Efficient procedure for fitting regularization paths between L1 and L0, using the MC+ penalty of Zhang, C.H. (2010)<doi:10.1214/09-AOS729>. Implements the methodology described in Mazumder, Friedman and Hastie (2011) <doi:10.1198/jasa.2011.tm09738>. Sparsenet computes the regularization surface over both the family parameter and the tuning parameter by coordinate descent.
| Version: | 1.6 |
| Depends: | Matrix (≥ 1.0-6), shape |
| Imports: | methods |
| Published: | 2024-02-05 |
| DOI: | 10.32614/CRAN.package.sparsenet |
| Author: | Rahul Mazumder [aut, cre], Trevor Hastie [aut, cre], Jerome Friedman [aut, cre] |
| Maintainer: | Trevor Hastie <hastie at stanford.edu> |
| License: | GPL-2 |
| URL: | https://hastie.su.domains/public/Papers/Sparsenet/Mazumder-SparseNetCoordinateDescent-2011.pdf |
| NeedsCompilation: | yes |
| Citation: | sparsenet citation info |
| CRAN checks: | sparsenet results |
| Reference manual: | sparsenet.pdf |
| Package source: | sparsenet_1.6.tar.gz |
| Windows binaries: | r-devel: sparsenet_1.6.zip, r-release: sparsenet_1.6.zip, r-oldrel: sparsenet_1.6.zip |
| macOS binaries: | r-release (arm64): sparsenet_1.6.tgz, r-oldrel (arm64): sparsenet_1.6.tgz, r-release (x86_64): sparsenet_1.6.tgz, r-oldrel (x86_64): sparsenet_1.6.tgz |
| Old sources: | sparsenet archive |
| Reverse imports: | cmenet |
| Reverse suggests: | BOSSreg |
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