Publication | Open Access
Global mean first-passage times of random walks on complex networks
189
Citations
34
References
2009
Year
Network ScienceGraph TheoryRandom WalksEngineeringRandom GraphRandom WalkerBusinessNetwork AnalysisNetwork DynamicProbability TheoryRandom WalkProbabilistic Graph TheoryNetwork TheoryScale-free NetworkSocial Network Analysis
We present a general framework, applicable to a broad class of random walks on complex networks, which provides a rigorous lower bound for the mean first-passage time of a random walker to a target site averaged over its starting position, the so-called global mean first-passage time (GMFPT). This bound is simply expressed in terms of the equilibrium distribution at the target and implies a minimal scaling of the GMFPT with the network size. We show that this minimal scaling, which can be arbitrarily slow, is realized under the simple condition that the random walk is transient at the target site and independently of the small-world, scale-free, or fractal properties of the network. Last, we put forward that the GMFPT to a specific target is not a representative property of the network since the target averaged GMFPT satisfies much more restrictive bounds.
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