Shrunken Estimators in Discriminant and Canonical Variate Analysis

SUMMARY Shrunken estimators in canonical variate analysis are shown to lead to improved stability of the resulting coefficients when the between-groups sum of squares for a particular principal component defined by the within-groups covariance or correlation matrix is small and the corresponding eigenvalue is also small.