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Wishart ratios with dependent structure: New members of the bimatrix beta type IV. (English) Zbl 1221.62081

Summary: In multivariate statistics under normality, the problems of interest are random covariance matrices (known as Wishart matrices) and “ratios” of Wishart matrices that arise in multivariate analysis of variance (MANOVA). The bimatrix variate beta type IV distribution (also known in the literature as bimatrix variate generalised beta; matrix variate generalization of a bivariate beta type I) arises from “ratios” of Wishart matrices. We add a further independent Wishart random variate to the “denominator” of one of the ratios; this results in deriving the exact expression for the density function of the bimatrix variate extended beta type IV distribution. The latter leads to the proposal of the bimatrix variate extended F distribution. Some interesting characteristics of these newly introduced bimatrix distributions are explored. Lastly, we focus on the bivariate extended beta type IV distribution (that is an extension of bivariate Jones’ beta) with emphasis on \(P(X_{1}<X_{2})\) where \(X_{1}\) is the random stress variate and \(X_{2}\) is the random strength variate.

MSC:

62H10 Multivariate distribution of statistics
62H05 Characterization and structure theory for multivariate probability distributions; copulas
33C90 Applications of hypergeometric functions
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References:

[1] Anderson, T. W., An Introduction to Multivariate Statistical Analysis (1984), John Wiley & Sons: John Wiley & Sons New York · Zbl 0651.62041
[2] A. Bekker, J.J.J. Roux, R. Ehlers, M. Arashi, Bimatrix variate beta type IV distribution: relation to Wilks’ statistic and bimatrix variate Kummer-beta type IV distribution, Comm. Statist. Theory Methods, in press.; A. Bekker, J.J.J. Roux, R. Ehlers, M. Arashi, Bimatrix variate beta type IV distribution: relation to Wilks’ statistic and bimatrix variate Kummer-beta type IV distribution, Comm. Statist. Theory Methods, in press. · Zbl 1239.62063
[3] Chikuse, Y., Invariant polynomials with matrix arguments and their applications, (Gupta, R. P., Multivariate Statistical Analysis (1980), North-Holland Publishing Company), 53-68 · Zbl 0444.62075
[4] Davis, A. W., Invariant polynomials with two matrix arguments, extending the zonal polynomials: applications to multivariate distribution theory, Ann. Inst. Statist. Math. A, 31, 465-485 (1979) · Zbl 0463.62045
[5] Díaz-García, J. A.; Gutiérrez-Jáimez, R., Noncentral nonsingular matrix variate beta distribution, Braz. J. Probab. Stat., 21, 175-186 (2007) · Zbl 1156.62333
[6] J.A. Díaz-García, Special functions: integral properties of Jack polynomials, hypergeometric functions and invariant polynomials, 2009, arxiv:0909.1988v1[math.St].; J.A. Díaz-García, Special functions: integral properties of Jack polynomials, hypergeometric functions and invariant polynomials, 2009, arxiv:0909.1988v1[math.St].
[7] Díaz-García, J. A.; Gutiérrez-Jámez, R., Bimatrix variate generalised beta distributions, South African Statist. J., 44, 193-208 (2010) · Zbl 1397.62067
[8] Díaz-García, J. A.; Gutiérrez-Jámez, R., Complex bimatrix variate generalised beta distributions, Linear Algebra Appl., 432, 571-582 (2010) · Zbl 1182.15019
[9] Díaz-García, J. A.; Gutiérrez-Jámez, R., Noncentral bimatrix variate generalised beta distributions, Metrika, 73, 317-333 (2011) · Zbl 1213.62091
