The worldwide air transportation network:: Anomalous centrality, community structure, and cities' global roles

被引:1184
作者
Guimerá, R
Mossa, S
Turtschi, A
Amaral, LAN [1 ]
机构
[1] Northwestern Univ, Dept Biol & Chem Engn, Evanston, IL 60208 USA
[2] European Synchrotron Radiat Facil, F-38043 Grenoble, France
[3] Avanade Deutsch GmbH, D-61476 Kronberg, Germany
关键词
complex networks; betweenness centrality; critical infrastructures;
D O I
10.1073/pnas.0407994102
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We analyze the global structure of the worldwide air transportation network, a critical infrastructure with an enormous impact on local, national, and international economies. We find that the worldwide air transportation network is a scale-free small-world network. In contrast to the prediction of scale-free network models, however, we find that the most connected cities are not necessarily the most central, resulting in anomalous values of the centrality. We demonstrate that these anomalies arise because of the multicommunity structure of the network. We identify the communities in the air transportation network and show that the community structure cannot be explained solely based on geographical constraints and that geopolitical considerations have to be taken into account. We identify each city's global role based on its pattern of intercommunity and intracommunity connections, which enables us to obtain scale-specific representations of the network.
引用
收藏
页码:7794 / 7799
页数:6
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