Exact solution for statics and dynamics of maximal-entropy random walks on Cayley trees

被引:12
|
作者
Ochab, J. K. [1 ,2 ]
Burda, Z. [1 ,2 ]
机构
[1] Jagiellonian Univ, Marian Smoluchowski Inst Phys, PL-30059 Krakow, Poland
[2] Jagiellonian Univ, Mark Kac Complex Syst Res Ctr, PL-30059 Krakow, Poland
来源
PHYSICAL REVIEW E | 2012年 / 85卷 / 02期
关键词
D O I
10.1103/PhysRevE.85.021145
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We provide analytical solutions for two types of random walk: generic random walk (GRW) and maximal-entropy random walk (MERW) on a Cayley tree with arbitrary branching number, root degree, and number of generations. For MERW, we obtain the stationary state given by the squared elements of the eigenvector associated with the largest eigenvalue lambda(0) of the adjacency matrix. We discuss the dynamics, depending on the second largest eigenvalue lambda(1), of the probability distribution approaching to the stationary state. We find different scaling of the relaxation time with the system size, which is generically shorter for MERW than for GRW. We also signal that depending on the initial conditions, there are relaxations associated with lower eigenvalues which are induced by symmetries of the tree. In general, we find that there are three regimes of a tree structure resulting in different statics and dynamics of MERW; these correspond to strongly, critically, and weakly branched roots.
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页数:12
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