Past exam of the mathematics course of the University of Oxford / 2023 / Prelims / Mathematics III / 9 / b / iii / Solution

The principal component scores are the projections of centered observations onto the loading directions:If the symbol $X$ already denotes centered data, this simplifies to $Z=XV$. The principal component loadings are directions; the principal component scores are coordinates of individual observations in those directions.