The power of two choices for random walks

Georgakopoulos, Agelos and Haslegrave, John and Sauerwald, Thomas and Sylvester, John (2022) The power of two choices for random walks. Combinatorics, Probability and Computing, 31 (1). pp. 73-100. ISSN 0963-5483

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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 O(n log log n) on bounded degree expanders, and of order O(n(log log n) 2) 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
Journal or Publication Title:
Combinatorics, Probability and Computing
Uncontrolled Keywords:
Research Output Funding/yes_externally_funded
Subjects:
?? yes - externally fundedcomputational theory and mathematicstheoretical computer scienceapplied mathematicsstatistics and probability ??
ID Code:
211936
Deposited By:
Deposited On:
21 Dec 2023 11:10
Refereed?:
Yes
Published?:
Published
Last Modified:
25 Jan 2024 09:50