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Fluctuations of Matrix Entries of Regular Functions of Wigner Matrices

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Abstract

We study the fluctuations of the matrix entries of regular functions of Wigner random matrices in the limit when the matrix size goes to infinity. In the case of the Gaussian ensembles (GOE and GUE) this problem was considered by A. Lytova and L. Pastur (J. Stat. Phys. 134:147–159, 2009). Our results are valid provided the off-diagonal matrix entries have finite fourth moment, the diagonal matrix entries have finite second moment, and the test functions have four continuous derivatives in a neighborhood of the support of the Wigner semicircle law. Moreover, if the marginal distributions satisfy the Poincaré inequality our results are valid for Lipschitz continuous test functions.

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References

  1. Anderson, G.W., Zeitouni, O.: A CLT for a band matrix model. Probab. Theory Relat. Fields 134, 283–338 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  2. Anderson, G.W., Guionnet, A., Zeitouni, O.: An Introduction to Random Matrices. Cambridge Studies in Advanced Mathematics, vol. 118. Cambridge University Press, New York (2010)

    MATH  Google Scholar 

  3. Bai, Z.D.: Methodologies in spectral analysis of large-dimensional random matrices, a review. Stat. Sin. 9, 611–677 (1999)

    MATH  Google Scholar 

  4. Bai, Z.D., Yao, J.: Central limit theorems for eigenvalues in a spiked population model. Ann. Inst. Henri Poincaré Probab. Stat. 44, 447–474 (2008)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  5. Bai, Z.D., Yin, Y.Q.: Necessary and sufficient conditions for the almost sure convergence of the largest eigenvalue of Wigner matrices. Ann. Probab. 16, 1729–1741 (1988)

    Article  MathSciNet  MATH  Google Scholar 

  6. Bai, Z.D., Wang, X., Zhou, W.: CLT for linear spectral statistics of Wigner matrices. Electron. J. Probab. 14, 2391–2417 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  7. Ben Arous, G., Guionnet, A.: Wigner matrices. In: Akemann, G., Baik, J., Di Francesco, P. (eds.) Oxford Handbook on Random Matrix Theory. Oxford University Press, New York (2011)

    Google Scholar 

  8. Benaych-Georges, F., Guionnet, A., Maida, M.: Fluctuations of the extreme eigenvalues of finite rank deformations of random matrices. Available at arXiv:1009.0145

  9. Beran, R.J.: Rank spectral processes and tests for serial dependence. Ann. Math. Stat. 43, 1749–1766 (1972)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  10. Billingsley, P.: Convergence of Probability Measures. Willey Series in Probability and Statistics. Wiley, New York (1999)

    Google Scholar 

  11. Capitaine, M., Donati-Martin, C.: Strong asymptotic freeness of Wigner and Wishart matrices. Indiana Univ. Math. J. 56, 767–804 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  12. Capitaine, M., Donati-Martin, C., Féral, D.: The largest eigenvalue of finite rank deformation of large Wigner matrices: convergence and non universality of the fluctuations. Ann. Probab. 37(1), 1–47 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  13. Capitaine, M., Donati-Martin, C., Féral, D.: Central limit theorems for eigenvalues of deformations of Wigner matrices. Available at arXiv:0903.4740

  14. Chen, X., Qi, H., Tseng, P.: Analysis of nonsmooth symmetric-matrix-valued functions with applications to semidefinite complementary problems. SIAM J. Optim. 13, 960–985 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  15. Davies, E.B.: The functional calculus. J. Lond. Math. Soc. 52, 166–176 (1995)

    ADS  MATH  Google Scholar 

  16. Erdös, L.: Universality of Wigner random matrices: a survey of recent results. Available at arXiv:1004.0861

  17. Erdös, L., Yin, J., Yau, H.-T.: Rigidity of eigenvalues of generalized Wigner matrices. Available at arXiv:1007.4652v3

  18. Guionnet, A., Zegarlinski, B.: Lectures on logarithmic Sobolev inequalities. In: Seminaire de Probabilités XXXVI. Lecture Notes in Mathematics, vol. 1801. Springer, Paris (2003)

