Cover and Hitting Times of Hyperbolic Random Graphs

Kiwi, M., Schepers, M. and Sylvester, J. (2022) Cover and Hitting Times of Hyperbolic Random Graphs. In: Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2022), 19-21 September 2022, 30:1-30:19. (doi: 10.4230/LIPIcs.APPROX/RANDOM.2022.30)

Abstract

We study random walks on the giant component of Hyperbolic Random Graphs (HRGs), in the regime when the degree distribution obeys a power law with exponent in the range (2, 3). In particular, we focus on the expected times for a random walk to hit a given vertex or visit, i.e. cover, all vertices. We show that up to multiplicative constants: the cover time is n(log n) 2 , the maximum hitting time is n log n, and the average hitting time is n. The first two results hold in expectation and a.a.s. and the last in expectation (with respect to the HRG). We prove these results by determining the effective resistance either between an average vertex and the well-connected “center” of HRGs or between an appropriately chosen collection of extremal vertices. We bound the effective resistance by the energy dissipated by carefully designed network flows associated to a tiling of the hyperbolic plane on which we overlay a forest-like structure.

• Item Type: Conference Proceedings
• Status: Published
• Refereed: Yes
• Glasgow Author(s) Enlighten ID: Sylvester, Dr John
• Authors: Kiwi, M., Schepers, M., and Sylvester, J.
• College/School: College of Science and Engineering > School of Computing Science
• Published Online: 15 September 2022
• Copyright Holders: Copyright © Marcos Kiwi, Markus Schepers, and John Sylvester
• Publisher Policy: Reproduced under a Creative Commons license

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• Organisation

Project Code	Award No	Project Name	Principal Investigator	Funder's Name	Funder Ref	Lead Dept
305944		Multilayer Algorithmics to Leverage Graph Structure	Kitty Meeks	Engineering and Physical Sciences Research Council (EPSRC)	EP/T004878/1	M&S - Statistics