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
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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
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通讯作者:
Y. Peres
Y. Peres
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作者:
Jian Ding;E. Lubetzky;Y. Peres

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在晶格上Ising模型的热浴格劳伯动力学中,物理学家认为连续时间链的谱隙表现出以下行为。对于某些临界逆温度βc, β < βc的逆间隙为0 (1),β = βc的逆间隙为多项式,β > βc的逆间隙为指数。这已被证明$${\mathbb{Z}^2}$$除了在临界。到目前为止,唯一确定临界行为的底层几何是完全图。最近,在规则树(也称为Bethe晶格)上的Ising模型的动力学得到了深入的研究。建立了β < βc的逆隙是有界的,β > βc的逆隙是指数的,其中βc是临界自旋玻璃参数,树高h是表面积的作用。在这项工作中,我们通过证明它确实是h临界多项式,完成了b-任树上的Ising模型的逆间隙图。多项式界的阶与b无关,并且在任何边界条件下都成立。我们也得到了链的混合时间的类似界。此外,我们还研究了β > βc的近临界行为,并证明了β > βc的反间隙和混合时间都是exp[Θ((β−βc)h)]。
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)].