Title
Some Tests For The Equality Of Covariance Matrices
Keywords
62H15; Elliptical distribution; Kurtosis; Wald statistic
Abstract
A Wald statistic, which is asymptotically equivalent to the likelihood ratio criterion, is obtained for the test of the equality of covariance matrices. A more general Wald statistic is constructed under the assumption of elliptical distributions, and the comparison of these two statistics sheds some light on the asymptotic performance of the likelihood ratio test. In particular, we find that the likelihood ratio test is liberal for nonnormal elliptical populations with positive kurtosis and conservative for nonnormal elliptical populations with negative kurtosis. Further, the likelihood ratio test cannot be adjusted by a scalar multiple so as to retain its asymptotic chi-squared distribution over the class of elliptical distributions. A Wald test, appropriate for more general populations, is also obtained. © 2001 Elsevier Science B.V.
Publication Date
3-1-2001
Publication Title
Journal of Statistical Planning and Inference
Volume
94
Issue
1
Number of Pages
25-36
Document Type
Article
Personal Identifier
scopus
DOI Link
https://doi.org/10.1016/S0378-3758(00)00209-3
Copyright Status
Unknown
Socpus ID
0042403643 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/0042403643
STARS Citation
R. Schott, James, "Some Tests For The Equality Of Covariance Matrices" (2001). Scopus Export 2000s. 291.
https://stars.library.ucf.edu/scopus2000/291