PageRank equation and localization in the WWW

被引:17
作者
Perra, N. [1 ,2 ,3 ]
Zlatic, V. [4 ,5 ]
Chessa, A. [1 ,2 ]
Conti, C. [6 ,7 ]
Donato, D. [8 ]
Caldarelli, G. [2 ,4 ,7 ]
机构
[1] Univ Cagliari, Dept Phys, SLACS CNR, I-09042 Cagliari, Italy
[2] Complex Syst Computat Lab, Linkalab, I-09100 Cagliari, Italy
[3] Indiana Univ, Sch Informat & Comp, Ctr Complex Networks & Syst Res, Bloomington, IN USA
[4] Univ Roma La Sapienza, Dept Phys, Ctr SMC CNR INFM, I-00185 Rome, Italy
[5] Rudjer Boskovic Inst, Div Theoret Phys, HR-10002 Zagreb, Croatia
[6] Univ Roma La Sapienza, Dept Phys, CTr SOFT INFM CNR, I-00185 Rome, Italy
[7] Inst Complex Syst ISC CNR, I-00185 Rome, Italy
[8] Yahoo Res, Barcelona 08018, Spain
关键词
COMPLEX NETWORKS;
D O I
10.1209/0295-5075/88/48002
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We show that the PageRank in a network can be represented as the solution of a differential equation discretized over a directed graph. By exploiting a formal relationship with the time-independent Schrodinger equation it is possible to interpret hub formation and related phenomena as a wave-like localization process in the presence of disorder and trapping potentials. The result opens new perspectives in the physics of networks with interdisciplinary connections and opens the way to the employment of various mathematical techniques to the analysis of self-organization in structured systems. Applications are envisaged in the World-Wide Web, traffic, social and biological networks. Copyright (C) EPLA, 2009
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页数:5
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