Random walks and diffusion on networks
University of Bristol · University of California, Los Angeles · +1 more institution
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
- FWCI
- 33.32
- Percentile
- 100%
- References
- 348
Authors
3- NMNaoki MasudaCorresponding
University of Bristol
- MAMason A. Porter
University of California, Los Angeles, University of Oxford
- RLRenaud Lambiotte
University of Oxford
Topics & keywords
- Random walk
- Random walker algorithm
- Stochastic process
- Random graph
- Random compact set
- Random function
- Heterogeneous random walk in one dimension
- Variety (cybernetics)