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Best subset glm using information criteria or cross-validation, carried by using 'leaps' algorithm (Furnival and Wilson, 1974) <doi:10.2307/1267601> or complete enumeration (Morgan and Tatar, 1972) <doi:10.1080/00401706.1972.10488918>. Implements PCR and PLS using AIC/BIC. Implements one-standard deviation rule for use with the 'caret' package.
Version: | 0.37.3 |
Depends: | R (≥ 3.1.0), leaps |
Imports: | lattice, glmnet, grpreg, pls |
Suggests: | MASS |
Enhances: | caret |
Published: | 2020-03-13 |
DOI: | 10.32614/CRAN.package.bestglm |
Author: | A.I. McLeod, Changjiang Xu and Yuanhao Lai |
Maintainer: | Yuanhao Lai <ylai72 at uwo.ca> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
NeedsCompilation: | yes |
Classification/ACM: | G.3, G.4, I.5.1 |
Classification/MSC: | 62M10, 91B84 |
Materials: | NEWS |
CRAN checks: | bestglm results |
Reference manual: | bestglm.pdf |
Package source: | bestglm_0.37.3.tar.gz |
Windows binaries: | r-devel: bestglm_0.37.3.zip, r-release: bestglm_0.37.3.zip, r-oldrel: bestglm_0.37.3.zip |
macOS binaries: | r-release (arm64): bestglm_0.37.3.tgz, r-oldrel (arm64): bestglm_0.37.3.tgz, r-release (x86_64): bestglm_0.37.3.tgz, r-oldrel (x86_64): bestglm_0.37.3.tgz |
Old sources: | bestglm archive |
Reverse depends: | regclass |
Reverse imports: | GGMnonreg, mplot |
Reverse suggests: | genridge, NADA2, tidyfit |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.