Abstract
Concentration properties of the general empirical distribution functions and the rate of convergence of spectral empirical distributions to the semi-circle law in the case of symmetric high-dimensional random matrices are studied under Poincaré-type inequalities.
Similar content being viewed by others
References
Aida, S., Stroock, D.: Moment estimates derived from Poincaré and logarithmic Sobolev inequalities. Math. Res. Lett. 1, 75–86 (1994)
Bai, Z.D.: Convergence rate of expected spectral distributions of large random matrices. Part I. Wigner matrices. Ann. Probab. 21, 625–648 (1993)
Bai, Z.D., Miao, B., Tsay, J.: Convergence rates of the spectral distributions of large Wigner matrices. Int. Math. J. 1(1), 65–90 (2002)
Bhatia, R.: Matrix Analysis. Graduate Texts in Mathematics, vol. 169. Springer, New York (1997) xii+347 pp
Bobkov, S.G.: Isoperimetric and analytic inequalities for log-concave probability measures. Ann. Probab. 27(4), 1903–1921 (1999)
Bobkov, S.G., Götze, F.: Discrete isoperimetric and Poincare-type inequalities. Probab. Theory Relat. Fields 114(2), 245–277 (1999)
Bobkov, S.G., Götze, F.: Hardy-type inequalities via Riccati and Sturm-Liouville equations. In: Maz’ya, V. (ed.) Intern. Math. Series. Sobolev Spaces in Mathematics I, Sobolev Type Inequalities, vol. 8, pp. 69–86. Springer, Berlin (2008)
Bobkov, S.G., Götze, F.: Concentration of empirical distribution functions with applications to non i.i.d. models. Preprint (2008). To appear in: Bernoulli
Bobkov, S.G., Götze, F., Tikhomirov, A.N.: On the concentration of high-dimensioanal matrices with randomly signed entries. J. Math. Sci. 163(4), 328–351 (2009)
Bobkov, S.G., Houdré, C.: Weak dimension-free concentration of measure. Bernoulli 6(4), 621–632 (2000)
Bobkov, S.G., Ledoux, M.: Poincare’s inequalities and Talagrand’s concentration phenomenon for the exponential distribution. Probab. Theory Relat. Fields 107, 383–400 (1997)
Bobkov, S.G., Ledoux, M.: Weighted Poincaré-type inequalities for Cauchy and other convex measures. Ann. Probab. 37(2), 403–427 (2009)
Borovkov, A.A., Utev, S.A.: On an inequality and a characterization of the normal distribution connected with it. Probab. Theory Appl. 28, 209–218 (1983)
Chatterjee, S., Bose, A.: A new method for bounding rates of convergence of empirical spectral distributions. J. Theor. Probab. 17(4), 1003–1019 (2004)
Davidson, K.R., Szarek, S.J.: Local operator theory, random matrices and Banach spaces. In: Handbook of the Geometry of Banach spaces, vol. I, pp. 317–366. North-Holland, Amsterdam (2001)
Erdös, L., Schlein, B., Yau, H.-T.: Local semicircle law and complete delocalization for Wigner random matrices. Commun. Math. Phys. 287(2), 641–655 (2009)
Erdös, L., Schlein, B., Yau, H.-T.: Semicircle law on short scales and delocalization of eigenvectors for Wigner random matrices. Ann. Probab. 37(3), 815–852 (2009)
Girko, V.L.: Extended proof of the statement: convergence rate of the expected spectral functions of symmetric random matrices Ξ n is equal to O(n −1/2) and the method of critical steepest descent. Random Oper. Stoch. Equ. 10, 253–300 (2002)
Götze, F., Tikhomirov, A.N.: Rate of convergence to the semi-circular law. Probab. Theory Relat. Fields 127(2), 228–276 (2003)
Götze, F., Tikhomirov, A.N.: The rate of convergence for spectra of GUE and LUE matrix ensembles. Cent. Eur. J. Math. 3(4), 666–704 (2005) (electronic)
Götze, F., Tikhomirov, A.N., Timushev, D.A.: Rate of convergence to the semi-circle law for the deformed Gaussian unitary ensemble. Cent. Eur. J. Math. 5(2), 305–334 (2007) (electronic)
Gromov, M., Milman, V.D.: A topological application of the isoperimetric inequality. Am. J. Math. 105, 843–854 (1983)
Guionnet, A., Zeitouni, O.: Concentration of the spectral measure for large matrices. Electron. Commun. Probab. 5, 119–136 (2000)
Kac, I.S., Krein, M.G.: Criteria for the discreteness of the spectrum of a singular string. Izv. Vysš. Učebn. Zaved. Mat. 2(3), 136–153 (1958) (in Russian)
Ledoux, M.: The concentration of measure phenomenon. Math. Surveys and Monogr aphs, vol. 89. AMS (2001)
Ledoux, M.: Deviation inequalities on largest eigenvalues. In: Geom. Aspects of Funct. Anal., Israel Seminar 2004–2005. Lecture Notes in Math., vol. 1910, pp. 167–219. Springer, Berlin (2007)
Maz’ya, V.G.: Sobolev spaces. Springer, Berlin and New York (1985)
Muckenhoupt, B.: Hardy’s inequality with weights. Studia Math. XLIV, 31–38 (1972)
Pastur, L.A.: The spectrum of random matrices. Teoret. Mat. Fiz. 10(1), 102–112 (1972) (in Russian)
Pastur, L.A.: Spectra of random selfadjoint operators. Usp. Mat. Nauk 28(1), 3–64 (1973) (169) (in Russian)
Timushev, D.A.: On the rate of convergence in probability of the spectral distribution function of a random matrix. Theory Probab. Appl. 51(3), 546–549 (2007)
Author information
Authors and Affiliations
Corresponding author
Additional information
Research partially supported by NSF grant DMS-0706866, SFB 701, RFBR grant N07-01-00583-a, and RF grant of the leading scientific schools NSh-638.2008.1.
Rights and permissions
About this article
Cite this article
Bobkov, S.G., Götze, F. & Tikhomirov, A.N. On Concentration of Empirical Measures and Convergence to the Semi-circle Law. J Theor Probab 23, 792–823 (2010). https://doi.org/10.1007/s10959-010-0286-7
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10959-010-0286-7