The Evolution of the Cover Time

The cover time of a graph is a celebrated example of a parameter that is easy to approximate using a randomized algorithm, but for which no constant factor deterministic polynomial time approximation is known. A breakthrough due to Kahn, Kim, Lovasz and Vu [25] yielded a (log logn)2 polynomial time approximation. We refine the upper bound of [25], and show that the resulting bound is sharp and explicitly computable in random graphs. Cooper and Frieze showed that the cover time of the largest component of the Erdős–Renyi random graph G(n, c/n) in the supercritical regime with c > 1 fixed, is asymptotic to ϕ(c)nlog2n, where ϕ(c) → 1 as c ↓ 1. However, our new bound implies that the cover time for the critical Erdős–Renyi random graph G(n, 1/n) has order n, and shows how the cover time evolves from the critical window to the supercritical phase. Our general estimate also yields the order of the cover time for a variety of other concrete graphs, including critical percolation clusters on the Hamming hypercube {0, 1}n, on high-girth expanders, and on tori ℤdn for fixed large d. This approach also gives a simpler proof of a result of Aldous [2] that the cover time of a uniform labelled tree on k vertices is of order k3/2. For the graphs we consider, our results show that the blanket time, introduced by Winkler and Zuckerman [45], is within a constant factor of the cover time. Finally, we prove that for any connected graph, adding an edge can increase the cover time by at most a factor of 4.

[1]  Frank Spitzer,et al.  The Galton-Watson Process with Mean One and Finite Variance , 1966 .

[2]  Uriel Feige,et al.  A Tight Lower Bound on the Cover Time for Random Walks on Graphs , 1995, Random Struct. Algorithms.

[3]  Y. Peres,et al.  Critical random graphs: Diameter and mixing time , 2007, math/0701316.

[4]  D. Aldous An introduction to covering problems for random walks on graphs , 1989 .

[5]  Remco van der Hofstad,et al.  Random Graph Asymptotics on High-Dimensional Tori , 2005 .

[6]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1967 .

[7]  Asaf Nachmias,et al.  The Alexander-Orbach conjecture holds in high dimensions , 2008, 0806.1442.

[8]  D. Aldous Random walk covering of some special trees , 1991 .

[9]  P. Tetali Random walks and the effective resistance of networks , 1991 .

[10]  Svante Janson,et al.  Random graphs , 2000, Wiley-Interscience series in discrete mathematics and optimization.

[11]  Yuval Peres,et al.  Critical percolation on random regular graphs , 2007, Random Struct. Algorithms.

[12]  Alan M. Frieze,et al.  The cover time of the giant component of a random graph , 2008, Random Struct. Algorithms.

[13]  Martin T. Barlow,et al.  Continuity of local times for Lévy processes , 1985 .

[14]  László Lovász,et al.  The cover time, the blanket time, and the Matthews bound , 2000, Proceedings 41st Annual Symposium on Foundations of Computer Science.

[15]  P. Matthews Covering Problems for Markov Chains , 1988 .

[16]  Uriel Feige,et al.  A Tight Upper Bound on the Cover Time for Random Walks on Graphs , 1995, Random Struct. Algorithms.

[17]  Yuval Peres,et al.  Anatomy of a young giant component in the random graph , 2009, Random Struct. Algorithms.

[18]  Johan Jonasson Lollipop graphs are external for commute times , 2000 .

[19]  Remco van der Hofstad,et al.  Random graph asymptotics on high-dimensional tori II: volume, diameter and mixing time , 2009 .

[20]  R. Dudley The Sizes of Compact Subsets of Hilbert Space and Continuity of Gaussian Processes , 1967 .

[21]  . Markov Chains and Random Walks on Graphs , .

[22]  A. Broder Universal sequences and graph cover times: a short survey , 1990 .

[23]  Asaf Nachmias,et al.  Mean-Field Conditions for Percolation on Finite Graphs , 2007, 0709.1719.

[24]  M. Talagrand The Generic chaining : upper and lower bounds of stochastic processes , 2005 .

[25]  D. W. Stroock,et al.  Multidimensional Diffusion Processes , 1979 .

[26]  Johan Jonasson Lollipop graphs are extremal for commute times , 2000, Random Struct. Algorithms.

[27]  Richard J. Lipton,et al.  Random walks, universal traversal sequences, and the complexity of maze problems , 1979, 20th Annual Symposium on Foundations of Computer Science (sfcs 1979).

[28]  Michael F. Bridgland Universal Traversal Sequences for Paths and Cycles , 1987, J. Algorithms.

[29]  W. T. Gowers,et al.  RANDOM GRAPHS (Wiley Interscience Series in Discrete Mathematics and Optimization) , 2001 .

[30]  Feller William,et al.  An Introduction To Probability Theory And Its Applications , 1950 .

[31]  P. Erdos,et al.  On the evolution of random graphs , 1984 .

[32]  Tomasz Łuczak Component behavior near the critical point of the random graph process , 1990 .

[33]  Anna R. Karlin,et al.  Random Walks and Undirected Graph Connectivity: A Survey , 1995 .

[34]  Prabhakar Raghavan,et al.  The electrical resistance of a graph captures its commute and cover times , 2005, computational complexity.

[35]  Peter Winkler,et al.  Multiple cover time , 1996 .

[36]  David J. Aldous,et al.  Lower bounds for covering times for reversible Markov chains and random walks on graphs , 1989 .

[37]  Joel H. Spencer,et al.  Random subgraphs of finite graphs: I. The scaling window under the triangle condition , 2005, Random Struct. Algorithms.

[38]  M. Talagrand The Generic Chaining , 2005 .

[39]  Elizabeth L. Wilmer,et al.  Markov Chains and Mixing Times , 2008 .

[40]  Jian Ding,et al.  Cover times, blanket times, and majorizing measures , 2010, STOC '11.

[41]  Yuval Peres,et al.  Cover times, blanket times, and majorizing measures , 2010, STOC '11.

[42]  Svante Janson,et al.  Random graphs , 2000, ZOR Methods Model. Oper. Res..

[43]  Christos H. Papadimitriou,et al.  On the Random Walk Method for Protocol Testing , 1994, CAV.

[44]  W. Feller,et al.  An Introduction to Probability Theory and its Applications. Vol. 1, 2nd Edition , 1959 .

[45]  Asaf Nachmias,et al.  Critical percolation on random regular graphs , 2010 .

[46]  Asaf Nachmias,et al.  A Note About Critical Percolation on Finite Graphs , 2009 .

[47]  Boris Pittel,et al.  Edge percolation on a random regular graph of low degree , 2008, 0808.3516.

[48]  Yuval Peres,et al.  Diameters in Supercritical Random Graphs Via First Passage Percolation , 2009, Combinatorics, Probability and Computing.

[49]  Peter Winkler,et al.  Building uniformly random subtrees , 2004, Random Struct. Algorithms.

[50]  A. Rbnyi ON THE EVOLUTION OF RANDOM GRAPHS , 2001 .

[51]  C. Nash-Williams,et al.  Random walk and electric currents in networks , 1959, Mathematical Proceedings of the Cambridge Philosophical Society.

[52]  David Aldous Discrete probability and algorithms , 1995 .

[53]  Tomasz Luczak,et al.  Component Behavior Near the Critical Point of the Random Graph Process , 1990, Random Struct. Algorithms.