Optimal navigation in complex networks

被引:16
作者
Cajueiro, Daniel O. [1 ,2 ]
机构
[1] Univ Brasilia, Dept Econ, Predio FACE, BR-70910900 Asa Norte, DF, Brazil
[2] Univ Brasilia, Natl Inst Sci & Technol Complex Syst, Predio FACE, BR-70910900 Asa Norte, DF, Brazil
关键词
complex networks; navigation; optimisation; random processes; topology; PATTERNS;
D O I
10.1103/PhysRevE.79.046103
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
Recent literature has presented evidence that the study of navigation in complex networks is useful to understand their dynamics and topology. Two main approaches are usually considered: navigation of random walkers and navigation of directed walkers. Unlike these approaches ours supposes that a traveler walks optimally in order to minimize the cost of the walking. If this happens, two extreme regimes arise-one dominated by directed walkers and the other by random walkers. We try to characterize the critical point of the transition from one regime to the other in function of the connectivity and the size of the network. Furthermore, we show that this approach can be used to generalize several concepts presented in the literature concerning random navigation and direct navigation. Finally, we defend that investigating the extreme regimes dominated by random walkers and directed walkers is not sufficient to correctly assess the characteristics of navigation in complex networks.
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页数:7
相关论文
共 25 条
[1]  
[Anonymous], 2002, REINFORCEMENT LEARNI
[2]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[3]  
Batagelj V., 2006, Pajek datasets
[4]   DYNAMIC PROGRAMMING [J].
BELLMAN, R .
SCIENCE, 1966, 153 (3731) :34-&
[5]  
Bertsekas D.P., 2001, DYNAMIC PROGRAMMING, V2
[6]  
BERTSEKAS DP, 1996, NEURODYNAMIC PROGRAM, V2
[7]   Role of optimization in the human dynamics of task execution [J].
Cajueiro, Daniel O. ;
Maldonado, Wilfredo L. .
PHYSICAL REVIEW E, 2008, 77 (03)
[8]   Agent preferences and the topology of networks [J].
Cajueiro, DO .
PHYSICAL REVIEW E, 2005, 72 (04)
[9]   Socioeconomic networks with long-range interactions [J].
Carvalho, Rui ;
Iori, Giulia .
PHYSICAL REVIEW E, 2008, 78 (01)
[10]   Exploring complex networks through random walks [J].
Costa, Luciano da Fontoura ;
Travieso, Gonzalo .
PHYSICAL REVIEW E, 2007, 75 (01)