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A symmetric entropy bound on the non-reconstruction regime of Markov chains on Galton-Watson trees

  
@article{ECP1516,
	author = {Christof Külske and Marco Formentin},
	title = {A symmetric entropy bound on the non-reconstruction regime of Markov chains on Galton-Watson trees},
	journal = {Electron. Commun. Probab.},
	fjournal = {Electronic Communications in Probability},
	volume = {14},
	year = {2009},
	keywords = {Broadcasting on trees, Gibbs measures, random tree, Galton-Watson tree, recon- struction problem, free boundary condition},
	abstract = {We give a criterion for the non-reconstructability of tree-indexed $q$-state Markov chains  obtained by broadcasting a signal from the root with a given transition matrix $M$.  Non-reconstruction holds if $c(M)$ times the expected number of offspring on the Galton-Watson tree is smaller than 1.  Here $c(M)$ is an explicit function, which is convex over the set of $M$'s with a given invariant distribution,  that is defined in terms of  a $(q-1)$-dimensional  variational problem over symmetric entropies. This result is equivalent to proving the extremality of the free boundary  condition Gibbs measure within the corresponding Gibbs-simplex.    Our theorem holds for possibly non-reversible $M$ and its proof  is based on a general  recursion formula  for expectations of a symmetrized relative entropy function,  which invites their use as a Lyapunov function.  In the case of the Potts model, the present theorem reproduces  earlier results of the authors, with a simplified proof,  in the case of the symmetric Ising model (where the argument becomes similar  to the approach of Pemantle and Peres) the method produces  the correct reconstruction threshold),  in the case of the (strongly) asymmetric Ising model where the Kesten-Stigum bound  is known to be not sharp the method provides  improved numerical bounds.},
	pages = {no. 57, 587-596},
	issn = {1083-589X},
	doi = {10.1214/ECP.v14-1516},    
        url = {http://ecp.ejpecp.org/article/view/1516}}