First-passage percolation on the random graph

Citation
R. Van Der Hofstad et al., First-passage percolation on the random graph, PROB ENG I, 15(2), 2001, pp. 225-237
Citations number
8
Categorie Soggetti
Engineering Mathematics
Journal title
PROBABILITY IN THE ENGINEERING AND INFORMATIONAL SCIENCES
ISSN journal
02699648 → ACNP
Volume
15
Issue
2
Year of publication
2001
Pages
225 - 237
Database
ISI
SICI code
0269-9648(2001)15:2<225:FPOTRG>2.0.ZU;2-2
Abstract
We study first-passage percolation on the random graph G(p)(N) with exponen tially distributed weights on the links. For the special case of the comple te graph, this problem can be described in terms of a continuous-time Marko v chain and recursive trees. The Markov chain X(t) describes the number of nodes that can be reached from the initial node in time t. The recursive tr ees, which are uniform trees of N nodes, describe the structure of the clus ter once it contains all the nodes of the complete graph. From these result s, the distribution of the number of hops (links) of the shortest path betw een two arbitrary nodes is derived. We generalize this result to an asymptotic result, as N --> infinity, for t he case of the random graph where each link is present independently with a probability P-N as long as Np-N/(log N)(3) -->) infinity. The interesting point of this generalization is that (1) the limiting distribution is insen sitive to p and (2) the distribution of the number of hops of the shortest path between two arbitrary nodes has a remarkable fit with shortest path da ta measured in the Internet.