International Journal of Foundations of Computer Science · 2017 · 13 citations · 11 references
Natural SciencesComputer ScienceMathematicsAlgorithmsDiscrete MathematicsProbability TheoryCellular AutomataProbabilistic CombinatoricsProbabilistic AutomataProbabilistic Cellular AutomataProbabilistic Finite AutomataRandom SamplingShifts Of Finite TypeSubshifts Of Finite TypeUniform Probability MeasuresUniform Random Sampling
Let us color the vertices of the grid ℤ d or the infinite regular tree 𝕋 d , using a finite number of colors, with the constraint that some predefined pairs of colors are not allowed for adjacent vertices. The set of admissible colorings is called a nearest-neighbor subshift of finite type (SFT). We study “uniform” probability measures on SFT, with the motivation of having an insight into “typical” admissible configurations. We recall the known results on uniform measures on SFT on grids and we complete the picture by presenting some contributions to the description of uniform measures on SFT on 𝕋 d . Then we focus on the problem of uniform random sampling of configurations of SFT. We propose a first method based on probabilistic cellular automata, which is valid under some restrictive conditions. Then we concentrate on the case of SFT on ℤ for which we propose several alternative sampling methods.
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A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
William Parry · Transactions of the American Mathematical Society · 1964 · 405 citations
Reconstruction on Trees and Spin Glass Transition
Journal of Statistical Physics · 2006 · 160 citations · Full text