TY - GEN
T1 - Random walks with the minimum degree local rule have O (N2) cover time
AU - David, Roee
AU - Feige, Uriel
N1 - Publisher Copyright: Copyright © by SIAM.
PY - 2017
Y1 - 2017
N2 - For a simple (unbiased) random walk on a connected graph with n vertices, the cover time (the expected number of steps it takes to visit all vertices) is at most O(n3). We consider locally biased random walks, in which the probability of traversing an edge depends on the degrees of its endpoints. We confirm a conjecture of Abdullah, Cooper and Draief [2015] that the min-degree local bias rule ensures a cover time of O(n2). For this we formulate and prove the following lemma about spanning trees. Let R(e) denote for edge e the minimum degree among its two endpoints. We say that a weight function W for the edges is feasible if it is nonnegative, dominated by R (for every edge W(e) R(e)) and the sum over all edges of the ratios W(e)=R(e) equals n - 1. For example, in trees W(e) = R(e), and in regular graphs the sum of edge weights is d(n -1). Lemma: for every feasible W, the minimum weight spanning tree has total weight O(n). For regular graphs, a similar lemma was proved by Kahn, Linial, Nisan and Saks [1989].
AB - For a simple (unbiased) random walk on a connected graph with n vertices, the cover time (the expected number of steps it takes to visit all vertices) is at most O(n3). We consider locally biased random walks, in which the probability of traversing an edge depends on the degrees of its endpoints. We confirm a conjecture of Abdullah, Cooper and Draief [2015] that the min-degree local bias rule ensures a cover time of O(n2). For this we formulate and prove the following lemma about spanning trees. Let R(e) denote for edge e the minimum degree among its two endpoints. We say that a weight function W for the edges is feasible if it is nonnegative, dominated by R (for every edge W(e) R(e)) and the sum over all edges of the ratios W(e)=R(e) equals n - 1. For example, in trees W(e) = R(e), and in regular graphs the sum of edge weights is d(n -1). Lemma: for every feasible W, the minimum weight spanning tree has total weight O(n). For regular graphs, a similar lemma was proved by Kahn, Linial, Nisan and Saks [1989].
UR - http://www.scopus.com/inward/record.url?scp=85016196476&partnerID=8YFLogxK
U2 - https://doi.org/10.1137/1.9781611974782.120
DO - https://doi.org/10.1137/1.9781611974782.120
M3 - منشور من مؤتمر
T3 - Proceedings of the Annual ACM-SIAM Symposium on Discrete Algorithms
SP - 1839
EP - 1848
BT - 28th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2017
A2 - Klein, Philip N.
T2 - 28th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2017
Y2 - 16 January 2017 through 19 January 2017
ER -