Mixing Time of Critical Ising Model on Trees is Polynomial in the Height
Mixing Time of Critical Ising Model on Trees is Polynomial in the Height
复制标题
树木临界隔离模型的混合时间在高度上是多项式
DOI:
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发表时间:
2009
期刊:
影响因子:
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通讯作者:
Y. Peres
中科院分区:
文献类型:
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作者:
Jian Ding;E. Lubetzky;Y. Peres
In the heat-bath Glauber dynamics for the Ising model on the lattice, physicists believe that the spectral gap of the continuous-time chain exhibits the following behavior. For some critical inverse-temperature βc, the inverse-gap is O(1) for β < βc, polynomial in the surface area for β = βc and exponential in it for β > βc. This has been proved for $${\mathbb{Z}^2}$$ except at criticality. So far, the only underlying geometry where the critical behavior has been confirmed is the complete graph. Recently, the dynamics for the Ising model on a regular tree, also known as the Bethe lattice, has been intensively studied. The facts that the inverse-gap is bounded for β < βc and exponential for β > βc were established, where βc is the critical spin-glass parameter, and the tree-height h plays the role of the surface area.In this work, we complete the picture for the inverse-gap of the Ising model on the b-ary tree, by showing that it is indeed polynomial in h at criticality. The degree of our polynomial bound does not depend on b, and furthermore, this result holds under any boundary condition. We also obtain analogous bounds for the mixing-time of the chain. In addition, we study the near critical behavior, and show that for β > βc, the inverse-gap and mixing-time are both exp[Θ((β − βc)h)].