The hitting and cover times of random walks on finite graphs using local degree information

被引:58
作者
Ikeda, Satoshi [1 ]
Kubo, Izumi [2 ]
Yamashita, Masafumi [3 ]
机构
[1] Miyazaki Univ, Dept Comp Sci & Syst Engn, Miyazaki 8892192, Japan
[2] Hiroshima Univ, Grad Sch Sci, Dept Math, Higashihiroshima 7398526, Japan
[3] Kyushu Univ, Dept Comp Sci & Commun Engn, Nishi Ku, Fukuoka 8190935, Japan
关键词
Random walk; Hitting time; Cover time;
D O I
10.1016/j.tcs.2008.10.020
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Standard random walks on finite graphs select the vertex visited next to the adjacent vertices at random with the same probability. Despite not using any global topological information, they guarantee 0(n(3)) hitting and cover times for any graph, where It is the order of the graph. Motivated by network protocol applications, this paper investigates the impact of local topological information on designing "better" random walks. We first show that (a) for any transition probability matrix, the hitting (and hence the cover) time of a path graph is Omega(n(2)). We next investigate for any graph G = (V, E) a transition probability matrix P = (p(u, v))(u,v is an element of v) defined by p(u, v) = {deg(-1/2)(v)/Sigma(w is an element of N(u)) deg(-1/2(w)) if v is an element of N(u) 0 otherwise, where N(u) and deg(u) are respectively the set of adjacent vertices of u and the u's degree. Random walks obeying this transition probability matrix are shown to guarantee the following: For any graph, (b) the hitting time is O(n(2)), and (c) the cover time is O(n(2) log n). Facts (a) and (b) show that the degree information on the adjacent vertices is powerful enough for random walks to achieve the optimum hitting time. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:94 / 100
页数:7
相关论文
共 19 条
[1]   ON THE TIME TAKEN BY RANDOM-WALKS ON FINITE-GROUPS TO VISIT EVERY STATE [J].
ALDOUS, DJ .
ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE, 1983, 62 (03) :361-374
[2]  
Aleliunas Romas., 1979, Proceedings of the 20th Symposium on Foundations of Computer Science (FOCS), P218, DOI [10.1109/SFCS.1979.34, DOI 10.1109/SFCS.1979.34]
[3]  
[Anonymous], 1990, Random Structures and Algorithms, DOI 10.1002/rsa.3240010303
[4]  
[Anonymous], Reversible Markov Chains and Random Walks on Graphs
[5]  
BRODER AZ, 1988, P 29 ANN S FDN COMP, P479
[6]  
Cooper C, 2005, PROCEEDINGS OF THE SIXTEENTH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, P961
[7]   COLLISIONS AMONG RANDOM-WALKS ON A GRAPH [J].
COPPERSMITH, D ;
TETALI, P ;
WINKLER, P .
SIAM JOURNAL ON DISCRETE MATHEMATICS, 1993, 6 (03) :363-374
[8]  
DOLEV S, 2002, P 21 S REL DISTR SYS, P1
[9]   A TIGHT LOWER-BOUND ON THE COVER TIME FOR RANDOM-WALKS ON GRAPHS [J].
FEIGE, U .
RANDOM STRUCTURES & ALGORITHMS, 1995, 6 (04) :433-438
[10]   A TIGHT UPPER BOUND ON THE COVER TIME FOR RANDOM-WALKS ON GRAPHS [J].
FEIGE, U .
RANDOM STRUCTURES & ALGORITHMS, 1995, 6 (01) :51-54