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 Electronic Journal of Probability > Vol. 12 (2007) > Paper 41 open journal systems 


Large deviations for the largest eigenvalue of rank one deformations of Gaussian ensembles

Mylène Maida, Université Paris-Sud


Abstract
We establish a large deviation principle for the largest eigenvalue of a rank one deformation of a matrix from the GUE or GOE. As a corollary, we get another proof of the phenomenon, well-known in learning theory and finance, that the largest eigenvalue separates from the bulk when the perturbation is large enough. A large part of the paper is devoted to an auxiliary result on the continuity of spherical integrals in the case when one of the matrix is of rank one, as studied in one of our previous works.


Full text: PDF

Pages: 1131-1150

Published on: August 25, 2007


Bibliography
  1. Z.D. Bai, Convergence rate of expected spectral distributions of large random matrices. I.Wigner matrices, Ann. Probab. 21 (1993), no.2, 625--648. Math. Review 95a:60039
  2. Z. D. Bai, Methodologies in spectral analysis of large-dimensional random matrices, a review. With comments by G. J. Rodgers and Jack W. Silverstein; and a rejoinder by the author Statist. Sinica 9 (1999), no. 3, 611--677. Math. Review 2000e:60044
  3. J. Baik, G. Ben~Arous, and S. Péché, Phase transition of the largest eigenvalue for non-null complex sample covariance matrices, Ann. Probab. 33 (2005), no. 5, 1643--1697. Math. Review 2006g:15046
  4. G. Ben Arous, A. Dembo, and A. Guionnet, Aging of spherical spin glasses, Probab. Theory Related Fields 120 (2001), no.1, 1--67. Math. Review 2003a:82039
  5. G. Ben Arous and A. Guionnet, Large deviations for Wigner's law and Voiculescu's non-commutative entropy, Probab. Theory Related Fields 108 (1997), no.4, 517--542. Math. Review 98i:15026
  6. E. Brézin and S. Hikami, Correlations of nearby levels induced by a random potential, Nuclear Phys. B 479 (1996), no.3, 697--706. Math. Review 97j:82080
  7. P. Deift, T. Kriecherbauer, K. T.-R. McLaughlin, S. Venakides, and X. Zhou, Uniform asymptotics for polynomials orthogonal with respect to varying exponential weights and applications to universality questions in random matrix theory, Comm. Pure Appl. Math. 52 (1999), no.11, 1335--1425. Math. Review 2001g:42050
  8. P.A. Deift, Orthogonal polynomials and random matrices: a Riemann-Hilbert approach , Courant Lecture Notes in Mathematics, 3. New York University Courant Institute of Mathematical Sciences, New York, 1999. Math. Review 2000g:47048
  9. N. El Karoui, Recent results about the largest eigenvalue of random covariance matrices and statistical application, Acta Phys.Polon. B 36 (2005), no.9, 2681--2697.
  10. N. El Karoui, Tracy-widom limit for the largest eigenvalue of a large class of complex sample covariance matrices, Annals of Probability 35 (2007), no.2.
  11. D. Féral and S. Péché, The largest eigenvalue of rank one deformation of large wigner matrices, Comm.Math.Phys 272 (2007), no.1, 185--228.
  12. A. Guionnet and M. Maïda, A Fourier view on the R-transform and related asymptotics of spherical integrals, J. Funct. Anal. 222 (2005), no.2, 435--490. Math. Review 2006b:60043
  13. A. Guionnet and O. Zeitouni, Concentration of the spectral measure for large matrices, Electronic Communications in Probability 5 (2000), 119--136. Math. Review 2001k:15035
  14. A. Guionnet and O. Zeitouni, Large deviations asymptotics for spherical integrals, J. Funct. Anal. 188 (2002), no.2, 461--515. Math. Review 2003e:60055
  15. D. Hoyle and M. Rattray, Limiting form of the sample covariance eigenspectrum in pca and kernel pca, Proceedings of Neural Information Processing Systems, 2003.
  16. K. Johansson, Universality of the local spacing distribution in certain ensembles of Hermitian Wigner matrices, Comm. Math. Phys. 215 (2001), no.3, 683--705. Math. Review 2002j:15024
  17. I. Johnstone, On the distribution of the largest eigenvalue in principal components analysis, Annals of Statistics 29 (2001), no.2, 295--327. Math. Review 2002i:62115
  18. L. Laloux, P. Cizeau, M. Potters, and J. Bouchaud, Random matrix theory and financial correlations, Intern. J. Theor. Appl. Finance 3 (2000), no.3, 391--397.
  19. M. L. Mehta, Random matrices. Second edition. Academic Press Inc., Boston, MA, 1991. Math. Review 92f:82002
  20. S. Péché, The largest eigenvalue of small rank perturbations of hermitian random matrices, Probab. Theory Related Fields 134 (2006), no.1, 127--173. Math. Review 2007d:15041
  21. C. A. Tracy and H. Widom, Level-spacing distributions and the Airy kernel, Comm. Math. Phys. 159 (1994), no.1, 151--174. Math. Review 95e:82003
  22. E. P. Wigner, On the distribution of the roots of certain symmetric matrices, Ann. of Math. (2) 67 (1958), 325--327. Math. Review 95527(20#2029)
















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Electronic Journal of Probability. ISSN: 1083-6489