Further discussion
No guarantee of finding nonlinear structure like clusters , curves, etc.
In fact, sampling properties for pca are mostly developed for normal data (Mardia, Kent, Bibby 1979, Multivariate Analysis. New York: Academic Press)
Projection pursuit: guided; random