Abstract
We consider the problem of estimating the eigenvalues of noncentrality parameter matrix in a matrix variate noncentral beta distribution, also known as multivariate noncentral F distribution. A decision theoretic approach is taken with square error as the loss function. We propose two types of new estimators and show their superior performance theoretically as well as numerically.
Similar content being viewed by others
References
Fujikoshi, Y. and Satoh, K. (1997). Modified AIC andC p statistic in multivariate regression models,Biometrika,84, 707–716.
Gupta, A. K. (1990). Estimation of MANOVA eigenvalues,Proc. Fifth Vilnius Conference on Prob. Theo. and Math. Statist. (eds. B. Grigelionis, Y. V. Prohorov, V. V. Sazonov and V. Statulevicius),1, 463–469.
Gupta, A. K. and Krishnamoorthy, K. (1990). Improved estimators of the eigenvalues of ∑1∑ −2 ,Statist. Decisions,8, 247–263.
Gupta, A. K. and Nagar, D. K. (1999).Matrix Variate Distributions, Chapman & Hall/CRC, Boca Raton.
Gupta, A. K., Sheena, Y. and Fujikoshi, Y. (2002). Estimation of the eigenvalues of noncentrality parameter matrix in noncentral Wishart distribution, Tech. Report, 02-03, Department of Mathematics and Statistics, Bowling Green State University, Ohio.
Konno, Y. (1992a). Improved estimation of matrix of normal mean and eigenvalues in the multivariate F-distribution, Ph.D. dissertation, Institute of Mathematics, University of Tsukuba (unpublished).
Konno, Y. (1992b). On estimating eigenvalues of the scale matrix of the multivariate F distribution,Sankhyā Ser. A,54, 241–251.
Leung, P. L. and Chan, W. Y. (1998). Estimation of the scale matrix and its eigenvalues in the Wishart and the multivariate F distributions,Ann. Inst. Statist. Math.,50, 523–530.
Leung, P. L. and Lo, M. (1996). An identity for the noncentral multivariate F distribution with application,Statist. Sinica,6, 419–431.
Leung, P. L. and Muirhead, R. J. (1987). Estimation of parameter matrices and eigenvalues in MANOVA and canonical correlation analysis,Ann. Statist.,15, 1651–1666
Muirhead, R. J. (1982).Aspects of Multivariate Statistical Theory, Wiley, New York.
Author information
Authors and Affiliations
About this article
Cite this article
Sheena, Y., Gupta, A.K. & Fujikoshi, Y. Estimation of the eigenvalues of noncentrality parameter in matrix variate noncentral beta distribution. Ann Inst Stat Math 56, 101–125 (2004). https://doi.org/10.1007/BF02530527
Received:
Revised:
Issue Date:
DOI: https://doi.org/10.1007/BF02530527