From this article and this post it emerges the strong connection between Mahalanobis distance and PCA. In particular in the first article I reference it says:
" the squared Mahalanobis distance is equal to the sum of squares of the scores of all non‐zero standardized principal components"
I would like to have a mathematical proof or at least some reference where I can read the proof.
Many thanks