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stat.ME2022★ 1 cited
A sequential stepwise screening procedure for sparse recovery in high-dimensional multiresponse models with complex group structures
Weixiong Liang, Yuehan Yang
Multiresponse data with complex group structures in both responses and predictors arises in many fields, yet, due to the difficulty in identifying complex group structures, only a…
stat.ME2014★ 1 cited
Adaptive elastic net and Separate Selection from Least Squares for ultra-high dimensional regression models
Yuehan Yang, Hu Yang
This paper studies the asymptotic properties of the adaptive elastic net in ultra-high dimensional sparse linear regression models and proposes a new method called SSLS (Separate S…