Consider a random walk in a graph and introduce a reinforcement on the edges so that the ones already traversed are more likely to be traversed in the future. We call such a process edge reinforced random walk (ERRW). In this thesis we review some results due to Pemantle about transience/recurrence of linearly edge reinforced random walks on infinite trees. We analyze the general case of a tree whose vertices are generated as individuals of a supercritical Galton-Watson branching process. We describe how the process can be reduced to a random walk in a random environment (RWRE) using exchangeability theory and we give criteria to determine whether the RWRE is transient or recurrent. Applying these tools we show that the ERRW on a tree can be either transient or recurrent depending on the strength of the reinforcement and in the case where the tree is binary we prove the existence of a phase transition.
Consider a random walk in a graph and introduce a reinforcement on the edges so that the ones already traversed are more likely to be traversed in the future. We call such a process edge reinforced random walk (ERRW). In this thesis we review some results due to Pemantle about transience/recurrence of linearly edge reinforced random walks on infinite trees. We analyze the general case of a tree whose vertices are generated as individuals of a supercritical Galton-Watson branching process. We describe how the process can be reduced to a random walk in a random environment (RWRE) using exchangeability theory and we give criteria to determine whether the RWRE is transient or recurrent. Applying these tools we show that the ERRW on a tree can be either transient or recurrent depending on the strength of the reinforcement and in the case where the tree is binary we prove the existence of a phase transition.
Edge reinforced random walk on Galton-Watson trees
CARLON, GIOVANNI
2022/2023
Abstract
Consider a random walk in a graph and introduce a reinforcement on the edges so that the ones already traversed are more likely to be traversed in the future. We call such a process edge reinforced random walk (ERRW). In this thesis we review some results due to Pemantle about transience/recurrence of linearly edge reinforced random walks on infinite trees. We analyze the general case of a tree whose vertices are generated as individuals of a supercritical Galton-Watson branching process. We describe how the process can be reduced to a random walk in a random environment (RWRE) using exchangeability theory and we give criteria to determine whether the RWRE is transient or recurrent. Applying these tools we show that the ERRW on a tree can be either transient or recurrent depending on the strength of the reinforcement and in the case where the tree is binary we prove the existence of a phase transition.File | Dimensione | Formato | |
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https://hdl.handle.net/20.500.12608/52212