![](images/spacer.gif) |
|
|
| | | | | |
|
|
|
|
|
Concentration of the Spectral Measure for Large Matrices
|
Alice Guionnet, Ecole Normale Superieure 0fer Zeitouni, Technion |
Abstract
We derive concentration inequalities for functions of the empirical
measure of eigenvalues for large, random, self adjoint matrices,
with not necessarily Gaussian entries. The results presented
apply in particular to non-Gaussian Wigner and Wishart matrices.
We also provide concentration bounds for non commutative
functionals of random matrices.
|
Full text: PDF
Pages: 119-136
Published on: June 30, 2000
|
Bibliography
-
L. Arnold; On the asymptotic distribution of eigenvalues of random matrices,
J.
Math. Anal. Appl. 20, 262-268 (1967).
Math. Review link
-
Z. D. Bai; Convergence rate of expected spectral distributions of large
random matrices. Part I: Wigner Matrices, Part II: sample covariance matrices,
Annals of Probability 21,
No 2, 625-672 (1993).
Math. Review link,
Math. Review link.
-
Z. D. Bai; Methodologies in spectral analysis of large dimensional random
matrices: a review, Statistica Sinica 9, No 3, 611-661 (1999).
Math. Review link
-
G. Ben Arous, A. Guionnet; Large deviations for Wigner's law and Voiculescu's
non-commutative entropy, Prob. Th. Rel. Fields 108, 517-542
(1997).
Math. Review link
-
F. A. Berezin; Some remarks on the Wigner distribution,
Teo. Mat. Fiz17, N. 3, 1163--1171 (English) (1973).
Math. Review link
-
S. G. Bobkov, F. G. Götze; Exponential integrability and transportation
cost related to log-Sobolev inequalities, J. Funct. Anal. 163,
No 1 (1999).
Math. Review link
-
L. V. Bogachev, S. A. Molchanov, L. A. Pastur ; On the density of states of
random band matrices, Math Notes 50 , 832-842 (1991).
Math. Review link
-
Cabanal-Duvillard; Fluctuations de la loi spectrale des grandes matrices
al'eatoires, Submitted to Ann. Inst. H. Poincar'e. (1999).
-
Cabanal-Duvillard, A. Guionnet; Large deviations upper bounds
and non-commutative
entropies for some matrices ensembles, Preprint (1999).
-
G. Casati, V. Girko; Generalized Wigner law for band random matrices,
Random Oper. Stochastic Equations 1, 279-286 (1993).
Math. Review link
-
R. M. Dudley;
Real Analysis and Probability, Wadsworth, Pacific Grove (1989).
Math. Review link
-
L. Gross; Logarithmic Sobolev inequalities, Amer. J. Math.
97, 1061-1083 (1975).
Math. Review link
-
Guionnet; Large deviation upper bounds and central limit
theorems for band matrices, Preprint (1999).
Review not available.
-
Guionnet, B. Zegarlinski; Course Notes IHP 98.
Review not available.
-
F. Hiai, D. Petz; Eigenvalue density of the Wishart matrix
and large deviations,
Inf. Dim. Anal. Quantum Probab. Rel. Top.
1, 633-646 (1998).
Math. Review link
-
K. Johansson; On fluctuations of eigenvalues of random Hermitian matrices,
Duke J. Math. 91, 151--204 (1998).
Math. Review link
-
M. Khorunzhy, B. A. Khoruzhenko, L. A. Pastur, M. V. Shcherbina;
The large n-limit
in Statistical Mechanics and the Spectral Theory of Disordered Systems,
Phase Transition and critical phenomena 15,
73-239 ed. C. Domb, J. L. Lebowitz, Academic Press, London (1992).
Review not available.
-
M. Khorunzhy, B. A. Khoruzhenko, L. A. Pastur;
Asymptotic properties of large random matrices with independent
entries, J. Math. Phys. 37,
5033-5060 (1996).
Math. Review link
-
M. Ledoux; Concentration of measure and logarithmic Sobolev inequalities,
Séminaire
de probabilité XXXIII LNM 1709, 80-216 (1999).
-
L. A. Pastur, V. A. Martchenko; The distribution of eigenvalues in certain
sets of random matrices, Math. USSR-Sbornik 1, 457-483 (1967).
Math. Review link
-
D. Ruelle; Statistical Mechanics: Rigorous Results, Benjamin, Amsterdam
(1969).
Math. Review link
-
D. Shlyakhtenko; Random Gaussian Band matrices and Freeness
with Amalgation,
Int. Math. Res. Not. 20, 1013-1025 (1996).
Math. Review link
-
J. W. Silverstein; Z. D. Bai; On the empirical distribution of eigenvalues
of a class of large dimensional random matrices, J. Mult. Anal.
54,
175-192 (1995).
Math. Review link
-
Ya. Sinai, A. Soshnikov; A central limit theorem for traces of large random
matrices with independent matrix elements, Bol. Soc. Brasil. Mat.
(N.S.)29, 1-24 (1998).
Math. Review link
-
M. Talagrand; An isoperimetric theorem on the cube and the Khintchine-Kahane
inequalities, Proc. Amer. Math. Soc. 104, 905-909 (1988).
Math. Review link
-
M. Talagrand; Concentration of measure and isoperimetric inequalities in
product spaces, Pub. Math. IHES 81, 73-205 (1995).
Math. Review link
-
M. Talagrand; A new look at independence, Annals of
Probab. 24,1-34 (1996).
Math. Review link
-
M. Talagrand; New concentration inequalities in product spaces, Invent.
Math. 86, No 3, 505-563 (1996).
Math. Review link
-
K. W. Wachter; The strong limits of random matrix spectra for sample matrices
of independent elements, Annals of Probab. 6, 1-18 (1978).
Math. Review link
-
E. Wigner; On the distribution of the roots of certain symmetric matrices,
Ann. Math. 67,
325-327 (1958).
Math. Review link
-
J. Wishart; The generalized product moment distribution in samples from
a normal multivariate population, Biometrika 20,
35-52 (1928). Review not available.
|
|
|
|
|
|
|
| | | | |
Electronic Communications in Probability. ISSN: 1083-589X |
|