论文标题
简单驱动的简单传播
Simplicially driven simple contagion
论文作者
论文摘要
已知单个传染过程表现出从低传染率以低传染率的无流行相的连续过渡,以高于临界阈值的速率。当两个简单的传染过程以双向对称方式耦合时,这种过渡可能会不连续。但是,在许多情况下,耦合不是对称的,过程可能具有不同的性质。例如,有风险的社交行为(例如不戴口罩或参加大型聚会)会影响疾病的传播,并且通过复杂的传染模型而不是简单的传染范式来更好地描述他们通过社会增强机制的采用动态,而不是简单的传染范式,这更适合于疾病传播现象。在这个示例中,我们考虑了单向驱动简单传染(描述疾病传播)的简单传染(描述了行为的采用)。我们表明,在关键的驾驶强度之上,这种驱动的简单传染可以表现出不连续的过渡和双稳定性,而是在标准的简单传染中不存在。我们提供了系统相位图的平均场分析描述,并将结果与马尔可夫链模拟补充。我们的结果为简单的传染过程提供了新的途径,通过在许多实际情况下可能隐藏或无法观察到的驾驶机制,以显示高阶传染的现象学。
Single contagion processes are known to display a continuous transition from an epidemic-free phase at low contagion rates to the epidemic state for rates above a critical threshold. This transition can become discontinuous when two simple contagion processes are coupled in a bi-directional symmetric way. However, in many cases, the coupling is not symmetric and the processes can be of a different nature. For example, risky social behaviors -- such as not wearing masks or engaging in large gatherings -- can affect the spread of a disease, and their adoption dynamics via social reinforcement mechanisms are better described by complex contagion models, rather than by the simple contagion paradigm, which is more appropriate for disease spreading phenomena. Motivated by this example, we consider a simplicial contagion (describing the adoption of a behavior) that uni-directionally drives a simple contagion (describing a disease propagation). We show that, above a critical driving strength, such driven simple contagion can exhibit both discontinuous transitions and bi-stability, which are instead absent in standard simple contagions. We provide a mean-field analytical description of the phase diagram of the system, and complement the results with Markov-chain simulations. Our results provide a novel route for a simple contagion process to display the phenomenology of a higher-order contagion, through a driving mechanism that may be hidden or unobservable in many practical instances.