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PageRank equation and localization in the WWW

N. Perra1,2,3, V. Zlatić4,5, A. Chessa1,2, C. Conti6,7, D. Donato8 and G. Caldarelli2,4,7

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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 Schrödinger 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.


PACS

71.23.-k Electronic structure of disordered solids

89.75.Fb Structures and organization in complex systems

05.10.-a Computational methods in statistical physics and nonlinear dynamics

Subjects

Computational physics

Condensed matter: electrical, magnetic and optical

Statistical physics and nonlinear systems

Dates

Issue 4 (November 2009)

Received 17 August 2009, accepted for publication 23 October 2009

Published 20 November 2009



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