An adaptive subsampling method for large-sample feature screening

Xiaxue Ouyang, Kejun He, Cheng Meng

We consider the sure independence screening (SIS) method, a standard feature screening approach that aims to eliminate non-informative features in ultrahigh-dimensional datasets. A…