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On Eigenvalues of the Sum of Two Random Projections

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Abstract

We study the behavior of eigenvalues of matrix P N +Q N where P N and Q N are two N-by-N random orthogonal projections. We relate the joint eigenvalue distribution of this matrix to the Jacobi matrix ensemble and establish the universal behavior of eigenvalues for large N. The limiting local behavior of eigenvalues is governed by the sine kernel in the bulk and by either the Bessel or the Airy kernel at the edge depending on parameters. We also study an exceptional case when the local behavior of eigenvalues of P N +Q N is not universal in the usual sense.

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References

  1. Baik, J., Borodin, A., Deift, P., Suidan, T.: A model for the bus system in Cuernavaca (Mexico). J. Phys., A, Math. Gen. 39, 8965–8975 (2006)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  2. Bleher, P., Its, A.: Semiclassical asymptotics of orthogonal polynomials, Riemann–Hilbert problem, and universality in the matrix model. Ann. Math. 150, 185–266 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  3. Brezin, E., Hikami, S.: Extension of level-spacing universality. Phys. Rev. E 56, 264–269 (1997)

    Article  MathSciNet  ADS  Google Scholar 

  4. Collins, B.: Product of random projections, Jacobi ensembles and universality problems arising from free probability. Probab. Theory Relat. Fields 133, 315–344 (2005)

    Article  MATH  Google Scholar 

  5. Costin, O., Lebowitz, J.L.: Gaussian fluctuations in random matrices. Phys. Rev. Lett. 75, 69–72 (1995)

    Article  ADS  Google Scholar 

  6. Deift, P., Kriecherbauer, T., McLaughlin, K.T.-R., Venakides, S., Zhou, X.: Uniform asymptotics for polynomials orthogonal with respect to varying exponential weights and applications to universality questions in random matrix theory. Commun. Pure Appl. Math. 52, 1335–1425 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  7. Erdos, L., Schlein, B., Yau, H.-T.: Universality of random matrices and local relaxation flow. Invent. Math. 185, 75–119 (2011)

    Article  MathSciNet  ADS  Google Scholar 

  8. Erdos, L., Yau, H.-T.: Universality of local spectral statistics of random matrices. Bull. Am. Math. Soc. 49, 377–414 (2012). arXiv:1106.4986

    Article  MathSciNet  Google Scholar 

  9. Forrester, P.J.: The spectrum edge of random matrix ensembles. Nucl. Phys. B 402, 709–728 (1993)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  10. Forrester, P.J.: Log-Gases and Random Matrices. Princeton University Press, Princeton (2010)

    MATH  Google Scholar 

  11. Gustavsson, J.: Gaussian fluctuations of eigenvalues in the GUE. Ann. Inst. Henri Poincaré, B Probab. Stat. 41, 151–178 (2005)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  12. James, A.T.: Distribution of matrix variates and latent roots derived from normal samples. Ann. Math. Stat. 35, 475–501 (1964)

    Article  MATH  Google Scholar 

  13. Johansson, K.: Universality of the local spacing distribution in certain ensembles of Hermitian Wigner matrices. Commun. Math. Phys. 215, 683–705 (2001)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  14. Johnstone, I.M.: Multivariate analysis and Jacobi ensembles: largest eigenvalue, Tracy–Widom limits and rates of convergence. Ann. Stat. 36, 2638–2716 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  15. Kuijlaars, A.B.J.: Universality. In: Akemann, G., Baik, J., Di Francesco, P. (eds.) The Oxford Handbook of Random Matrix Theory, pp. 103–134. Oxford University Press, Oxford (2011). arXiv:1103.5922

    Google Scholar 

  16. Mehta, M.L.: Random Matrices, 3rd edn. Elsevier, Amsterdam (2004)

    MATH  Google Scholar 

  17. Metcalfe, A.P.: Universality properties of Gelfand–Tsetlin patterns. Probab. Theory Relat. Fields (2011). doi:10.1007/s00440-011-0399-7. Available at arXiv:1105.1272

    Google Scholar 

  18. Muirhead, R.J.: Aspects of Multivariate Statistical Theory. Wiley, New York (1982)

    Book  MATH  Google Scholar 

  19. Nagao, T., Forrester, P.J.: Asymptotic correlations at the spectrum edge of random matrices. Nucl. Phys. B 435, 401–420 (1995)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  20. Pastur, L., Vasilchuk, V.: On the law of addition of random matrices. Commun. Math. Phys. 214, 249–286 (2000). arXiv:math-ph/0003043

    Article  MathSciNet  ADS  MATH  Google Scholar 

  21. 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 

  22. Soshnikov, A.: A note on the universality of the distribution of largest eigenvalues in certain sample covariance matrices. J. Stat. Phys. 108, 1033–1056 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  23. Soshnikov, A.B.: Gaussian fluctuation for the number of particles in Airy, Bessel, sine, and other determinantal random point fields. J. Stat. Phys. 100, 491–522 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  24. Tao, T., Vu, V.: Random matrices: universality of the local eigenvalue statistics. Acta Math. 206, 127–204 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  25. Wachter, K.W.: The limiting empirical measure of multiple discriminant ratios. Ann. Stat. 8, 937–957 (1980)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to V. Kargin.

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Kargin, V. On Eigenvalues of the Sum of Two Random Projections. J Stat Phys 149, 246–258 (2012). https://doi.org/10.1007/s10955-012-0592-9

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  • DOI: https://doi.org/10.1007/s10955-012-0592-9

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