A Topology-Aware Random Walk

Abstract

When a graph can be decomposed into components of well-connected subgraphs, it is possible to speed up random walks by taking advantage of topology of the graph. In this paper, a modified Metropolis random walk scheme is introduced and conditions are given when it performs better than the original Metropolis algorithm.