The restricted consistency property of leave-$n_v$-out cross-validation for high-dimensional variable selection

Yang Feng, Yi Yu

Cross-validation (CV) methods are popular for selecting the tuning parameter in the high-dimensional variable selection problem. We show the mis-alignment of the CV is one possible…