Figure 4
An illustration of the problems with principal components analysis and other variance-based methods. The data could be cleanly separated into two clusters by the direction labelled y′, as obtained from linear discriminant analysis (LDA). However, projections along the principal component direction (y) would not produce any such clustering. |