<t>PCA in its basic form is also a purely linear, uni-modal transform. It can't handle non-linear or multi-modal relationships. I'm pretty sure if you google multi-modal or non-linear PCA there is some work out there.The key point, as with any model, is to understand its limitations. PCA is excellen...