How Fast do Rumours Spread?

IF 1.3 3区 物理与天体物理 Q3 PHYSICS, MATHEMATICAL Journal of Statistical Physics Pub Date : 2024-10-15 DOI:10.1007/s10955-024-03343-3
Rishideep Roy, Kumarjit Saha
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Abstract

We study a rumour propagation model along the lines of Lebensztayn and Rodriguez (Stat Probab Lett 78(14):2130–2136, 2008) as a long-range percolation model on \(\mathbb {Z}\). We begin by showing a sharp phase transition-type behaviour in the sense of exponential decay of the survival time of the rumour cluster in the sub-critical phase. In the super-critical phase, under the assumption that radius of influence r.v. has \(2+\epsilon \) moment finite (for some \(\epsilon >0\)), we show that the rightmost vertex in the rumour cluster has a deterministic speed in the sense that after appropriate scaling, the location of the rightmost vertex converges a.s. to a deterministic positive constant. Under the assumption that radius of influence r.v. has \(4+\epsilon \) moment finite, we obtain a central limit theorem for appropriately scaled and centered rightmost vertex. Later, we introduce a rumour propagation model with reactivation. For this section, we work with a family of exponentially decaying i.i.d. radius of influence r.v.’s, and we obtain the speed result for the scaled rightmost position of the rumour cluster. Each of these results is novel, in the sense that such properties have never been established before in the context of the rumour propagation model on \(\mathbb {Z}\), to the best of our knowledge.

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谣言的传播速度有多快?
我们按照 Lebensztayn 和 Rodriguez(Stat Probab Lett 78(14):2130-2136, 2008)的思路研究了一个谣言传播模型,它是\(\mathbb {Z}\) 上的一个长程渗滤模型。我们首先展示了在次临界阶段谣言群生存时间指数衰减意义上的急剧相变类型行为。在超临界阶段,假设影响半径r.v.具有\(2+\epsilon \)矩有限性(对于某个\(\epsilon >0\)),我们证明谣言集群中最右边的顶点具有确定性的速度,即经过适当的缩放后,最右边顶点的位置收敛为一个确定性的正常数。在影响半径r.v.具有\(4+\epsilon \)矩有限性的假设下,我们得到了适当缩放和居中的最右顶点的中心极限定理。随后,我们将引入一个具有再激活功能的谣言传播模型。在这一部分,我们使用了指数衰减的 i.i.d. 影响半径 r.v. 系列,并得到了谣言集群最右侧缩放位置的速度结果。据我们所知,这些结果中的每一个都是新颖的,因为就谣言传播模型而言,这样的性质以前从未建立过。
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来源期刊
Journal of Statistical Physics
Journal of Statistical Physics 物理-物理:数学物理
CiteScore
3.10
自引率
12.50%
发文量
152
审稿时长
3-6 weeks
期刊介绍: The Journal of Statistical Physics publishes original and invited review papers in all areas of statistical physics as well as in related fields concerned with collective phenomena in physical systems.
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