Asymptotic properties of concave L-1-norm group penalties

摘要

The composition of a concave penalty and the L-1-norm of grouped coefficients allows for selecting groups and identifying important predictors within a group. These estimators have the oracle property at the group level, but not at the individual level. (C) 2019 Elsevier B.V. All rights reserved.