×

Testing for spherical and elliptical symmetry. (English) Zbl 1450.62054

The Kolmogorov-Smirnov test is employed to design the novel testing procedures for spherical and elliptical symmetry. The proposed approach uses moment equations. Numerical experiments demonstrate that the new procedure works well under both the null and alternative hypotheses. The type I error for the bootstrap test is investigated for spherically symmetric distributions as well as for the bootstrap test for elliptical symmetry.

MSC:

62H15 Hypothesis testing in multivariate analysis
62H10 Multivariate distribution of statistics

Software:

sipack

References:

[1] Albisetti, I.; Balabdaoui, F.; Holzmann, H., Supplement to: testing for spherical and elliptical symmetry, J. Multivariate Anal. (2020) · Zbl 1450.62054
[2] Baringhaus, L., Testing for spherical symmetry of a multivariate distribution, Ann. Statist., 19, 2, 899-917 (1991) · Zbl 0725.62053
[3] Beran, R., Testing for ellipsoidal symmetry of a multivariate density, Ann. Statist., 150-162 (1979) · Zbl 0406.62029
[4] Berk, R.; Hwang, J. T., Optimality of the least squares estimator, J. Multivariate Anal., 30, 2, 245-254 (1989) · Zbl 0676.62055
[5] Brillinger, D. R., A generalized linear model with “Gaussian” regressor variables, (A Festschrift for Erich L. Lehmann. A Festschrift for Erich L. Lehmann, Wadsworth Statist./Probab. Ser (1983), Wadsworth: Wadsworth Belmont, CA), 97-114 · Zbl 0519.62050
[6] Cacoullos, T., Polar angle tangent vectors follow Cauchy distributions under spherical symmetry, J. Multivariate Anal., 128, 147-153 (2014) · Zbl 1352.62077
[7] Cambanis, S.; Huang, S.; Simons, G., On the theory of elliptically contoured distributions, J. Multivariate Anal., 11, 3, 368-385 (1981) · Zbl 0469.60019
[8] Duan, N.; Li, K.-C., Slicing regression: a link-free regression method, Ann. Statist., 19, 2, 505-530 (1991) · Zbl 0738.62070
[9] Eaton, M. L., A characterization of spherical distributions, J. Multivariate Anal., 20, 2, 272-276 (1986) · Zbl 0596.62057
[10] Fang, K. W., Symmetric Multivariate and Related Distributions (2018), Chapman and Hall/CRC
[11] Fang, H.-B.; Fang, K.-T.; Kotz, S., The meta-elliptical distributions with given marginals, J. Multivariate Anal., 82, 1, 1-16 (2002) · Zbl 1002.62016
[12] Fang, K. T.; Kotz, S.; Ng, K. W., (Symmetric Multivariate and Related Distributions. Symmetric Multivariate and Related Distributions, Monographs on Statistics and Applied Probability, vol. 36 (1990), Chapman and Hall, Ltd., London), x+220 · Zbl 0699.62048
[13] Fang, K. T.; Zhu, L. X.; Bentler, P. M., A necessary test of goodness of fit for sphericity, J. Multivariate Anal., 45, 1, 34-55 (1993) · Zbl 0792.62043
[14] Francq, C.; Jiménez-Gamero, M.; Meintanis, S., Tests for conditional ellipticity in multivariate GARCH models, J. Econometrics, 196, 2, 305-319 (2017) · Zbl 1403.62162
[15] Gupta, S. D., Nonsingularity of the sample covariance matrix, Sankhyā A, 475-478 (1971) · Zbl 0257.62016
[16] Henze, N.; Hlávka, Z.; Meintanis, S. G., Testing for spherical symmetry via the empirical characteristic function, Statistics, 48, 6, 1282-1296 (2014) · Zbl 1304.62080
[17] Huffer, F. W.; Park, C., A test for elliptical symmetry, J. Multivariate Anal., 98, 2, 256-281 (2007) · Zbl 1105.62063
[18] Koltchinskii, V.; Li, L., Testing for spherical symmetry of a multivariate distribution, J. Multivariate Anal., 65, 2, 228-244 (1998) · Zbl 1138.62328
[19] Koltchinskii, V.; Sakhanenko, L., Testing for ellipsoidal symmetry of a multivariate distribution, (High Dimensional Probability, II (Seattle, WA, 1999). High Dimensional Probability, II (Seattle, WA, 1999), Progr. Probab, vol. 47 (2000), Birkhäuser Boston, Boston, MA), 493-510 · Zbl 0958.62056
[20] Liang, J.; Fang, K.-T.; Hickernell, F. J., Some necessary uniform tests for spherical symmetry, Ann. Inst. Statist. Math., 60, 3, 679-696 (2008) · Zbl 1169.62052
[21] Manzotti, A.; Pérez, F. J.; Quiroz, A. J., A statistic for testing the null hypothesis of elliptical symmetry, J. Multivariate Anal., 81, 2, 274-285 (2002) · Zbl 1011.62046
[22] Olive, D. J., Statistical Theory and Inference, xii+434 (2014), Springer: Springer Cham · Zbl 1305.62006
[23] Pollard, D., Convergence of Stochastic Processes (2012), Springer Science & Business Media
[24] Romano, J. P., Bootstrap and randomization tests of some nonparametric hypotheses, Ann. Statist., 141-159 (1989) · Zbl 0688.62031
[25] Sakhanenko, L., Testing for ellipsoidal symmetry: A comparison study, Comput. Statist. Data Anal., 53, 2, 565-581 (2008) · Zbl 1301.62056
[26] Smith, P. J., A nonparametric test for bivariate circular symmetry based on the empirical CDF, Comm. Statist. Theory Methods, A6, 3, 209-220 (1977) · Zbl 0355.62039
[27] van der Vaart, A. W., (Asymptotic Statistics. Asymptotic Statistics, Cambridge Series in Statistical and Probabilistic Mathematics, vol. 3 (1998), Cambridge University Press: Cambridge University Press Cambridge), xvi+443 · Zbl 0910.62001
[28] van der Vaart, A. W.; Wellner, J. A., (Weak Convergence and Empirical Processes. Weak Convergence and Empirical Processes, Springer Series in Statistics (1996), Springer-Verlag: Springer-Verlag New York), With applications to statistics · Zbl 0862.60002
[29] van der Vaart, A. W.; Wellner, J. A., Empirical processes indexed by estimated functions, (Asymptotics: Particles, Processes and Inverse Problems. Asymptotics: Particles, Processes and Inverse Problems, IMS Lecture Notes Monogr. Ser, vol. 55 (2007), Inst. Math. Statist.: Inst. Math. Statist. Beachwood, OH), 234-252 · Zbl 1176.62050
[30] Wellner, J. A., Empirical processes: Theory and applications, (Notes for a course given at Delft University of Technology (2005))
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.