Abstract : Several algorithms were proposed for the calculation of PLS1 regression, using weight and loading vectors. This paper presents an alternative to the NIPALS algorithm. As a consequence, expert knowledge represented by a vector can be introduced within the calculation, and thus a family of PLS algorithms is obtained.
J.C. Boulet, D. Bertrand, Gérard Mazerolles, Rodolphe Sabatier, J.M. Roger. VODKA-PLS : a family of PLS models based on the NIPALS algorithm. 12th CAC meeting, Oct 2010, Antwerp, Belgium. 2010. ⟨hal-02595676⟩