Cayley graphs: eigenvalues, expanders and random walks
Surveys in combinatorics, 1995
A fast randomized LOGSPACE algorithm for graph connectivity
ICALP '94 Selected papers from the 21st international colloquium on Automata, languages and programming
Global Information from Local Observation
FOCS '02 Proceedings of the 43rd Symposium on Foundations of Computer Science
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We observe returns of a simple random walk on a finite graph to a fixed node, and would like to infer properties of the graph, in particular properties of the spectrum of the transition matrix. This is not possible in general, but at least the set of eigenvalues can be recovered under fairly general conditions, e.g., when the graph has a node-transitive automorphism group. The main result is that by observing polynomially many returns, it is possible to estimate the spectral gap of such a graph up to a constant factor.