Penalized Partial Least Squares Based on B-Splines Transformations

Nicole Kraemer, Anne-Laure Boulesteix, Gerhard Tutz

We propose a novel method to model nonlinear regression problems by adapting the principle of penalization to Partial Least Squares (PLS). Starting with a generalized additive mode…