Compact routing in power-law graphs

  • Authors:
  • Wei Chen;Christian Sommer;Shang-Hua Teng;Yajun Wang

  • Affiliations:
  • Microsoft Research Asia, Beijing, China;The University of Tokyo and National Institute of Informatics, Tokyo, Japan;Department of Computer Science, University of Southern California, CA;Microsoft Research Asia, Beijing, China

  • Venue:
  • DISC'09 Proceedings of the 23rd international conference on Distributed computing
  • Year:
  • 2009

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Abstract

We adapt the compact routing scheme by Thorup and Zwick to optimize it for power-law graphs. We analyze our adapted routing scheme based on the theory of unweighted random power-law graphs with fixed expected degree sequence by Aiello, Chung, and Lu. Our result is the first theoretical bound coupled to the parameter of the power-law graph model for a compact routing scheme. In particular, we prove that, for stretch 3, instead of routing tables with Õ(n1/2) bits as in the general scheme by Thorup and Zwick, expected sizes of O(nγ log n) bits are sufficient, and that all the routing tables can be constructed at once in expected time O(n1 + γ log n), with γ = τ - 2/2τ - 3 + Ɛ, where τ ∈ (2, 3) is the power-law exponent and Ɛ 0. Both bounds also hold with probability at least 1 - 1/n (independent of Ɛ). The routing scheme is a labeled scheme, requiring a stretch-5 handshaking step and using addresses and message headers with O(log n log log n) bits, with probability at least 1 - o(1). We further demonstrate the effectiveness of our scheme by simulations on real-world graphs as well as synthetic power-law graphs. With the same techniques as for the compact routing scheme, we also adapt the approximate distance oracle by Thorup and Zwick for stretch 3 and obtain a new upper bound of expected Õ(n1+γ) for space and preprocessing.