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Article Dans Une Revue Physical Review E : Statistical, Nonlinear, and Soft Matter Physics Année : 2009

Delocalization transition for the Google matrix

Olivier Giraud
Bertrand Georgeot
Dima Shepelyansky

Résumé

We study the localization properties of eigenvectors of the Google matrix, generated both from the World Wide Web and from the Albert-Barabasi model of networks. We establish the emergence of a delocalization phase for the PageRank vector when network parameters are changed. In the phase of localized PageRank, a delocalization takes place in the complex plane of eigenvalues of the matrix, leading to delocalized relaxation modes. We argue that the efficiency of information retrieval by Google-type search is strongly affected in the phase of delocalized PageRank.

Dates et versions

hal-00372109 , version 1 (31-03-2009)

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Olivier Giraud, Bertrand Georgeot, Dima Shepelyansky. Delocalization transition for the Google matrix. Physical Review E : Statistical, Nonlinear, and Soft Matter Physics, 2009, 80, pp.026107. ⟨10.1103/PhysRevE.80.026107⟩. ⟨hal-00372109⟩
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