TY - GEN
T1 - How to design a linear cover time random walk on a finite graph
AU - Nonaka, Yoshiaki
AU - Ono, Hirotaka
AU - Sadakane, Kunihiko
AU - Yamashita, Masafumi
PY - 2009
Y1 - 2009
N2 - Arandom walk on a finite graph G = (V,E) is random token circulation on vertices of G. A token on a vertex in V moves to one of its adjacent vertices according to a transition probability matrix P. It is known that both of the hitting time and the cover time of the standard random walk are bounded by O(|V |3), in which the token randomly moves to an adjacent vertex with the uniform probability. This estimation is tight in a sense, that is, there exist graphs for which the hitting time and cover times of the standard random walk are Ω(|V |3). Thus the following questions naturally arise: is it possible to speed up a random walk, that is, to design a transition probability for G that achieves a faster cover time? Or, how large (or small) is the lower bound on the cover time of random walks on G? In this paper, we investigate how we can/cannot design a faster random walk in terms of the cover time. We give necessary conditions for a graph G to have a linear cover time random walk, i,e., the cover time of the random walk on G is O(|V |). We also present a class of graphs that have a linear cover time. As a byproduct, we obtain the lower bound Ω(|V | log |V |) of the cover time of any random walk on trees.
AB - Arandom walk on a finite graph G = (V,E) is random token circulation on vertices of G. A token on a vertex in V moves to one of its adjacent vertices according to a transition probability matrix P. It is known that both of the hitting time and the cover time of the standard random walk are bounded by O(|V |3), in which the token randomly moves to an adjacent vertex with the uniform probability. This estimation is tight in a sense, that is, there exist graphs for which the hitting time and cover times of the standard random walk are Ω(|V |3). Thus the following questions naturally arise: is it possible to speed up a random walk, that is, to design a transition probability for G that achieves a faster cover time? Or, how large (or small) is the lower bound on the cover time of random walks on G? In this paper, we investigate how we can/cannot design a faster random walk in terms of the cover time. We give necessary conditions for a graph G to have a linear cover time random walk, i,e., the cover time of the random walk on G is O(|V |). We also present a class of graphs that have a linear cover time. As a byproduct, we obtain the lower bound Ω(|V | log |V |) of the cover time of any random walk on trees.
UR - http://www.scopus.com/inward/record.url?scp=78650636517&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78650636517&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-04944-6_9
DO - 10.1007/978-3-642-04944-6_9
M3 - Conference contribution
AN - SCOPUS:78650636517
SN - 3642049435
SN - 9783642049439
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 104
EP - 116
BT - Stochastic Algorithms
T2 - 5th Symposium on Stochastic Algorithms, Foundations and Applications, SAGA 2009
Y2 - 26 October 2009 through 28 October 2009
ER -