The efficient evaluation of the hypergeometric function of a matrix argument
Authors:
Plamen Koev and Alan Edelman
Journal:
Math. Comp. 75 (2006), 833-846
MSC (2000):
Primary 33C20, 65B10; Secondary 05A99
DOI:
https://doi.org/10.1090/S0025-5718-06-01824-2
Published electronically:
January 19, 2006
MathSciNet review:
2196994
Full-text PDF Free Access
Abstract | References | Similar Articles | Additional Information
Abstract: We present new algorithms that efficiently approximate the hypergeometric function of a matrix argument through its expansion as a series of Jack functions. Our algorithms exploit the combinatorial properties of the Jack function, and have complexity that is only linear in the size of the matrix.
- 1. P.-A. Absil, A. Edelman, and P. Koev, On the largest principal angle between random subspaces, Linear Algebra Appl., to appear.
- 2. Ronald W. Butler and Andrew T. A. Wood, Laplace approximations for hypergeometric functions with matrix argument, Ann. Statist. 30 (2002), no. 4, 1155–1177. MR 1926172, https://doi.org/10.1214/aos/1031689021
- 3. J. Demmel and P. Koev, Accurate and efficient evaluation of Schur and Jack functions, Math. Comp., 75 (2005), no. 253, 223-239.
- 4. I. Dumitriu, Eigenvalue statistics for the Beta-ensembles, Ph.D. thesis, Massachusetts Institute of Technology, 2003.
- 5. Ioana Dumitriu and Alan Edelman, Matrix models for beta ensembles, J. Math. Phys. 43 (2002), no. 11, 5830–5847. MR 1936554, https://doi.org/10.1063/1.1507823
- 6. A. Edelman and B. Sutton, Tails of condition number distributions, SIAM J. Matrix Anal. Appl., accepted for publication, 2005.
- 7. P. Forrester, Log-gases and random matrices, http://www.ms.unimelb.edu.au/~matpjf/ matpjf.html
- 8. H. Gao, P.J. Smith, and M.V. Clark, Theoretical reliability of MMSE linear diversity combining in Rayleigh-fading additive interference channels, IEEE Transactions on Communications 46 (1998), no. 5, 666-672.
- 9. Kenneth I. Gross and Donald St. P. Richards, Total positivity, spherical series, and hypergeometric functions of matrix argument, J. Approx. Theory 59 (1989), no. 2, 224–246. MR 1022118, https://doi.org/10.1016/0021-9045(89)90153-6
- 10. R. Gutiérrez, J. Rodriguez, and A. J. Sáez, Approximation of hypergeometric functions with matricial argument through their development in series of zonal polynomials, Electron. Trans. Numer. Anal. 11 (2000), 121–130. MR 1799027
- 11. G. H. Hardy, Ramanujan. Twelve lectures on subjects suggested by his life and work, Cambridge University Press, Cambridge, England; Macmillan Company, New York, 1940. MR 0004860
- 12. M. Kang and M.-S. Alouini, Largest eigenvalue of complex Wishart matrices and performance analysis of MIMO MRC systems, IEEE Journal on Selected Areas in Communications 21 (2003), no. 3, 418-431.
- 13.
P. Koev,
http://www-math.mit.edu/~plamen. - 14. I. G. Macdonald, Symmetric functions and Hall polynomials, 2nd ed., Oxford Mathematical Monographs, The Clarendon Press, Oxford University Press, New York, 1995. With contributions by A. Zelevinsky; Oxford Science Publications. MR 1354144
- 15. The MathWorks, Inc., Natick, MA, MATLAB reference guide, 1992.
- 16. Robb J. Muirhead, Latent roots and matrix variates: a review of some asymptotic results, Ann. Statist. 6 (1978), no. 1, 5–33. MR 0458719
- 17. Robb J. Muirhead, Aspects of multivariate statistical theory, John Wiley & Sons, Inc., New York, 1982. Wiley Series in Probability and Mathematical Statistics. MR 652932
- 18. Keith E. Muller, Computing the confluent hypergeometric function, 𝑀(𝑎,𝑏,𝑥), Numer. Math. 90 (2001), no. 1, 179–196. MR 1868767, https://doi.org/10.1007/s002110100285
- 19.
A. J. Sáez, Software for calculus of zonal polynomials,
http://estio.ujaen.es/Profesores/ajsaez/software.html, 2004. - 20. Richard P. Stanley, Some combinatorial properties of Jack symmetric functions, Adv. Math. 77 (1989), no. 1, 76–115. MR 1014073, https://doi.org/10.1016/0001-8708(89)90015-7
- 21. Richard P. Stanley, Enumerative combinatorics. Vol. 1, Cambridge Studies in Advanced Mathematics, vol. 49, Cambridge University Press, Cambridge, 1997. With a foreword by Gian-Carlo Rota; Corrected reprint of the 1986 original. MR 1442260
- 22. Richard P. Stanley, Enumerative combinatorics. Vol. 2, Cambridge Studies in Advanced Mathematics, vol. 62, Cambridge University Press, Cambridge, 1999. With a foreword by Gian-Carlo Rota and appendix 1 by Sergey Fomin. MR 1676282
Retrieve articles in Mathematics of Computation with MSC (2000): 33C20, 65B10, 05A99
Retrieve articles in all journals with MSC (2000): 33C20, 65B10, 05A99
Additional Information
Plamen Koev
Affiliation:
Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
Email:
plamen@math.mit.edu
Alan Edelman
Affiliation:
Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
Email:
edelman@math.mit.edu
DOI:
https://doi.org/10.1090/S0025-5718-06-01824-2
Keywords:
Hypergeometric function of a matrix argument,
Jack function,
zonal polynomial,
eigenvalues of random matrices
Received by editor(s):
September 16, 2004
Received by editor(s) in revised form:
February 26, 2005
Published electronically:
January 19, 2006
Additional Notes:
This work was supported in part by NSF Grant DMS-0314286.
Article copyright:
© Copyright 2006
American Mathematical Society


