##Statistical Machine Learning Seminar##\\ Hosted by Department of Mathematical Sciences ~~META:title=October 06, 2015~~ * Date: Tuesday, October 06, 2015 * Time: 12:00-1:00 * Room: WH-100E * Speaker: Wenbo Wang (Mathematical Sciences) * Title: Selection consistency of lasso and Stability Selection **//Abstract//** This is the second 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, especially on the selection consistency. * Meinshausen, N. and Bühlmann, P. (2006) High dimensional graphs and variable selection with the lasso. Ann. Statist., 34, 1436–1462. * Zhao, P. and Yu, B. (2006) On model selection consistency of lasso. J. Mach. Learn. Res., 7, 2541–2563. * Meinshausen, N., & Bühlmann, P. (2010). Stability selection. J. R. Statist. Soc. B, 72(4), 417-473.