On the lower bound of the spectral norm of symmetric random matrices with independent entries
Alexander Soshnikov (University of California at Davis, USA)
Abstract
We show that the spectral radius of an $N\times N$ random symmetric matrix with i.i.d. bounded centered but non-symmetrically distributed entries is bounded from below by $ 2 \sigma - o( N^{-6/11+\varepsilon}), $ where $\sigma^2 $ is the variance of the matrix entries and $\varepsilon $ is an arbitrary small positive number. Combining with our previous result from [7], this proves that for any $\varepsilon >0, \ $ one has $ \|A_N\| =2 \sigma + o( N^{-6/11+\varepsilon}) $ with probability going to $ 1 $ as $N \to \infty$.
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Pages: 280-290
Publication Date: June 1, 2008
DOI: 10.1214/ECP.v13-1376
References
- N.Alon, M. Krivelevich, and V.Vu, On the concentration of eigenvalues of random symmetric matrices. Israel J. Math. 131 (2002), 259-267. Math. Review MR1942311
- L.Arnold. On the asymptotic distribution of the eigenvalues of random matrices. J. Math. Anal. Appl. 20 (1967), 262-268. Math. Review MR0217833
- D.J. Daley, D.Vere-Jones. An Introduction to the Theory of Point Processes, Vol.I, Elementary theory and methods. Second edition. Probability and its Applications (New York). Springer-Verlag, New York, 2003. xxii+469 pp. ISBN 0-387-95541-0 Math. Review 2004c:60001
- Z. F"{u}redi and J. Koml'os. The eigenvalues of random symmetric matrices. Combinatorica 1 (1981), 233-241. Math. Review 83e:15010
- A. Guionnet and O. Zeitouni. Concentration of the spectral measure for large matrices. Electron. Comm. Probab. 5 (2000), 119-136. Math. Review 2001k:15035
- M. Ledoux. The Concentration of Measure Phenomenon. Mathematical Surveys and Monographs, 89. American Mathematical Society, Providence, RI, 2001. x+181 pp. ISBN 0-8218-2864-9 Math. Review 2003k:28019
- M. Ledoux. Concentration of measure and logarithmic Sobolev inequalities. SÃminaire de ProbabilitÃs, XXXIII, 120--216, Lecture Notes in Math., 1709, Springer, Berlin, 1999. Math. Review 2002j:60002
- S.PÃchà and A. Soshnikov. Wigner random matrices with non-symmetrically distributed entries. J. Stat. Phys. 129 (2007), 857-884.
- Y. Sinai and A. Soshnikov. Central limit theorem for traces of large random symmetric matrices with independent matrix elements. Bol. Soc. Brasil. Mat. (N.S.)29 (1998), 1-24. Math. Review 99f:60053
- Y. Sinai and A. Soshnikov. A refinement of Wigner's semicircle law in a neighborhood of the spectrum edge for random symmetric matrices. Funct. Anal. Appl.32 (1998), 114-131. Math. Review 2000c:82041
- A.Soshnikov. Universality at the edge of the spectrum in Wigner random matrices. Commun. Math. Phys.207, (1999), 697-733. Math. Review 2001i:82037
- M. Talagrand. Concentration of measures and isoperimetric inequalities in product spaces. Inst. Hautes â¦tudes Sci. Publications Mathematiques 81, (1996), 73-205. Math. Review 97h:60016
- C.A.Tracy, H.Widom. Level-spacing distribution and the Airy kernel. Commun. Math. Phys. 159, (1994), 151-174. Math. Review 95e:82003
- C.A.Tracy, H.Widom. On orthogonal and symplectic random matrix ensembles. Commun. Math. Phys.177 (1996), 724-754. Math. Review 97a:82055
- V.H. Vu. Spectral norm of random matrices. STOC'05: Proceedings of the 37th Annual ACM Symposium on Theory of Computing. 423--430, ACM, New York, 2005. Math. Review 2006h:15025
- E.Wigner. Characteristic vectors of bordered matrices with infinite dimensions. Ann. of Math.62, (1955),548-564. Math. Review 17,1097c
- E.Wigner. On the distribution of the roots of certain symmetric matrices. Ann. of Math.67, (1958),325-328. Math. Review MR0095527

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