225 citations · 331 across the 7 of their papers we have counts for
7 papers
Functional linear regression with points of impact
Alois Kneip, Dominik Poß, Pascal Sarda
The paper considers functional linear regression, where scalar responses are modeled in dependence of i.i.d. random functions . We study a generali…
Factor models and variable selection in high-dimensional regression analysis
Alois Kneip, Pascal Sarda
The paper considers linear regression problems where the number of predictor variables is possibly larger than the sample size. The basic motivation of the study is to combine the…
Smoothing splines estimators for functional linear regression
Christophe Crambes, Alois Kneip, Pascal Sarda
The paper considers functional linear regression, where scalar responses are modeled in dependence of random functions . We propose a smoothing splines e…
Modélisations prospectives de l'occupation du sol. Le cas d'une montagne méditerranéenne
Martin Paegelow, Nathalie Villa, Laurence Cornez +3
The authors apply three methods of prospective modelling to high resolution georeferenced land cover data in a Mediterranean mountain area: GIS approach, non linear parametric mode…
Various Approaches for Predicting Land Cover in Mountain Areas
Nathalie Villa, Martin Paegelow, Maria T. Camacho Olmedo +4
Using former maps, geographers intend to study the evolution of the land cover in order to have a prospective approach on the future landscape; predictions of the future land cover…
Quantile regression when the covariates are functions
Hervé Cardot, Christophe Crambes, Pascal Sarda
This paper deals with a linear model of regression on quantiles when the explanatory variable takes values in some functional space and the response is scalar. We propose a spline…