On the other hand, applying first a PCA is strongly
disadviced by Arabie and Hubert (1994) and Chang (1983), since the first
principal components may not be informative about the cluster structure in
the data; this is especially the case when the clustering is present in the directions
with the smallest eigenvalues (Vichi and Kiers 2001)