Vertex-reinforced random walk (VRRW), defined by Pemantle, is a random proc
ess in a continuously changing environment which is more likely to visit st
ates it has visited before. We consider VRRW on arbitrary graphs and show t
hat on almost all of them, VRRW visits only finitely many vertices with a p
ositive probability. We conjecture that on all graphs of bounded degree, th
is happens with probability 1, and provide a proof only for trees of this t
ype.
We distinguish between several different patterns of localization and expli
citly describe the long-run structure of VRRW, which depends on whether a g
raph contains triangles or not.
While the results of this paper generalize those obtained by Pemantle and V
olkov for Z(1), ideas of proofs are different and typically based on a larg
e deviation principle rather than a martingale approach.