LAZY RANDOM WALKS ON PSEUDOFRACTAL SCALE-FREE WEB WITH A PERFECT TRAP

被引:3
作者
Xing, Changming [1 ]
Yuan, Hao [2 ]
机构
[1] Shandong Univ Finance & Econ, Sch Continuing Educ, Jinan 250014, Peoples R China
[2] Shandong Univ Finance & Econ, Sch Stat, Jinan 250014, Peoples R China
基金
中国国家自然科学基金;
关键词
Lazy Random Walks; Pseudofractal Scale-Free Web; Trapping Time;
D O I
10.1142/S0218348X2250030X
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Lazy random walks have been used in many scientific fields such as image segmentation and optimal transport; however, related theoretical results are much less for this dynamical process. In this paper, we study lazy random walks in a pseudofractal scale-free web, where the self-loop jumps on graph vertexes are considered. For a special random walks with one trap fixed at a hub node, also known as the trapping problem, we derive the exact analytic formulas of the average trapping time (ATT), an indicator measuring the efficiency of the trapping process, by using two different methods. The results obtained by the two methods are consistent. Analyzing and comparing the obtained solutions, we find that the ATT is related to the walking rule with the self-loop jumps. Specifically, adding the self-loop to change the walking rule can affect the coefficient of the ATT formula, but it cannot change the leading scaling of the trapping efficiency. We hope that these results in this paper can help us better understand the biased random walk process in complex systems.
引用
收藏
页数:11
相关论文
共 33 条
[1]   Hitting and trapping times on branched structures [J].
Agliari, Elena ;
Sartori, Fabio ;
Cattivelli, Luca ;
Cassi, Davide .
PHYSICAL REVIEW E, 2015, 91 (05)
[2]   Random walks on non-homogenous weighted Koch networks [J].
Dai, Meifeng ;
Li, Xingyi ;
Xi, Lifeng .
CHAOS, 2013, 23 (03)
[3]   Pseudofractal scale-free web [J].
Dorogovtsev, SN ;
Goltsev, AV ;
Mendes, JFF .
PHYSICAL REVIEW E, 2002, 65 (06) :1-066122
[4]   Controlling the trapping efficiency in a family of scale-free tree networks [J].
Gao, Yu ;
Wu, Zikai .
INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2018, 32 (21)
[5]   Analytic expression for the mean time to absorption for a random walker on the Sierpinski gasket [J].
Kozak, JJ ;
Balakrishnan, V .
PHYSICAL REVIEW E, 2002, 65 (02)
[6]   LAZY RANDOM WALKS AND OPTIMAL TRANSPORT ON GRAPHS [J].
Leonard, Christian .
ANNALS OF PROBABILITY, 2016, 44 (03) :1864-1915
[7]  
[李波 Li Bo], 2016, [中国图象图形学报, Journal of Image and Graphics], V21, P1191
[8]   Controlling the efficiency of trapping in a scale-free small-world network [J].
Lin, Yuan ;
Zhang, Zhongzhi .
SCIENTIFIC REPORTS, 2014, 4
[9]   Robust multi-focus image fusion using lazy random walks with multiscale focus measures [J].
Liu, Wei ;
Zheng, Zhong ;
Wang, Zengfu .
SIGNAL PROCESSING, 2021, 179
[10]  
Lovasz L, 1993, BOLYAI MATH STUD, V1, P9