    Google Scholar 

  19. Haagerup, U., Thorbjornsen, S.: A new application of random matrices: \(\operatorname{Ext}(C_{\mathit{red}}^{*} (F_{2} ))\) is not a group. Ann. Math. 162, 711–775 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  20. Helffer, B., Sjöstrand, J.: Equation de Schrödinger avec champ magnetique et equation de Harper. In: Holden, H., Jensen, A. (eds.) Schrödinger Operators. Lecture Notes in Physics, vol. 345, pp. 118–197. Springer, Berlin (1989)

    Chapter  Google Scholar 

  21. Hörmander, L.: On the singularities of solutions of partial differential equations. In: Proceedings of the International Conference, Tokyo, 1969, pp. 31–40. University of Tokyo Press, Tokyo (1970)

    Google Scholar 

  22. Hörmander, L.: The Analysis of Linear Partial Differential Operators, vol. 1. Springer, New York (2003)

    MATH  Google Scholar 

  23. Johansson, K.: Universality for certain Hermitian Wigner matrices under weak moment conditions. Available at arXiv:0910.4467v3

  24. Khorunzhy, A., Khoruzhenko, B., Pastur, L.: Asymptotic properties of large random matrices with independent entries. J. Math. Phys. 37, 5033–5060 (1996)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  25. Lytova, A., Pastur, L.: Central Limit Theorem for linear eigenvalue statistics of random matrices with independent entries. Ann. Probab. 37, 1778–1840 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  26. Lytova, A., Pastur, L.: Fluctuations of matrix elements of regular functions of Gaussian random matrices. J. Stat. Phys. 134, 147–159 (2009)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  27. O’Rourke, S., Renfrew, D., Soshnikov, A.: On fluctuations of matrix entries of regular functions of Wigner matrices with non-identically distributed entries. J. Theor. Probab. (to appear). Available at arXiv:1104.1663 v.4

  28. Péché, S., Soshnikov, A.: Wigner random matrices with non-symmetrically distributed entries. J. Stat. Phys. 129, 857–884 (2007)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  29. Péché, S., Soshnikov, A.: On the lower bound of the spectral norm of symmetric random matrices with independent entries. Electron. Commun. Probab. 13, 280–290 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  30. Pizzo, A., Renfrew, D., Soshnikov, A.: On finite rank deformations of Wigner matrices. Ann. Inst. Henri Poincaré B, Probab. Stat. (to appear). Available at arXiv:1103.3731v4

  31. Pastur, L., Lytova, A.: Non-Gaussian limiting laws for entries of regular functions of the Wigner matrices. Available at arXiv:1103.2345

  32. Reed, M., Simon, B.: Methods of Modern Mathematical Physics, vol. 1: Functional Analysis, 2nd edn. Academic Press, New York (1980)

    Google Scholar 

  33. Sevast’yanov, B.A.: A class of limit distributions for quadratic forms of normal stochastic variables. Theory Probab. Appl. 6, 337–340 (1961)

    Google Scholar 

  34. Shcherbina, M.: Central limit theorem for linear eigenvalue statistics of Wigner and sample covariance random matrices. Available at arXiv:1101.3249v1

  35. Shcherbina, M.: Letter from March 1, 2011

  36. Soshnikov, A.: Universality at the edge of the spectrum in Wigner random matrices. Commun. Math. Phys. 207, 697–733 (1999)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  37. Tao, T., Vu, V.: Random matrices: universality of local eigenvalue statistics up to the edge. Commun. Math. Phys. 298(2), 549–572 (2010)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  38. Tracy, C., Widom, H.: Level spacing distributions and the Airy kernel. Commun. Math. Phys. 159, 151–174 (1994)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  39. Tracy, C., Widom, H.: On orthogonal and symplectic matrix ensembles. Commun. Math. Phys. 177, 727–754 (1996)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  40. Whittle, P.: On the convergence to normality of quadratic forms in independent variables. Theory Probab. Appl. 9, 113–118 (1964)

    Article  MathSciNet  Google Scholar 

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Correspondence to Alexander Soshnikov.

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A.P. has been supported in part by the NSF grant DMS-0905988.

D.R. has been supported in part by the NSF grants VIGRE DMS-0636297, DMS-1007558, and DMS-0905988.

A.S. has been supported in part by the NSF grant DMS-1007558.

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Pizzo, A., Renfrew, D. & Soshnikov, A. Fluctuations of Matrix Entries of Regular Functions of Wigner Matrices. J Stat Phys 146, 550–591 (2012). https://doi.org/10.1007/s10955-011-0404-7

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