Krämer, Nicole; Boulesteix, Anne-Laure; Tutz, Gerhard - 2006
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 model, we expand the additive component of each variable in terms of a generous amount of B-Splines basis functions. In...