Random walks on complex trees
arXiv:0801.1278 · doi:10.1103/PhysRevE.78.011114
Abstract
We study the properties of random walks on complex trees. We observe that the absence of loops reflects in physical observables showing large differences with respect to their looped counterparts. First, both the vertex discovery rate and the mean topological displacement from the origin present a considerable slowing down in the tree case. Second, the mean first passage time (MFPT) displays a logarithmic degree dependence, in contrast to the inverse degree shape exhibited in looped networks. This deviation can be ascribed to the dominance of source-target topological distance in trees. To show this, we study the distance dependence of a symmetrized MFPT and derive its logarithmic profile, obtaining good agreement with simulation results. These unique properties shed light on the recently reported anomalies observed in diffusive dynamical systems on trees.
9 pages, 13 figures (extended version of previous "Random walks on scale-free trees")
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- Random walks on networks: cumulative distribution of cover time
- Response to targeted perturbations for random walks on networks