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Spectral properties of Google matrix of Wikipedia and other networks

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Abstract

We study the properties of eigenvalues and eigenvectors of the Google matrix of the Wikipedia articles hyperlink network and other real networks. With the help of the Arnoldi method, we analyze the distribution of eigenvalues in the complex plane and show that eigenstates with significant eigenvalue modulus are located on well defined network communities. We also show that the correlator between PageRank and CheiRank vectors distinguishes different organizations of information flow on BBC and Le Monde web sites.

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References

  1. Wikipedia, World Wide Web, http://en.wikipedia.org/wiki/World_Wide_Web

  2. A.A. Markov, Izvestiya Fiziko-matematicheskogo obschestva pri Kazanskom universitete 15, 135 (1906) (in Russian)

    Google Scholar 

  3. M. Brin, G. Stuck, Introduction to dynamical systems (Cambridge University Press, Cambridge, 2002)

  4. S. Brin, L. Page, Computer Networks and ISDN Systems 30, 107 (1998)

    Article  Google Scholar 

  5. A.M. Langville, C.D. Meyer, Google’s PageRank and Beyond: The Science of Search Engine Rankings (Princeton University Press, Princeton, 2006)

  6. D. Donato, L. Laura, S. Leonardi, S. Millozzi, Eur. Phys. J. B 38, 239 (2004)

    Article  ADS  Google Scholar 

  7. G. Pandurangan, P. Raghavan, E. Upfal, Internet Math. 3, 1 (2005)

    Article  MathSciNet  Google Scholar 

  8. N. Litvak, W.R.W. Scheinhardt, Y. Volkovich, Lect. Notes Comput. Sci. 4936, 72 (2008)

    Article  MathSciNet  Google Scholar 

  9. S. Serra-Capizzano, SIAM J. Matrix Anal. Appl. 27, 305 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  10. O. Giraud, B. Georgeot, D.L. Shepelyansky, Phys. Rev. E 80, 026107 (2009)

    Article  ADS  Google Scholar 

  11. B. Georgeot, O. Giraud, D.L. Shepelyansky, Phys. Rev. E 81, 056109 (2010)

    Article  ADS  Google Scholar 

  12. L. Ermann, A.D. Chepelianskii, D.L. Shepelyansky, Eur. Phys. J. B 79, 115 (2011)

    Article  ADS  Google Scholar 

  13. K.M. Frahm, B. Georgeot, D.L. Shepelyansky, J. Phys, A 44, 465101 (2011)

    Google Scholar 

  14. L. Ermann, D.L. Shepelyansky, Acta Phys. Polonica A 120, A158 (2011), www.quantware.ups-tlse.fr/QWLIB/tradecheirank/

    URL  Google Scholar 

  15. K.M. Frahm, D.L. Shepelyansky, Eur. Phys. J. B 85, 355 (2012), www.quantware.ups-tlse.fr/QWLIB/twittermatrix/

    Article  URL  ADS  Google Scholar 

  16. A.O. Zhirov, O.V. Zhirov, D.L. Shepelyansky, Eur. Phys. J. B 77, 523 (2010), www.quantware.ups-tlse.fr/QWLIB/2drankwikipedia/

    Article  URL  ADS  Google Scholar 

  17. Wikipedia, Google matrix, http://en.wikipedia.org/wiki/Google˙matrix

  18. A.D. Chepelianskii, Towards physical laws for software architecture, arXiv:1003.5455[cs.SE] (2010), www.quantware.ups-tlse.fr/QWLIB/linuxnetwork/

  19. L. Ermann, A.D. Chepelianskii, D.L. Shepelyansky, J. Phys. A 45, 275101 (2012), www.quantware.ups-tlse.fr/QWLIB/dvvadi/

    Article  URL  ADS  Google Scholar 

  20. Wikipedia, CheiRank, http://en.wikipedia.org/wiki/CheiRank

  21. G.W. Stewart, Matrix Algorithms Volume II: Eigensystems (SIAM, Philadelphia, 2001)

  22. G.H. Golub, C. Greif, BIT Num. Math. 46, 759 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  23. K.M. Frahm, D.L. Shepelyansky, Eur. Phys. J. B 76, 57 (2010)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  24. Academic Web Link Database Project http://cybermetrics.wlv.ac.uk/database/

  25. K. Zyczkowski, M. Kus, W. Slomczynski, H.-J. Sommers, J. Phys. A 36, 3425 (2003)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  26. F. Evers, A.D. Mirlin, Rev. Mod. Phys. 80, 1355 (2008)

    Article  ADS  Google Scholar 

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Correspondence to Dima L. Shepelyansky.

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Ermann, L., Frahm, K.M. & Shepelyansky, D.L. Spectral properties of Google matrix of Wikipedia and other networks. Eur. Phys. J. B 86, 193 (2013). https://doi.org/10.1140/epjb/e2013-31090-8

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  • DOI: https://doi.org/10.1140/epjb/e2013-31090-8

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