Non-backtracking random walks mix faster

被引:114
作者
Alon, Noga [1 ]
Benjamini, Itai
Lubetzky, Eyal
Sodin, Sasha
机构
[1] Tel Aviv Univ, Raymond & Beverly Sackler Fac Exact Sci, Sch Math, IL-69978 Tel Aviv, Israel
[2] Weizmann Inst Sci, IL-76100 Rehovot, Israel
基金
以色列科学基金会;
关键词
non-backtracking random walks; mixing rate; balls and bins; expanders; girth;
D O I
10.1142/S0219199707002551
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We compute the mixing rate of a non-backtracking random walk on a regular expander. Using some properties of Chebyshev polynomials of the second kind, we show that this rate may be up to twice as fast as the mixing rate of the simple random walk. The closer the expander is to a Ramanujan graph, the higher the ratio between the above two mixing rates is. As an application, we show that if G is a high-girth regular expander on n vertices, then a typical non-backtracking random walk of length n on G does not visit a vertex more than (1 + o(1)) log n/log log n times, and this result is tight. In this sense, the multi-set of visited vertices is analogous to the result of throwing n balls to n bins uniformly, in contrast to the simple random walk on G, which almost surely visits some vertex Omega(log n) times.
引用
收藏
页码:585 / 603
页数:19
相关论文
共 19 条
[1]   LAMBDA-1, ISOPERIMETRIC-INEQUALITIES FOR GRAPHS, AND SUPERCONCENTRATORS [J].
ALON, N ;
MILMAN, VD .
JOURNAL OF COMBINATORIAL THEORY SERIES B, 1985, 38 (01) :73-88
[2]  
Alon N., 2004, The probabilistic method
[3]  
[Anonymous], 1995, Surveys in combinatorics, 1995 (Stirling)
[4]   Balanced allocations [J].
Azar, Y ;
Broder, AZ ;
Karlin, AR ;
Upfal, E .
SIAM JOURNAL ON COMPUTING, 1999, 29 (01) :180-200
[5]  
BOLLOBAS B, 2001, RANDOM GRAPHS CAMBRI, V73
[6]  
Feller W, 1968, An Introduction to Probability Theory and Its Applications, V1
[7]  
GODSIL C, 2001, ALGEBRAIC GRAPH THEO, V27
[8]   EXPECTED LENGTH OF THE LONGEST PROBE SEQUENCE IN HASH CODE SEARCHING [J].
GONNET, GH .
JOURNAL OF THE ACM, 1981, 28 (02) :289-304
[9]  
Johnson N.L., 1977, URN MODELS THEIR APP, DOI DOI 10.1038/nature02398
[10]  
Keilson J, 1979, Markov Chain Models-Rarity and Exponentiality