Three steps mixing for general random walks on the hypercube at criticality
Abstract
We introduce a general class of random walks on the -hypercube, study cut-off for the mixing time, and provide several types of representation for the transition probabilities. We observe that for a sub-class of these processes with long range (i.e. non-local) there exists a critical value of the range that allows an "almost-perfect" mixing in at most three steps. In other words, the total variation distance between the three steps transition and the stationary distribution decreases geometrically in , which is the dimension of the hypercube. In some cases, the walk mixes almost-perfectly in exactly two steps. Notice that a well-known result (Theorem 1 in Diaconis and Shahshahani (1986)) shows that there exist no random walk on Abelian groups (such as the hypercube) which mixes perfectly in exactly two steps.
Cite
@article{arxiv.2002.09059,
title = {Three steps mixing for general random walks on the hypercube at criticality},
author = {Andrea Collevecchio and Robert Griffiths},
journal= {arXiv preprint arXiv:2002.09059},
year = {2020}
}
Comments
27 pages, 1 figure