Some Q-Q Probability Plots to Test Spherical and Elliptical Symmetry

Abstract This article proposes some probability plots are proposed to test spherical and elliptical symmetry in terms of some invariant statistics under orthogonal transformations. Some correlation coefficients as numerical measures of detecting deviation from spherical or elliptical symmetry are recommended, and the empirical percentiles of these correlation coefficients are calculated by simulation. The simulation results for data sets from 12 different populations show that the new plots are useful for testing spherical and elliptical symmetry. Some discussion is given also.

[1]  William S. Cleveland,et al.  Visualizing Data , 1993 .

[2]  M. Healy,et al.  Multivariate Normal Plotting , 1968 .

[3]  Ker-Chau Li,et al.  Sliced Inverse Regression for Dimension Reduction , 1991 .

[4]  T. W. Anderson Nonnormal Multivariate Distributions: Inference Based on Elliptically Contoured Distributions , 1992 .

[5]  P. Bentler,et al.  A necessary test of goodness of fit for sphericity , 1993 .

[6]  N. J. H. Small Plotting squared radii , 1978 .

[7]  Beat Kleiner,et al.  Graphical Methods for Data Analysis , 1983 .

[8]  K. Fang,et al.  Generalized Multivariate Analysis , 1990 .

[9]  Y. L. Tong,et al.  The Multivariate Normal Distribution.@@@Symmetric Multivariate and Related Distributions. , 1990 .

[10]  Fang Kaitai,et al.  A projection NT-type test of elliptical symmetry based on the skewness and kurtosis measures , 1998 .

[11]  Rudolf Beran,et al.  Testing for Ellipsoidal Symmetry of a Multivariate Density , 1979 .

[12]  R. Muirhead Aspects of Multivariate Statistical Theory , 1982, Wiley Series in Probability and Statistics.

[13]  Ludwig Baringhaus,et al.  Testing for Spherical Symmetry of a Multivariate Distribution , 1991 .

[14]  Sung K. Ahn F-probability plot and its application to multivariate normality , 1992 .

[15]  J. Royston Some Techniques for Assessing Multivarate Normality Based on the Shapiro‐Wilk W , 1983 .

[16]  S. Kotz,et al.  Symmetric Multivariate and Related Distributions , 1989 .

[17]  Brian Everitt,et al.  Graphical Techniques for Multivariate Data. , 1978 .

[18]  John M. Chambers,et al.  Graphical Methods for Data Analysis , 1983 .

[19]  Ker-Chau Li Sliced inverse regression for dimension reduction (with discussion) , 1991 .