Haupt, Harry; Kagerer, Kathrin; Schnurbus, Joachim - In: Journal of Applied Statistics 38 (2011) 12, pp. 2939-2954
The paper proposes a cross-validation method to address the question of specification search in a multiple nonlinear quantile regression framework. Linear parametric, spline-based partially linear and kernel-based fully nonparametric specifications are contrasted as competitors using...