most citedAdaptive post-Dantzig estimation and prediction for non-sparse "large and small " models

3 citations · 3 across the 2 of their papers we have counts for

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stat.ME2014

Inference for biased models: a quasi-instrumental variable approach

Lu Lin, Lixing Zhu, Yujie Gai

For linear regression models who are not exactly sparse in the sense that the coefficients of the insignificant variables are not exactly zero, the working models obtained by a var…

stat.ME2010★ 3 cited

Adaptive post-Dantzig estimation and prediction for non-sparse "large and small " models

Lu Lin, Lixing Zhu, Yujie Gai

For consistency (even oracle properties) of estimation and model prediction, almost all existing methods of variable/feature selection critically depend on sparsity of models. Howe…