Ultrahigh dimensional variable selection: beyond the linear model

Jianqing Fan, Richard Samworth, Yichao Wu

Variable selection in high-dimensional space characterizes many contemporary problems in scientific discovery and decision making. Many frequently-used techniques are based on inde…