Kong, Efang; Xia, Yingcun - In: Biometrika 94 (2007) 1, pp. 217-229
We consider variable selection in the single-index model. We prove that the popular leave-m-out crossvalidation method has different behaviour in the single-index model from that in linear regression models or nonparametric regression models. A new consistent variable selection method, called...