Asymptotic properties of concave L1-norm group penalties
Dimensions
Sherwood, B and Molstad, A J and Singha, S (2020) Asymptotic properties of concave L1-norm group penalties. Statistics & Probability Letters, 157: 108631. ISSN 0167-7152
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Publisher URL: https://doi.org/10.1016/j.spl.2019.108631
Abstract
The composition of a concave penalty and the -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.
Item Type: | Article |
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Date Deposited: | 18 Apr 2020 05:08 |
Last Modified: | 06 Jul 2023 21:30 |
URI: | https://eprints.exchange.isb.edu/id/eprint/1367 |