high dimensional data

Currently, feature screening is becoming an important topic in the fields of machine learning and high-dimensional data analysis.  Filtering out irrelevant features from a set of variables is considered to be an important preliminary step that should be performed before any data analysis.  Many approaches have been proposed to the same topic after the work of Fan and Lv (J. Royal Stat. Soc., Ser.