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The weak limit of Ising models on locally tree-like graphs
Authors:Andrea Montanari  Elchanan Mossel  Allan Sly
Institution:1. Department of Electrical Engineering, Stanford University, Stanford, CA, 94305-9510, USA
2. Department of Statistics, Stanford University, Stanford, CA, 94305-9510, USA
3. Faculty of Mathematics and Computer Science, Weizmann Institute, Rehovot, Israel
4. Departments of Statistics and Computer Science, UC Berkeley, Berkeley, CA, 94720-3860, USA
5. Microsoft Research, Redmond, WA, 98052, USA
Abstract:We consider the Ising model with inverse temperature β and without external field on sequences of graphs G n which converge locally to the k-regular tree. We show that for such graphs the Ising measure locally weakly converges to the symmetric mixture of the Ising model with + boundary conditions and the ? boundary conditions on the k-regular tree with inverse temperature β. In the case where the graphs G n are expanders we derive a more detailed understanding by showing convergence of the Ising measure conditional on positive magnetization (sum of spins) to the + measure on the tree.
Keywords:
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