Properties Also known as Karhunen-Loeve transform (KLT) Works for distances only as others are not invariant to rotation Mean-centering   Easier way to compute covariance: is covariance matrix   Allows use of SVD to compute PCA Can be done using SVD   Eigenvector matrix of is really the SVD transform matrix for   Different from SVD of though