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The power of two choices in random walks
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Georgakopoulos, Agelos, Haslegrave, John, Sauerwald, Thomas and Sylvester, John (2022) The power of two choices in random walks. Combinatorics, Probability and Computing, 31 (1). pp. 73-100. doi:10.1017/S0963548321000183 ISSN 0963-5483.
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Official URL: https://doi.org/10.1017/S0963548321000183
Abstract
We apply the power-of-two-choices paradigm to a random walk on a graph: rather than moving to a uniform random neighbour at each step, a controller is allowed to choose from two independent uniform random neighbours. We prove that this allows the controller to significantly accelerate the hitting and cover times in several natural graph classes. In particular, we show that the cover time becomes linear in the number n of vertices on discrete tori and bounded degree trees, of order on bounded degree expanders, and of order on the Erdős–Rényi random graph in a certain sparsely connected regime. We also consider the algorithmic question of computing an optimal strategy and prove a dichotomy in efficiency between computing strategies for hitting and cover times.
Item Type: | Journal Article | ||||||||||||
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Subjects: | Q Science > QA Mathematics | ||||||||||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Mathematics | ||||||||||||
Library of Congress Subject Headings (LCSH): | Random walks (Mathematics) -- Data processing, Markov processes, Computer algorithms | ||||||||||||
Journal or Publication Title: | Combinatorics, Probability and Computing | ||||||||||||
Publisher: | Cambridge University Press | ||||||||||||
ISSN: | 0963-5483 | ||||||||||||
Official Date: | January 2022 | ||||||||||||
Dates: |
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Volume: | 31 | ||||||||||||
Number: | 1 | ||||||||||||
Page Range: | pp. 73-100 | ||||||||||||
DOI: | 10.1017/S0963548321000183 | ||||||||||||
Status: | Peer Reviewed | ||||||||||||
Publication Status: | Published | ||||||||||||
Reuse Statement (publisher, data, author rights): | This article has been published in a revised form in Combinatorics, Probability and Computing [http://doi.org/10.1017/S0963548321000183 This version is published under a Creative Commons CC-BY-NC-ND. No commercial re-distribution or re-use allowed. Derivative works cannot be distributed. © copyright holder. | ||||||||||||
Access rights to Published version: | Open Access (Creative Commons) | ||||||||||||
Copyright Holders: | © The Author(s), 2021. Published by Cambridge University Press | ||||||||||||
Date of first compliant deposit: | 5 May 2021 | ||||||||||||
Date of first compliant Open Access: | 28 November 2021 | ||||||||||||
RIOXX Funder/Project Grant: |
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