Abstract
In this paper, convergence rates of the spectral distributions of quaternion self-dual Hermitian matrices are investigated. We show that under conditions of finite 6th moments, the expected spectral distribution of a large quaternion self-dual Hermitian matrix converges to the semicircular law in a rate of \(O(n^{-1/2})\) and the spectral distribution itself converges to the semicircular law in rates \(O_p(n^{-2/5})\) and \(O_{a.s.}(n^{-2/5+\eta })\). Those results include GSE as a special case.
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Bai, Z.D.: Convergence rate of expected spectral distributions of large random matrices. part i. wigner matrices. Ann. Probab. 21(2), 625–648 (1993)
Bai, Z.D., Yin, Y.Q.: Limit of the smallest eigenvalue of a large dimensional sample covariance matrix. Ann. Probab. 21(3), 1275–1294 (1993)
Bai, Z.D., Miao, B.Q., Tsay, J.: Remarks on the convergence rate of the spectral distributions of wigner matrices. J. Theor. Probab. 12(2), 301–311 (1999)
Bai, Z.D., Miao, B.Q., Tsay, J.: A note on the convergence rate of the spectral distributions of large random matrices. Stat. Probab. Lett. 34(1), 95–101 (1997)
Bai, Z.D., Miao, B.Q., Tsay, J.: Convergence rates of the spectral distributions of large wigner matrices. Int. Math. J. 1(1), 65–90 (2002)
Bai, Z.D., Silverstein, J.W.: Spectral Analysis of Large Dimensional Random Matrices. Springer, Berlin (2010)
Chevalley, C.: Lie Groups. Princeton UP, Princeton (1946)
Craig, A.: Tracy and Harold Widom. Level-spacing distributions and the airy kernel. Commun. Math. Phys. 159(1), 151–174 (1994)
Dean, David S., Majumdar, Satya N.: Extreme value statistics of eigenvalues of gaussian random matrices. Phys. Rev. E 77, 041108 (Apr 2008)
Deavours, C.A.: The quaternion calculus. Am. Math. Mon. 80(9), 995–1008 (1973)
Dilworth, S.J.: Some probabilistic inequalities with applications to functional analysis. In: Banach Spaces, Contemporary Mathematics 144, AMS, Providence. Citeseer, 1993.
Dumitriu, I., Koev, P.: Distributions of the extreme eigenvaluesof beta-jacobi random matrices. SIAM J. Matrix Anal. Appl. 30(1), 1–6 (2008)
Füredi, Z., Komlós, J.: The eigenvalues of random symmetric matrices. Combinatorica 1(3), 233–241 (1981)
Gtze, F., Tikhomirov, A.: Rate of convergence to the semi-circular law. Probab. Theory Rel. Fields 127(2), 228–276 (2003)
Gtze, F., Tikhomirov, A.: Rate of convergence to the semicircular law for the gaussian unitary ensemble. Theory Probab. Appl. 47(2), 323–330 (2003)
Hamilton, W.R., Hamilton, W.E.: Elements of Quaternions. Longmans, Green, & Company, London (1866)
Juhász, Ferenc: On the spectrum of a random graph. Colloq. Math. Soc. Janos Bolyai 25, 313–316 (1978)
O’Rourke, S., Vu, V.: Universality of local eigenvalue statistics in random matrices with external source. arXiv preprint arXiv:1308.1057, 2013.
Tao, Terence, Van, Vu: The wigner-dyson-mehta bulk universality conjecture for wigner matrices. Electron. J. Probab. 16, 2104–2121 (2011)
Wang, Dong: The largest eigenvalue of real symmetric, hermitian and hermitian self-dual random matrix models with rank one external source, part i. J. Stat. Phys. 146(4), 719–761 (2012)
Wigner, Eugene P.: Characteristic vectors of bordered matrices with infinite dimensions. Ann. Math. 62(3), 548–564 (1955)
Wigner, Eugene P.: On the distribution of the roots of certain symmetric matrices. Ann. Math. 67(2), 325–327 (1958)
Yin, Y.Q., Bai, Z.D., Hu, J.: On the semicircular law of large dimensional random quaternion matrices. arXiv preprint arXiv:1309.6937, 2013.
Yin, Y.Q., Bai, Z.D., Hu, J.: On the limit of extreme eigenvalues of large dimensional random quaternion matrices. Phys. Lett. A 378(16–17), 1049–1058 (2014)
Zhang, Fuzhen: Quaternions and matrices of quaternions. Linear Algebra Appl. 251, 21–57 (1997)
Acknowledgments
Y. Q. Yin was partially supported by a Grant CNSF 11301063; Z. D. Bai was partially supported by CNSF 11171057 and PCSIRT
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Yin, Y., Bai, Z. Convergence Rates of the Spectral Distributions of Large Random Quaternion Self-Dual Hermitian Matrices. J Stat Phys 157, 1207–1224 (2014). https://doi.org/10.1007/s10955-014-1096-6
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DOI: https://doi.org/10.1007/s10955-014-1096-6