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Optimal contact process on complex networks

  • Rui Yang
  • , Tao Zhou
  • , Yan Bo Xie
  • , Ying Cheng Lai
  • , Bing Hong Wang
  • Arizona State University
  • University of Science and Technology of China
  • University of Fribourg

Research output: Contribution to journalArticlepeer-review

63 Scopus citations

Abstract

Contact processes on complex networks are a recent subject of study in nonequilibrium statistical physics and they are also important to applied fields such as epidemiology and computer and communication networks. A basic issue concerns finding an optimal strategy for spreading. We provide a universal strategy that, when a basic quantity in the contact process dynamics, the contact probability determined by a generic function of its degree W (k), is chosen to be inversely proportional to the node degree, i.e., W (k) ∼ k-1, spreading can be maximized. Computation results on both model and real-world networks verify our theoretical prediction. Our result suggests the determining role played by small-degree nodes in optimizing spreading, in contrast to the intuition that hub nodes are important for spreading dynamics on complex networks.

Original languageEnglish
Article number066109
JournalPhysical Review E - Statistical, Nonlinear, and Soft Matter Physics
Volume78
Issue number6
DOIs
StatePublished - 1 Dec 2008
Externally publishedYes

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