Böttcher L, Nagler J, Herrmann H J
ETH Zurich, Wolfgang-Pauli-Strasse 27, CH-8093 Zurich, Switzerland.
Phys Rev Lett. 2017 Feb 24;118(8):088301. doi: 10.1103/PhysRevLett.118.088301. Epub 2017 Feb 23.
We study the critical behavior of a general contagion model where nodes are either active (e.g., with opinion A, or functioning) or inactive (e.g., with opinion B, or damaged). The transitions between these two states are determined by (i) spontaneous transitions independent of the neighborhood, (ii) transitions induced by neighboring nodes, and (iii) spontaneous reverse transitions. The resulting dynamics is extremely rich including limit cycles and random phase switching. We derive a unifying mean-field theory. Specifically, we analytically show that the critical behavior of systems whose dynamics is governed by processes (i)-(iii) can only exhibit three distinct regimes: (a) uncorrelated spontaneous transition dynamics, (b) contact process dynamics, and (c) cusp catastrophes. This ends a long-standing debate on the universality classes of complex contagion dynamics in mean field and substantially deepens its mathematical understanding.
我们研究了一种一般传染模型的临界行为,其中节点要么处于活跃状态(例如,持有观点A,或正常运行),要么处于不活跃状态(例如,持有观点B,或受损)。这两种状态之间的转变由以下因素决定:(i)与邻域无关的自发转变;(ii)由相邻节点引发的转变;(iii)自发的反向转变。由此产生的动力学极其丰富,包括极限环和随机相位切换。我们推导了一种统一的平均场理论。具体而言,我们通过分析表明,其动力学由过程(i)-(iii)支配的系统的临界行为只能表现出三种不同的状态:(a)不相关的自发转变动力学;(b)接触过程动力学;(c)尖点突变。这结束了关于平均场中复杂传染动力学普适类的长期争论,并大大加深了对其的数学理解。