I recently discovered this post "Can Principal Component Analysis be used on stock prices / non-stationary data?" which said "Principal component analysis has its nice properties under the assumption of i.i.d. observations." This confused me quite a bit.
Can anyone give more details about these nice properties and how they depend on i.i.d. ?