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On reversible cascades in scale-free and Erdős-Rényi random graphs

Published 2 Nov 2010 in cs.DM | (1011.0653v1)

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<sup>(k)(G,ρ)\text{min-seed}<sup>{(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<sup>(k)(G,ρ)\text{min-seed}<sup>{(k)}(G,\rho). In particular, if GG is connected and there exist constants $C&gt;0$ and $\gamma&gt;2$ such that the fraction of degree-kk vertices in GG is at most C/k<sup>γC/k<sup>\gamma for all kZ<sup>+,k\in\mathbb{Z}<sup>+, then min-seed<sup>(Δ)(G,ρ)=O(ρ<sup>γ1V)\text{min-seed}<sup>{(\Delta)}(G,\rho)=O(\lceil\rho<sup>{\gamma-1}\,|\,V\,|\rceil). Furthermore, for nZ<sup>+,n\in\mathbb{Z}<sup>+, p=Ω((ln(e/ρ))/(ρn))p=\Omega((\ln{(e/\rho)})/(\rho n)) and with probability 1exp(n<sup>Ω(1))1-\exp{(-n<sup>{\Omega(1)})} over the Erd\H{o}s-R\'enyi random graphs G(n,p),G(n,p), min-seed<sup>(1)(G(n,p),ρ)=O(ρ</sup>n)\text{min-seed}<sup>{(1)}(G(n,p),\rho)=O(\rho</sup> n).

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