The HPPLS Procedure

Partial Least Squares

Partial least squares (PLS) works by extracting one factor at a time. Let be the centered and scaled matrix of predictors, and let be the centered and scaled matrix of response values. The PLS method starts with a linear combination of the predictors, where is called a score vector and is its associated weight vector. The PLS method predicts both and by regression on :