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+ | <WRAP centeralign>##Statistical Machine Learning Seminar##\\ Hosted by Department of Mathematical Sciences</WRAP> | ||
+ | |||
+ | ~~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 | ||
+ | |||
+ | <WRAP center box 80%> | ||
+ | <WRAP centeralign>**//Abstract//**</WRAP> | ||
+ | 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. | ||
+ | </WRAP> | ||