English

Three steps mixing for general random walks on the hypercube at criticality

Probability 2020-02-24 v1

Abstract

We introduce a general class of random walks on the NN-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 NN, 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.

Keywords

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