Time Dependent Biased Random Walks

Author:

Haslegrave John1ORCID,Sauerwald Thomas2ORCID,Sylvester John3ORCID

Affiliation:

1. Mathematics Institute, University of Warwick, Coventry, UK

2. Department of Computer Science & Technology, University of Cambridge, Cambridge, UK

3. School of Computing Science, University of Glasgow, Glasgow, UK

Abstract

We study the biased random walk where at each step of a random walk a “controller” can, with a certain small probability, move the walk to an arbitrary neighbour. This model was introduced by Azar et al. [STOC’1992]; we extend their work to the time dependent setting and consider cover times of this walk. We obtain new bounds on the cover and hitting times. Azar et al. conjectured that the controller can increase the stationary probability of a vertex from p to p 1-ε ; while this conjecture is not true in full generality, we propose a best-possible amended version of this conjecture and confirm it for a broad class of graphs. We also consider the problem of computing an optimal strategy for the controller to minimise the cover time and show that for directed graphs determining the cover time is PSPACE -complete.

Funder

ERC

UK Research and Innovation Future Leaders Fellowship

EPSRC

Publisher

Association for Computing Machinery (ACM)

Subject

Mathematics (miscellaneous)

Reference32 articles.

1. David Aldous and James Allen Fill. 2002. Reversible Markov Chains and Random Walks on Graphs. (2002). http://www.stat.berkeley.edu/~aldous/RWG/book.html.Unfinished monograph recompiled 2014.

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4. Computational Complexity

5. Biased random walks

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