16
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Random Walks on Multiplex Networks

      Preprint
      , , ,

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Multiplex networks are receiving increasing interests because they allow to model relationships between networked agents on several layers simultaneously. In this supplementary material for the paper "Navigability of interconnected networks under random failures", we extend well-known random walks to multiplexes and we introduce a new type of walk that can exist only in multiplexes. We derive exact expressions for vertex occupation time and the coverage. Finally, we show how the efficiency in exploring the multiplex critically depends on the underlying topology of layers, the weight of their inter-connections and the strategy adopted to walk.

          Related collections

          Most cited references8

          • Record: found
          • Abstract: found
          • Article: found
          Is Open Access

          Random Walks on Complex Networks

          We investigate random walks on complex networks and derive an exact expression for the mean first passage time (MFPT) between two nodes. We introduce for each node the random walk centrality \(C\), which is the ratio between its coordination number and a characteristic relaxation time, and show that it determines essentially the MFPT. The centrality of a node determines the relative speed by which a node can receive and spread information over the network in a random process. Numerical simulations of an ensemble of random walkers moving on paradigmatic network models confirm this analytical prediction.
            Bookmark
            • Record: found
            • Abstract: found
            • Article: found
            Is Open Access

            Diffusion dynamics on multiplex networks

            , , (2012)
            We study the time scales associated to diffusion processes that take place on multiplex networks, i.e. on a set of networks linked through interconnected layers. To this end, we propose the construction of a supra-Laplacian matrix, which consists of a dimensional lifting of the Laplacian matrix of each layer of the multiplex network. We use perturbative analysis to reveal analytically the structure of eigenvectors and eigenvalues of the complete network in terms of the spectral properties of the individual layers. The spectrum of the supra-Laplacian allows us to understand the physics of diffusion-like processes on top of multiplex networks.
              Bookmark
              • Record: found
              • Abstract: not found
              • Article: not found

              Random walks and the effective resistance of networks

                Bookmark

                Author and article information

                Journal
                03 June 2013
                2014-05-27
                Article
                10.1073/pnas.1318469111
                4060702
                24912174
                1306.0519
                3b1f81ed-bef0-460d-b091-2fcea219d57b

                http://arxiv.org/licenses/nonexclusive-distrib/1.0/

                History
                Custom metadata
                PNAS May 27, 2014
                10 pages, 8 figures, 5 tables, Supplementary material for the paper "Navigability of interconnected networks under random failures" (http://www.pnas.org/content/early/2014/05/21/1318469111.abstract)
                physics.soc-ph cond-mat.dis-nn cs.SI

                Comments

                Comment on this article