TY - JOUR
T1 - Large deviations for random walks on Galton-Watson trees
T2 - Averaging and uncertainty
AU - Dembo, Amir
AU - Gantert, Nina
AU - Peres, Yuval
AU - Zeitouni, Ofer
PY - 2002/2
Y1 - 2002/2
N2 - In the study of large deviations for random walks in random environment, a key distinction has emerged between quenched asymptotics, conditional on the environment, and annealed asymptotics, obtained from averaging over environments. In this paper we consider a simple random walk {Xn} on a Galton-Watson tree T, i.e., on the family tree arising from a supercritical branching process. Denote by |Xn| the distance between the node Xn and the root of T. Our main result is the almost sure equality of the large deviation rate function for |Xn|/n under the "quenched measure" (conditional upon T), and the rate function for the same ratio under the "annealed measure" (averaging on T according to the Galton-Watson distribution). This equality hinges on a concentration of measure phenomenon for the momentum of the walk. (The momentum at level n, for a specific tree T, is the average, over random walk paths, of the forward drift at the hitting point of that level). This concentration, or certainty, is a consequence of the uncertainty in the location of the hitting point. We also obtain similar results when {Xn} is a λ-biased walk on a Galton-Watson tree, even though in that case there is no known formula for the asymptotic speed. Our arguments rely at several points on a "ubiquity" lemma for Galton-Watson trees, due to Grimmett and Kesten (1984).
AB - In the study of large deviations for random walks in random environment, a key distinction has emerged between quenched asymptotics, conditional on the environment, and annealed asymptotics, obtained from averaging over environments. In this paper we consider a simple random walk {Xn} on a Galton-Watson tree T, i.e., on the family tree arising from a supercritical branching process. Denote by |Xn| the distance between the node Xn and the root of T. Our main result is the almost sure equality of the large deviation rate function for |Xn|/n under the "quenched measure" (conditional upon T), and the rate function for the same ratio under the "annealed measure" (averaging on T according to the Galton-Watson distribution). This equality hinges on a concentration of measure phenomenon for the momentum of the walk. (The momentum at level n, for a specific tree T, is the average, over random walk paths, of the forward drift at the hitting point of that level). This concentration, or certainty, is a consequence of the uncertainty in the location of the hitting point. We also obtain similar results when {Xn} is a λ-biased walk on a Galton-Watson tree, even though in that case there is no known formula for the asymptotic speed. Our arguments rely at several points on a "ubiquity" lemma for Galton-Watson trees, due to Grimmett and Kesten (1984).
KW - Galton-Watson tree
KW - Large deviations
KW - Random walk in random environment
UR - http://www.scopus.com/inward/record.url?scp=0036003158&partnerID=8YFLogxK
U2 - 10.1007/s004400100162
DO - 10.1007/s004400100162
M3 - Article
AN - SCOPUS:0036003158
SN - 0178-8051
VL - 122
SP - 241
EP - 288
JO - Probability Theory and Related Fields
JF - Probability Theory and Related Fields
IS - 2
ER -