“Why so much PCR, and so little ridge regression? Ridge and PCR are both shrinkage procedures involving PC’s. The difference is that ridge effectively includes all PC’s and shrinks according to sizes of associated eigenvalues, whereas PCR effectively shrinks some PCs completely to zero (those not included) and doesn’t shrink others at all (those included).” Francis Diebold ( October 4, 2015 )