A model of Internet topology using k-shell decomposition

被引:496
作者
Carmi, Shai [1 ]
Havlin, Shlomo
Kirkpatrick, Scott
Shavitt, Yuval
Shir, Eran
机构
[1] Bar Ilan Univ, Minerva Ctr, IL-52900 Ramat Gan, Israel
[2] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
[3] Hebrew Univ Jerusalem, Benin Sch Engn & Comp Sci, IL-91904 Jerusalem, Israel
[4] Tel Aviv Univ, Sch Elect Engn, IL-69978 Tel Aviv, Israel
关键词
fractals; networks; percolation;
D O I
10.1073/pnas.0701175104
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 study a map of the Internet (at the autonomous systems level), by introducing and using the method of k-shell decomposition and the methods of percolation theory and f ractal geometry, to find a model for the structure of the Internet. In particular, our analysis uses information on the connectivity of the network shells to separate, in a unique (no parameters) way, the Internet into three subcomponents: (i) a nucleus that is a small (approximate to 100 nodes), very well connected globally distributed subgraph; (ii) a fractal subcomponent that is able to connect the bulk of the Internet without congesting the nucleus, with self-similar properties and critical exponents predicted from percolation theory; and (iii) dendrite-like structures, usually isolated nodes that are connected to the rest of the network through the nucleus only. We show that our method of decomposition is robust and provides insight into the underlying structure of the Internet and its functional consequences. Our approach of decomposing the network is general and also useful when studying other complex networks.
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页码:11150 / 11154
页数:5
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