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Approximating the Partition Function of the Ferromagnetic Potts Model

机译:逼近铁磁Potts模型的分配函数

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We provide evidence that it is computationally difficult to approximate the partition function of the ferromagnetic q-state Potts model when q > 2. Specifically, we show that the partition function is hard for the complexity class #RHΠ_1 under approximation-preserving reducibility. Thus, it is as hard to approximate the partition function as it is to find approximate solutions to a wide range of counting problems, including that of determining the number of independent sets in a bipartite graph. Our proof exploits the first-order phase transition of the "random cluster" model, which is a probability distribution on graphs that is closely related to the q-state Potts model.
机译:我们提供的证据表明,当q> 2时,很难计算出铁磁q态Potts模型的分区函数。具体而言,我们证明了在保持近似可约性的情况下,对于复杂度等级#RHΠ_1,分区函数很难实现。因此,很难对分区函数进行逼近,而要为各种计数问题(包括确定二部图中的独立集的数量)找到近似解就很难了。我们的证明利用了“随机簇”模型的一阶相变,这是图上与q状态Potts模型密切相关的概率分布。

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