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

preprint2010arXivOpen access

Abstract

Consider the following cascading process on a simple undirected graph G(V,E)G(V,E) with diameter ΔΔ. In round zero, a set S⊆VS\subseteq V of vertices, called the seeds, are active. In round i+1,i+1, i∈N,i\in\mathbb{N}, a non-isolated vertex is activated if at least a ρ∈( 0,1 ]ρ\in(\,0,1\,] fraction of its neighbors are active in round ii; it is deactivated otherwise. For k∈N,k\in\mathbb{N}, let min-seed(k)(G,ρ)\text{min-seed}^{(k)}(G,ρ) 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,ρ). In particular, if GG is connected and there exist constants C>0C>0 and γ>2γ>2 such that the fraction of degree-kk vertices in GG is at most C/kγC/k^γ for all k∈Z+,k\in\mathbb{Z}^+, then min-seed(Δ)(G,ρ)=O(⌈ργ−1 ∣ V ∣⌉)\text{min-seed}^{(Δ)}(G,ρ)=O(\lceilρ^{γ-1}\,|\,V\,|\rceil). Furthermore, for n∈Z+,n\in\mathbb{Z}^+, p=Ω((ln⁡(e/ρ))/(ρn))p=Ω((\ln{(e/ρ)})/(ρn)) and with probability 1−exp⁡(−nΩ(1))1-\exp{(-n^{Ω(1)})} over the Erdős-Rényi random graphs G(n,p),G(n,p), min-seed(1)(G(n,p),ρ)=O(ρn)\text{min-seed}^{(1)}(G(n,p),ρ)=O(ρn).

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