Tests for linear trend in the smallest eigenvalues of the correlation matrix

被引:16
作者
Bentler, PM [1 ]
Yuan, KH [1 ]
机构
[1] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USA
关键词
principal components; eigenvalues; linear trend of eigenvalues; scree test; asymptotic distribution; minimum chi(2) estimate;
D O I
10.1007/BF02294771
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
A test for linear trend among a set of eigenvalues of a correlation matrix is developed. As a technical implementation of Cattell's scree test, this is a generalization of Anderson's test for the equality of eigenvalues, and extends Bentler and Yuan's work on linear trends in eigenvalues of a covariance matrix. The power of minimum chi(2) and maximum likelihood ratio tests are compared. Examples show that the linear trend hypothesis is more realistic than the standard hypothesis of equality of eigenvalues, and that the hypothesis is compatible with standard decisions on the number of factors or components to retain in data analysis.
引用
收藏
页码:131 / 144
页数:14
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