhode Island, 1997.
C. Diot. Sprint tier 1 IP backbone: Architecture, traffic characteristics, and some measurement results, 2001. http://talk.epfl.ch/talkdetail.php?talkId=42.
M. Faloutsos, P. Faloutsos, and C. Faloutsos. On power-law relationships of the Internet topology. In SIGCOMM’99, 1999.
I. Farkas, I. Dernyi, A. Barabási, and T. Vicsek. Spectra of ”real-world” graphs: Beyond the semicircle law. Physical Review E, 64, August 2001.
R. Grone, R. Merris, and V. Sunder. The Laplacian spectrum of a graph. SIAM Journal on Matrix Analysis and Applications, 11(2):218–238, April 1990.
J. Hawkinson and T. Bates. RFC 1930: Guidelines for creation, selection, and registration of an autonomous system (AS). IETF, March 1996.
C. Jin, Q. Chen, and S. Jamin. Inet topology generator. Technical Report CSE-TR-433-00, EECS Department, University of Michigan, 2000.
A. Medina, I. Matta, and J. Byers. On the origin of power laws in Internet topologies. ACM Computer Communication Review, 30(2):18–28, 2000. April 2000.
K. Park and H. Lee. On the effectiveness of route-based packet filtering for distributed DoS attack prevention in power-law internets. In SIGCOMM 2001, August 2001.
R. Pastor-Satorras, A. Vázquez, and A. Vespignani. Dynamical and correlation properties of the Internet. Physical Review Letters, 87(25):258701–1, 2001.
H. Tangmunarunkit, R. Govindan, S. Jamin, S. Shenker, and W. Willinger. Network topologies, power laws, and hierarchy. Technical Report 01-746, Computer Science Department, University of Southern California, 2001.
L. Tauro, C. Palmer, G. Siganos, and M. Faloutsos. A simple conceptual model for the Internet topology. In Global Internet, San Antonio, Texas, November 2001.
D. Vukadinović, P. Huang, and T. Erlebach. Spectral analysis of Internet graphs. Technical Report 118, TIK Institute, ETH Zürich, 2001.
B.M. Waxman. Routing of multipoint connections. IEEE Journal on Selected Areas in Communications, 6(9):1617–1622, 1988.
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Vukadinović, D., Huang, P., Erlebach, T. (2002). On the Spectrum and Structure of Internet Topology Graphs. In: Unger, H., Böhme, T., Mikler, A. (eds) Innovative Internet Computing Systems. IICS 2002. Lecture Notes in Computer Science, vol 2346. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48080-3_8
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DOI: https://doi.org/10.1007/3-540-48080-3_8
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