English

On reversible cascades in scale-free and Erd\H{o}s-R\'enyi random graphs

Discrete Mathematics 2010-11-03 v1

Abstract

Consider the following cascading process on a simple undirected graph G(V,E)G(V,E) with diameter Δ\Delta. In round zero, a set SVS\subseteq V of vertices, called the seeds, are active. In round i+1,i+1, iN,i\in\mathbb{N}, a non-isolated vertex is activated if at least a ρ(0,1]\rho\in(\,0,1\,] fraction of its neighbors are active in round ii; it is deactivated otherwise. For kN,k\in\mathbb{N}, let min-seed(k)(G,ρ)\text{min-seed}^{(k)}(G,\rho) be the minimum number of seeds needed to activate all vertices in or before round kk. This paper derives upper bounds on min-seed(k)(G,ρ)\text{min-seed}^{(k)}(G,\rho). In particular, if GG is connected and there exist constants C>0C>0 and γ>2\gamma>2 such that the fraction of degree-kk vertices in GG is at most C/kγC/k^\gamma for all kZ+,k\in\mathbb{Z}^+, then min-seed(Δ)(G,ρ)=O(ργ1V)\text{min-seed}^{(\Delta)}(G,\rho)=O(\lceil\rho^{\gamma-1}\,|\,V\,|\rceil). Furthermore, for nZ+,n\in\mathbb{Z}^+, p=Ω((ln(e/ρ))/(ρn))p=\Omega((\ln{(e/\rho)})/(\rho n)) and with probability 1exp(nΩ(1))1-\exp{(-n^{\Omega(1)})} over the Erd\H{o}s-R\'enyi random graphs G(n,p),G(n,p), min-seed(1)(G(n,p),ρ)=O(ρn)\text{min-seed}^{(1)}(G(n,p),\rho)=O(\rho n).

Keywords

Cite

@article{arxiv.1011.0653,
  title  = {On reversible cascades in scale-free and Erd\H{o}s-R\'enyi random graphs},
  author = {Ching-Lueh Chang},
  journal= {arXiv preprint arXiv:1011.0653},
  year   = {2010}
}

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22 pages