标题： 通过使用对角一致性进行易感性传播 显示英文标题

标题： Susceptibility Propagation by Using Diagonal Consistency

摘要： 一种通过结合信念传播和线性响应方法构建的易感性传播方法用于马尔可夫随机场的近似计算。 在此，我们通过使用基于平均场方法的对角匹配方法的概念，制定了一个新的改进的易感性传播。 所提出的易感性传播对于各种网络结构具有鲁棒性，并在特殊情况下可简化为普通的易感性传播和自适应 Thouless-Anderson-Palmer方程。 显示英文摘要

摘要： A susceptibility propagation that is constructed by combining a belief propagation and a linear response method is used for approximate computation for Markov random fields. Herein, we formulate a new, improved susceptibility propagation by using the concept of a diagonal matching method that is based on mean-field approaches to inverse Ising problems. The proposed susceptibility propagation is robust for various network structures, and it is reduced to the ordinary susceptibility propagation and to the adaptive Thouless-Anderson-Palmer equation in special cases.