The evolution of the mixing rate of a simple random walk on the giant component of a random graph

In this article we present a study of the mixing time of a random walk on the largest component of a supercritical random graph, also known as the giant component. We identify local obstructions that slow down the random walk, when the average degree d is at most O($ \sqrt{\ln n} $), proving that the mixing time in this case is Θ((n-d)2) asymptotically almost surely. As the average degree grows these become negligible and it is the diameter of the largest component that takes over, yielding mixing time Θ(n-d) a.a.s.. We proved these results during the 2003–04 academic year. Similar results but for constant d were later proved independently by Benjamini et al. in [3]. © 2008 Wiley Periodicals, Inc. Random Struct. Alg., 2008 Most of this work was completed while the author was a research fellow at the School of Computer Science, McGill University.

[1]  Elchanan Mossel,et al.  On the mixing time of a simple random walk on the super critical percolation cluster , 2000 .

[2]  László Lovász,et al.  Faster mixing via average conductance , 1999, STOC '99.

[3]  Béla Bollobás,et al.  A Probabilistic Proof of an Asymptotic Formula for the Number of Labelled Regular Graphs , 1980, Eur. J. Comb..

[4]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1951 .

[5]  Béla Bollobás,et al.  Random Graphs , 1985 .

[6]  Fan Chung Graham,et al.  The Diameter of Sparse Random Graphs , 2001, Adv. Appl. Math..

[7]  Mark Jerrum,et al.  Conductance and the rapid mixing property for Markov chains: the approximation of permanent resolved , 1988, STOC '88.

[8]  Edward A. Bender,et al.  The Asymptotic Number of Labeled Graphs with Given Degree Sequences , 1978, J. Comb. Theory A.

[9]  Brendan D. McKay,et al.  Asymptotic enumeration by degree sequence of graphs with degreeso(n1/2) , 1991, Comb..

[10]  Béla Bollobás,et al.  Random Graphs: Notation , 2001 .

[11]  Random walks on random simple graphs , 1996 .

[12]  William Feller,et al.  An Introduction to Probability Theory and Its Applications. I , 1951, The Mathematical Gazette.

[13]  Joel H. Spencer,et al.  Sudden Emergence of a Giantk-Core in a Random Graph , 1996, J. Comb. Theory, Ser. B.

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

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

[16]  Boris G. Pittel,et al.  On Tree Census and the Giant Component in Sparse Random Graphs , 1990, Random Struct. Algorithms.

[17]  Peter Winkler,et al.  Mixing of random walks and other diffusions on a graph , 1995 .

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

[19]  B. Reed,et al.  Faster Mixing and Small Bottlenecks , 2006 .

[20]  V. Ramachandran,et al.  The diameter of sparse random graphs , 2007 .