English

Mutual information decay for factors of IID

Probability 2017-07-25 v3 Dynamical Systems

Abstract

This paper is concerned with factor of i.i.d. processes on the dd-regular tree for d3d \geq 3. We study the mutual information of the values on two given vertices. If the vertices are neighbors (i.e., their distance is 11), then a known inequality between the entropy of a vertex and the entropy of an edge provides an upper bound for the (normalized) mutual information. In this paper we obtain upper bounds for vertices at an arbitrary distance kk, of order (d1)k/2(d-1)^{-k/2}. Although these bounds are sharp, we also show that an interesting phenomenon occurs here: for any fixed process the rate of decay of the mutual information is much faster, essentially of order (d1)k(d-1)^{-k}.

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Cite

@article{arxiv.1703.04387,
  title  = {Mutual information decay for factors of IID},
  author = {Balázs Gerencsér and Viktor Harangi},
  journal= {arXiv preprint arXiv:1703.04387},
  year   = {2017}
}

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15 pages