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Random walks which prefer unvisited edges: Exploring high girth even degree expanders in linear time
Author(s) -
Berenbrink Petra,
Cooper Colin,
Friedetzky Tom
Publication year - 2015
Publication title -
random structures and algorithms
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.314
H-Index - 69
eISSN - 1098-2418
pISSN - 1042-9832
DOI - 10.1002/rsa.20504
Subject(s) - combinatorics , mathematics , edge cover , vertex (graph theory) , degree (music) , discrete mathematics , random walk , random regular graph , regular graph , upper and lower bounds , graph , graph power , line graph , 1 planar graph , physics , mathematical analysis , acoustics , statistics
Let G = ( V , E ) be a connected graph with | V | = n vertices. A simple random walk on the vertex set of G is a process, which at each step moves from its current vertex position to a neighbouring vertex chosen uniformly at random. We consider a modified walk which, whenever possible, chooses an unvisited edge for the next transition; and makes a simple random walk otherwise. We call such a walk an edge‐process (or E ‐process). The rule used to choose among unvisited edges at any step has no effect on our analysis. One possible method is to choose an unvisited edge uniformly at random, but we impose no such restriction. For the class of connected even degree graphs of constant maximum degree, we bound the vertex cover time of the E ‐process in terms of the edge expansion rate of the graph G , as measured by eigenvalue gap 1 − λ maxof the transition matrix of a simple random walk on G . A vertex v is ℓ ‐good, if any even degree subgraph containing all edges incident with v contains at least ℓ vertices. A graph G is ℓ ‐good, if every vertex has the ℓ ‐good property. Let G be an even degree ℓ ‐good expander of bounded maximum degree. Any E ‐process on G has vertex cover timeC V ( E − process ) = O ( n + n log n ℓ ) . This is to be compared with the Ω ( n log n ) lower bound on the cover time of any connected graph by a weighted random walk. Our result is independent of the rule used to select the order of the unvisited edges, which could, for example, be chosen on‐line by an adversary. As no walk based process can cover an n vertex graph in less than n – 1 steps, the cover time of the E ‐process is of optimal order when ℓ = Θ ( log n ) . With high probability random r ‐regular graphs, r ≥ 4 even, have ℓ = Ω ( log n ) . Thus the vertex cover time of the E ‐process on such graphs is Θ ( n ) . © 2013 Wiley Periodicals, Inc. Random Struct. Alg., 46, 36–54, 2015