##Statistical Machine Learning Seminar##\\ Hosted by Department of Mathematical Sciences ~~META:title=September 29, 2015~~ * Date: Tuesday, September 29, 2015 * Time: 12:00-1:00 * Room: WH-100E * Speaker: Xu Chu (Mathematical Sciences) * Title: Lasso, AdaLasso and Sure Independence Screening **//Abstract//** This is the first of a series of three talks which focus on variable selection for high-dimensional data. I will introduce the following three papers on variable selection. * Tibshirani, R. (1996) Regression shrinkage and selection via the lasso. J. R. Statist. Soc. B, 58, 267–288. * Zou, H. (2006) The adaptive lasso and its oracle properties. J. Am. Statist. Ass., 101, 1418–1429. * Fan, J. and Lv, J. (2008) Sure independence screening for ultrahigh dimensional feature space (with discussion). J. R. Statist. Soc. B,70, 849–911.