We propose a penalized quantile regression and an independence screening procedure to identify important covariates and to exclude unimportant ones for a general class of ultrahigh dimensional single ...

Dr. James McCaffrey presents a complete end-to-end demonstration of the kernel ridge regression technique to predict a single ...

This is a preview. Log in through your library . Abstract In ultrahigh dimensional setting, independence screening has been both theoretically and empirically proved a useful variable selection ...