articlePhysics ReportsAug 31, 2017HYBRID OA

Random walks and diffusion on networks

NMNaoki MasudaMAMason A. PorterRLRenaud Lambiotte

University of Bristol · University of California, Los Angeles · +1 more institution

Indexed inarxivcrossref

Abstract

Random walks are ubiquitous in the sciences, and they are interesting from both theoretical and practical perspectives. They are one of the most fundamental types of stochastic processes; can be used to model numerous phenomena, including diffusion, interactions, and opinions among humans and animals; and can be used to extract information about important entities or dense groups of entities in a network. Random walks have been studied for many decades on both regular lattices and (especially in the last couple of decades) on networks with a variety of structures. In the present article, we survey the theory and applications of random walks on networks, restricting ourselves to simple cases of single and…

Citation impact

640
total citations
FWCI
33.32
Percentile
100%
References
348
Citations per year

Authors

3
  • NM
    Naoki MasudaCorresponding

    University of Bristol

  • MA
    Mason A. Porter

    University of California, Los Angeles, University of Oxford

  • RL
    Renaud Lambiotte

    University of Oxford

Topics & keywords

Keywords
  • Random walk
  • Random walker algorithm
  • Stochastic process
  • Random graph
  • Random compact set
  • Random function
  • Heterogeneous random walk in one dimension
  • Variety (cybernetics)
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