Modeling on quicksand: dealing with the scarcity of ground truth in interdomain routing data

  • Authors:
  • Phillipa Gill;Michael Schapira;Sharon Goldberg

  • Affiliations:
  • University of Toronto, Toronto, ON, Canada;Hebrew University at Jerusalem, Jerusalem, Israel;Boston University, Boston, MA, USA

  • Venue:
  • ACM SIGCOMM Computer Communication Review
  • Year:
  • 2012

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Abstract

Researchers studying the interdomain routing system, its properties and new protocols, face many challenges in performing realistic evaluations and simulations. Modeling decisions with respect to AS-level topology, routing policies and traffic matrices are complicated by a scarcity of ground truth for each of these components. Moreover, scalability issues arise when attempting to simulate over large (although still incomplete) empirically-derived AS-level topologies. In this paper, we discuss our approach for analyzing the robustness of our results to incomplete empirical data. We do this by (1) developing fast simulation algorithms that enable us to (2) running multiple simulations with varied parameters that test the sensitivity of our research results.