Table 3.

Misclassification errors for methods applied to the neural cell NMR data. Various methods were used to first reduce the dimension with the resulting factors used as predictors in linear discriminant analysis.

	Training error	Leave-one-out CV error
Naive Bayes Classifier	0.0370	0.1481
PCA + LDA	0.1167	0.1852
PLS + LDA [6]	0.0000	0.1481
GPCA + LDA [24]	0.1833	0.1481
GPLS + LDA	0.0000	0.1111
SPCA + LDA [22]	0.1167	0.1481
SPLS + LDA [4]	0.0000	0.1111
SGPCA + LDA [36]	0.1833	0.1481
SGPLS + LDA	0.0000	0.0741