PARTIAL LEAST-SQUARES ALGORITHM YIELDS SHRINKAGE ESTIMATORS

We give a geometric proof that the estimates of a regression model der ived by using partial least squares shrink the ordinary least squares estimates. The proof is based on a sequential construction algorithm o f partial least squares. A discussion of the nature of shrinkage is in cluded.