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PageRank equation and localization in the WWW

Academic Article
Publication Date:
2009
abstract:
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.
Iris type:
01.01 Articolo in rivista
Keywords:
Computational physics; Electronic structure of disordered solids
List of contributors:
Conti, Claudio; Caldarelli, Guido
Authors of the University:
CALDARELLI GUIDO
Handle:
https://iris.cnr.it/handle/20.500.14243/35811
Published in:
EUROPHYSICS LETTERS (PRINT)
Journal
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