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 ...

Bayesian information criterion (BIC) is known to identify the true model consistently as long as the predictor dimension is finite. Recently, its moderate modifications have been shown to be ...