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Normalizing and variance stabilizing transformations of multivariate statistics under an elliptical population

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Summary

Normalizing and variance stabilizing transformations of a sample correlation, multiple correlation and canonical correlation coefficients are obtained under an elliptical population. It is shown that the Fisher'sz-transformation is efficient for these statistics. A normalizing transformation is also studied for a latent root of a sample covariance matrix in an elliptical sample.

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References

  1. Bhattacharya, R. N. and Ghosh, J. K. (1978). On the validity of the formal Edge work expansion,Ann. Statist.,6, 434–451.

    Article  MathSciNet  Google Scholar 

  2. Devlin, S. J., Gnanadesikan, R. and Kettenring, J. R. (1976). Some multivariate applications of elliptical distributions,Essays in Probability and Statistics in Honor of Prof. J. Ogawa (eds. S. Ikeda et al.), Shinko-Tusho, 365–393.

  3. Fisher, R. A. (1921). On the “probable error” of a coefficient of correlation deduced from a small sample,Metron,1, 1–32.

    Google Scholar 

  4. Fang, C. and Krishnaiah, P. R. (1982). Asymptotic distributions of functions of the eigenvalues of some random matrices for nonnormal populations,J. Multivariate Anal.,12, 39–63.

    Article  MathSciNet  Google Scholar 

  5. Fujikoshi, Y. (1980). Asymptotic expansions for the distributions of the sample roots under nonnormality,Biometrika,67, 45–51.

    Article  MathSciNet  Google Scholar 

  6. Hayakawa, T. and Puri, M. L. (1985). Asymptotic distributions of likelihood ratio criteria for testing latent roots and latent vectors of a covariance matrix under an elliptical population,Biometrika,72, 331–338.

    Article  MathSciNet  Google Scholar 

  7. Konishi, S. (1978). An approximation to the distribution of the sample correlation coefficient,Biometrika,65, 654–656.

    Article  MathSciNet  Google Scholar 

  8. Konishi, S. (1981). Normalizing transformations of some statistics in multivariate analysis,Biometrika,68, 647–651.

    Article  MathSciNet  Google Scholar 

  9. Konishi, S. (1984). Normalizing and variance stabilizing transformations of multivariate statistics (in Japanese),Proc. Inst. Statist. Math.,32, 159–171.

    MathSciNet  MATH  Google Scholar 

  10. Konishi, S. (1985). Normalizing and variance stabilizing transformations for intraclass correlations,Ann. Inst. Statist. Math.,37, 87–94.

    Article  MathSciNet  Google Scholar 

  11. Lawley, D. N. (1959). Tests of significance in canonical analysis,Biometrika,46, 59–66.

    Article  MathSciNet  Google Scholar 

  12. Muirhead, R. J. (1980). The effects of elliptical distributions on some standard procedures involving correlation coefficients: A Review,Multivariate Statistical Analysis. (ed. Gupta, R. P.), North Holland, 143–159.

  13. Muirhead, R. J. and Waternaux, C. M. (1980). Asymptotic distributions in canonical correlation analysis and other multivariate procedures for nonnormal populations,Biometrika,67, 31–43.

    Article  MathSciNet  Google Scholar 

  14. Srivastava, M. S. and Awan, H. M. (1984). On the robustness of the correlation co-efficient in sampling from a mixture of two bivariate normals,Commun. Statist.-Theo. Meth.,13, 371–382.

    Article  Google Scholar 

  15. Waternaux, C. M. (1976). Asymptotic distribution of the sample roots for a nonnormal population,Biometrika,63, 639–645.

    Article  MathSciNet  Google Scholar 

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Hayakawa, T. Normalizing and variance stabilizing transformations of multivariate statistics under an elliptical population. Ann Inst Stat Math 39, 299–306 (1987). https://doi.org/10.1007/BF02491469

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  • DOI: https://doi.org/10.1007/BF02491469

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