[10] Ehlers, R.; Bekker, A.; Roux, J. J.J., The central and non-central matrix variate Dirichlet type III distribution, South African Statis. J., 43, 97-116 (2009) · Zbl 1397.60031
[11] R. Ehlers, Bimatrix variate distributions of Wishart ratios with application, Unpublished thesis, University of Pretoria, 2011.; R. Ehlers, Bimatrix variate distributions of Wishart ratios with application, Unpublished thesis, University of Pretoria, 2011.
[12] El Bassiouny, A. H.; Jones, M. C., A bivariate F distribution with marginals on arbitrary numerator and denominator degrees of freedom, and related bivariate beta and F distributions, Statist. Methods Appl., 18, 465-481 (2009) · Zbl 1332.62047
[13] Erdelyi, A., Tables of integral transforms, vol. 2 (1954), McGraw-Hill: McGraw-Hill New York · Zbl 0055.36401
[14] Greenacre, M. J., Symmetrized multivariate distributions, South African Statist. J., 7, 95-101 (1973) · Zbl 0271.62063
[15] Gupta, A. K.; Nagar, D. K., Matrix Variate Distributions (2000), Chapman & Hall/CRC: Chapman & Hall/CRC Boca Raton · Zbl 0935.62064
[16] Gupta, A. K.; Nagar, D. K., Matrix variate generalization of a bivariate beta type I distribution, J. Stat. Manag. Syst., 12, 873-885 (2009) · Zbl 1183.60005
[17] Herz, C. S., Bessel functions of matrix argument, Ann. Math., 61, 474-523 (1955) · Zbl 0066.32002
[18] James, A. T., Zonal polynomials of the real positive definite symmetric matrices, Ann. Math., 33, 456-469 (1961) · Zbl 0104.02803
[19] James, A. T., Distribution of matrix variate and latent roots derived from normal samples, Ann. Math. Stat., 35, 475-501 (1964) · Zbl 0121.36605
[20] Jones, M. C., Multivariate \(t\) and the beta distributions associated with the multivariate \(F\) distribution, Metrika, 54, 215-231 (2001) · Zbl 1021.62042
[21] Khatri, C. G., On the mutual independence of certain statistics, Ann. Math. Stat., 30, 1258-1262 (1959) · Zbl 0098.33004
[22] Mathai, A. M., A Handbook of Generalized Special Functions for Statistical and Physical Sciences (1993), Clarendon Press: Clarendon Press Oxford · Zbl 0770.33001
[23] Mathai, A. M.; Provost, S. B.; Hayakawa, T., Bilinear Forms and Zonal Polynomials (1995), Springer-Verlag: Springer-Verlag New York · Zbl 0832.62044
[24] D.F. Morrison, Multivariate Statistical Methods, Thomson, United Kingdom, 2005.; D.F. Morrison, Multivariate Statistical Methods, Thomson, United Kingdom, 2005.
[25] Muirhead, R. J., Aspects of Multivariate Statistical Theory (1982), John Wiley & Sons: John Wiley & Sons New York · Zbl 0556.62028
[26] Nagar, D. K.; Cardeño, L., Matrix variate Kummer-Gamma distributions, Random Oper. Stochastic Equations, 9, 207-218 (2001) · Zbl 0980.15019
[27] Nagar, D. K.; Gupta, A. K., Matrix-variate Kummer-Beta distribution, J. Austral. Math. Soc., 73, 11-25 (2002) · Zbl 0999.62038
[28] Olkin, I.; Rubin, H., Multivariate beta distributions and independence properties of the Wishart distribution, Ann. Math. Stat., 35, 261-269 (1964), Correction 37 (1966) 297 · Zbl 0128.14002
[29] Olkin, I.; Liu, R., A bivariate beta distribution, Statist. Probab. Lett., 62, 407-412 (2003) · Zbl 1116.60309
[30] Pham-Gia, T., Exact distribution of the generalized Wilks’ statistic and applications, J. Multivariate Anal., 99, 698-1716 (2008) · Zbl 1144.62320
[31] Wilks, S. S., Certain generalizations in the analysis of variance, Biometrika, 24, 471-494 (1932) · Zbl 0006.02301
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