Can someone please provide a reference (starting point) for analysing recurrence/transience of random walks on graphs with general edge weights? Looking into random walks that are known to be NOT reversible.
1 Answer
The most powerful and flexible method to prove recurrence or transience for nonreversible walks is the method of Lyapunov functions. One of the origins of the method is Foster's criteria for recurrence and positive recurrence. [1], [2]. See Theorem 1 page 2 in [3] (or page 40 of [9]) for a concise statement of the recurrence criterion. The method is expounded with many examples and references in the books [4], [5], [6]. Some specific applications to delicate problems are in [3], [4].
[1] F. G. Foster: On the stochastic matrices associated with certain queuing processes. Ann. Math. Statistics 24 (1953) 355–360.
[2] https://en.wikipedia.org/wiki/Foster%27s_theorem
[3] https://mathweb.ucsd.edu/~pfitz/downloads/courses/spring05/math280c/foster.pdf
[4] Fayolle, Guy, Vadim Aleksandrovich Malyshev, and Mikhail Vasilʹevich Menʹshikov. Topics in the constructive theory of countable Markov chains. Cambridge university press, 1995.
[5] Menshikov, Mikhail, Serguei Popov, and Andrew Wade. Non-homogeneous random walks: Lyapunov function methods for near-critical stochastic systems. Vol. 209. Cambridge University Press, 2016.
[6] S.P. Meyn and R.L. Tweedie: Markov Chains and Stochastic Stability. SpringerVerlag, London, 1993.
[7] Asymont, Inna M., Guy Fayolle, and Μ. V. Menshikov. "Random walks in a quarter plane with zero drifts: transience and recurrence." Journal of applied probability 32, no. 4 (1995): 941-955.
[8] Peres, Yuval, Serguei Popov, and Perla Sousi. "On recurrence and transience of self-interacting random walks." Bulletin of the Brazilian Mathematical Society, New Series 44, no. 4 (2013): 841-867.
[9] https://www.math.stonybrook.edu/~rdhough/mat639-spring17/lectures/lecture12.pdf