Schmid, Matthias; Hothorn, Torsten - In: Computational Statistics & Data Analysis 53 (2008) 2, pp. 298-311
An efficient approximation of L2 Boosting with component-wise smoothing splines is considered. Smoothing spline base-learners are replaced by P-spline base-learners, which yield similar prediction errors but are more advantageous from a computational point of view. A detailed analysis of the...