Nonreversible vs. reversible chains
Markov chain mixing times · Historical workshop question
Editorial mapping of AIMPL source category: Probability. http://aimpl.org/markovmixing/ Not an author-supplied MSC code.
Problem statement
Is it always true that ? Is the same also true of the cover time?
Lean 4
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Background
Workshop introduction
In general, we will use the following notation in the problem list. We consider aperiodic irreducible Markov chains on a state space, with unique invariant (stationary) distribution . In the discrete time setting we allow the matrix with to denote the transition matrix of the Markov chain.
A chain is reversible if for all . is the edge measure on . We denote by the total variation mixing time defined as
and set , where the total variation distance
Section context
For a nonreversible chain with transition matrix , define its time-reversal by . Then the symmetrization of the chain is given by the Markov chain with transition matrix .
Question context
Let be the transition matrix of a general nonreversible chain with, say, bounded degree vertices and transition probabilities uniformly bounded from below. Denote its mixing time by and let be the mixing time of its symmetrization.
Progress & source assessment
Historical workshop record. Current open/solved status has not been independently reassessed.
Status note in the source
Counterexample by Jonathan Hermon and Hubert Lacoin : consider a -regular tree of depth . For each non-leaf vertex , if denotes the right-most child of , then the edge is replaced by a "diamond", i.e. a lozenge formed by two consecutive up-going edges from to and two consecutive down-going edges from to . Each directed edge has weight , so that the symmetrization is simply obtained by replacing directed edges by non-directed edges. This device allows to separate the harmonic measures of the two walks at the boundary of : for large enough, the directed walk has about twice more chance to escape through right-most edges. Now, on each leaf of corresponding to a right-most child, add a path of length . To ensure that the worst starting point of the non-directed walk is still at the root, repeat this graph on levels. At the leaves of the resulting graph, attach an expander graph, so that the mixing time is given by the hitting time of the expander, which is larger for the directed walk.
- [1]Markov chain mixing times link
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