Rosvall M, Grönlund A, Minnhagen P, Sneppen K
Department of Theoretical Physics, Umeå University, 901 87 Umeå, Sweden.
Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Oct;72(4 Pt 2):046117. doi: 10.1103/PhysRevE.72.046117. Epub 2005 Oct 17.
We investigate the searchability of complex systems in terms of their interconnectedness. Associating searchability with the number and size of branch points along the paths between the nodes, we find that scale-free networks are relatively difficult to search, and thus that the abundance of scale-free networks in nature and society may reflect an attempt to protect local areas in a highly interconnected network from nonrelated communication. In fact, starting from a random node, real-world networks with higher order organization like modular or hierarchical structure are even more difficult to navigate than random scale-free networks. The searchability at the node level opens the possibility for a generalized hierarchy measure that captures both the hierarchy in the usual terms of trees as in military structures, and the intrinsic hierarchical nature of topological hierarchies for scale-free networks as in the Internet.
我们从复杂系统的相互关联性角度研究其可搜索性。将可搜索性与节点间路径上分支点的数量和大小相关联,我们发现无标度网络相对难以搜索,因此自然界和社会中无标度网络的大量存在可能反映了一种在高度互联网络中保护局部区域免受无关通信影响的尝试。事实上,从随机节点开始,具有更高层次组织(如模块化或层次结构)的现实世界网络甚至比随机无标度网络更难导航。节点层面的可搜索性为一种广义层次度量开辟了可能性,这种度量既能捕捉像军事结构中通常意义上树状的层次结构,也能捕捉像互联网中无标度网络拓扑层次的内在层次性质。