Adaptive post-Dantzig estimation and prediction for non-sparse "large $p$ and small $n$" 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…