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竞争传染过程:简单传染引发的复杂传染。

Competing contagion processes: Complex contagion triggered by simple contagion.

机构信息

IFISC, Instituto de Física Interdisciplinar y Sistemas Complejos (CSIC-UIB), Campus Universitat Illes Balears, E-07122, Palma de Mallorca, Spain.

Department of Physics, Chungbuk National University, Cheongju, Chungbuk, 28644, Korea.

出版信息

Sci Rep. 2018 Jul 10;8(1):10422. doi: 10.1038/s41598-018-28615-3.

Abstract

Empirical evidence reveals that contagion processes often occur with competition of simple and complex contagion, meaning that while some agents follow simple contagion, others follow complex contagion. Simple contagion refers to spreading processes induced by a single exposure to a contagious entity while complex contagion demands multiple exposures for transmission. Inspired by this observation, we propose a model of contagion dynamics with a transmission probability that initiates a process of complex contagion. With this probability nodes subject to simple contagion get adopted and trigger a process of complex contagion. We obtain a phase diagram in the parameter space of the transmission probability and the fraction of nodes subject to complex contagion. Our contagion model exhibits a rich variety of phase transitions such as continuous, discontinuous, and hybrid phase transitions, criticality, tricriticality, and double transitions. In particular, we find a double phase transition showing a continuous transition and a following discontinuous transition in the density of adopted nodes with respect to the transmission probability. We show that the double transition occurs with an intermediate phase in which nodes following simple contagion become adopted but nodes with complex contagion remain susceptible.

摘要

实证证据表明,传染过程经常伴随着简单传染和复杂传染的竞争,这意味着一些代理人遵循简单传染,而另一些代理人则遵循复杂传染。简单传染是指单一接触传染性实体引起的传播过程,而复杂传染则需要多次接触才能传播。受此观察的启发,我们提出了一个具有传染概率的传染动力学模型,该概率会引发复杂传染过程。通过这个概率,受到简单传染的节点会被采纳并引发复杂传染过程。我们在传染概率和受到复杂传染的节点分数的参数空间中得到了相图。我们的传染模型表现出多种丰富的相变,如连续相变、不连续相变和混合相变、临界性、三临界性和双相变。特别是,我们发现了一个双相变,即在采用节点的密度相对于传染概率的关系中,表现出连续相变和随后的不连续相变。我们表明,双相变伴随着一个中间相,其中遵循简单传染的节点被采用,但具有复杂传染的节点仍然易感。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae8c/6039514/4a4d9a7f3f1d/41598_2018_28615_Fig1_HTML.jpg

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