Abstract
One can identify a tripartite classification of random matrix ensembles into geometrical universality classes corresponding to the plane, the sphere and the anti-sphere. The plane is identified with Ginibre-type (iid) matrices and the anti-sphere with truncations of unitary matrices. This paper focusses on an ensemble corresponding to the sphere: matrices of the form Y=A −1 B, where A and B are independent N×N matrices with iid standard Gaussian real quaternion entries. By applying techniques similar to those used for the analogous complex and real spherical ensembles, the eigenvalue joint probability density function and correlation functions are calculated. This completes the exploration of spherical matrices using the traditional Dyson indices β=1,2,4.
We find that the eigenvalue density (after stereographic projection onto the sphere) has a depletion of eigenvalues along a ring corresponding to the real axis, with reflective symmetry about this ring. However, in the limit of large matrix dimension, this eigenvalue density approaches that of the corresponding complex ensemble, a density which is uniform on the sphere. This result is in keeping with the spherical law (analogous to the circular law for iid matrices), which states that for matrices having the spherical structure Y=A −1 B, where A and B are independent, iid matrices the (stereographically projected) eigenvalue density tends to uniformity on the sphere.
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References
Akemann, G.: The complex Laguerre symplectic ensemble of non-Hermitian matrices. Nucl. Phys. B 730(3), 253–299 (2005)
Armentano, D., Beltrán, C., Shub, M.: Minimizing the discrete logarithmic energy on the sphere: the role of random polynomials. Trans. Am. Math. Soc. 363(6), 2955–2965 (2011)
Bai, Z.D.: Circular law. Ann. Probab. 25(1), 494–529 (1997)
Bordenave, C.: On the spectrum of sum and products of non-Hermitian random matrices. Electron. Commun. Probab. 16, 104–113 (2011). Paper 10
Borodin, A., Serfaty, S.: Renormalized energy concentration in random matrices. Commun. Math. Phys. 320(1), 199–244 (2013)
Borodin, A., Sinclair, C.D.: The Ginibre ensemble of real random matrices and its scaling limits. Commun. Math. Phys. 291, 177–224 (2009)
Dyson, F.J.: Statistical theory of the energy levels of complex systems I. J. Math. Phys. 3(1), 140–156 (1962)
Dyson, F.J.: Correlations between eigenvalues of a random matrix. Commun. Math. Phys. 19(3), 235–250 (1970)
Edelman, A., Kostlan, E., Shub, M.: How many eigenvalues of a random matrix are real? J. Am. Math. Soc. 7(1), 247–267 (1994)
Feinberg, J.: On the universality of the probability distribution of the product B −1 X of random matrices. J. Phys. A 37, 6823 (2004)
Fischmann, J., Mays, A.: Induced real and real quaternion spherical ensembles (2013, in preparation)
Forrester, P.J.: Quantum conductance problems and the Jacobi ensemble. J. Phys. A 39(22), 6861–6870 (2006)
Forrester, P.J.: Log-Gases and Random Matrices. Princeton University Press, Princeton (2010)
Forrester, P.J., Mays, A.: Pfaffian point process for the Gaussian real generalised eigenvalue problem. Probab. Theory Relat. Fields 154, 1–47 (2012)
Ginibre, J.: Statistical ensembles of complex, quaternion and real matrices. J. Math. Phys. 6(3), 440–449 (1965)
Girko, V.L.: Circular law. Theory Probab. Appl. 29(4), 694–706 (1985) (trans. Durri-Hamdani)
Götze, F., Tikhomirov, A.: The circular law for random matrices. Ann. Probab. 38(4), 1444–1491 (2010)
Gradshteyn, I.S., Ryzhik, I.M.: Table of Integrals, Series and Products. Academic Press, San Diego (2000). Corrected and enlarged edition
Hough, J.B., Krishnapur, M., Peres, Y., Virág, B.: Zeros of Gaussian Analytic Functions and Determinantal Point Processes. University Lecture Series, vol. 51. Am. Math. Soc., Providence (2009)
Kanzieper, E.: Eigenvalue correlations in non-Hermitean symplectic random matrices. J. Phys. A 35, 6631–6644 (2002)
Khoruzhenko, B.A., Sommers, H.-J., Życzkowski, K.: Truncations of random orthogonal matrices. Phys. Rev. E 82(4), 040106(R) (2010)
Krishnapur, M.: Zeros of random analytic functions. Ph.D. thesis, U.C. Berkeley (2006). arXiv:math/0607504
Krishnapur, M.: From random matrices to random analytic functions. Ann. Probab. 37(1), 314–346 (2009)
Le Caër, G., Ho, J.S.: The Voronoi tessellation generated from eigenvalues of complex random matrices. J. Phys. A 23, 3279–3295 (1990)
Mathai, A.M.: Jacobians of Matrix Transformations and Functions of Matrix Arguments. World Scientific, Singapore (1997)
Mays, A.: A geometrical triumvirate of real random matrices. Ph.D. thesis, The University of Melbourne (2011). http://repository.unimelb.edu.au/10187/11139
Mehta, M.L.: Random Matrices. Academic Press, Boston (2004)
Muirhead, R.J.: Aspects of Multivariate Statistical Theory. Wiley, Hoboken (2005)
Nachbin, L.: The Haar Integral. Van Nostrand, Princeton (1965)
Olkin, I.: The 70th anniversary of the distribution of random matrices: a survey. Linear Algebra Appl. 354, 231–243 (2002)
Petz, D., Réffy, J.: On asymptotics of large Haar distributed unitary matrices. Period. Math. Hung. 49(1), 103–117 (2004)
Rains, E.: Correlation functions for symmetrized increasing subsequences (2000). arXiv:math/0006097v1
Rogers, T.: Universal sum and product rules for random matrices. J. Math. Phys. 51, 093304 (2010)
Selberg, A.: Bemerkninger om et multipelt integral. Nor. Mat. Tidsskr. 26, 71–78 (1944)
Tao, T., Vu, V.: Random matrices: universality of local spectral statistics of non-Hermitian matrices (2012). arXiv:1206.1893
Tao, T., Vu, V., Krishnapur, M.: Random matrices: universality of ESDs and the circular law. Ann. Probab. 38(5), 2023–2065 (2010)
Życzkowski, K., Sommers, H.-J.: Truncations of random unitary matrices. J. Phys. A 33(10), 2045 (2000)
Acknowledgements
AM was partly supported by the Australian Mathematical Society (AustMS) LiftOff Fellowship during the work leading to this paper. Special thanks to Peter Forrester for reading an early draft of this work and providing many useful comments. The author would also like to thank Gernot Akemann, Tilo Wettig and Anita Ponsaing for several interesting discussions, and the following for their kind hospitality: Department of Mathematics, Vanderbilt University; Department of Mathematics, University of Geneva; Faculty of Physics, University of Bielefeld; and Faculty of Physics, University of Regensburg. Thanks to Joshua Feinberg for pointing me to an earlier work of his which is relevant to this paper.
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Mays, A. A Real Quaternion Spherical Ensemble of Random Matrices. J Stat Phys 153, 48–69 (2013). https://doi.org/10.1007/s10955-013-0808-7
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DOI: https://doi.org/10.1007/s10955-013-0808-7