sparsediscrim: Sparse and Regularized Discriminant Analysis
A collection of sparse and regularized discriminant analysis methods intended for small-sample, high-dimensional data sets. The package features the High-Dimensional Regularized Discriminant Analysis classifier from Ramey et al. (2017) <doi:10.48550/arXiv.1602.01182>. Other classifiers include those from Dudoit et al. (2002) <doi:10.1198/016214502753479248>, Pang et al. (2009) <doi:10.1111/j.1541-0420.2009.01200.x>, and Tong et al. (2012) <doi:10.1093/bioinformatics/btr690>.
| Version: | 0.3.0 |
| Depends: | R (≥ 2.10) |
| Imports: | bdsmatrix, corpcor, dplyr, ggplot2, mvtnorm, rlang |
| Suggests: | testthat, MASS, covr, modeldata, spelling |
| Published: | 2021-07-01 |
| DOI: | 10.32614/CRAN.package.sparsediscrim |
| Author: | Max Kuhn  [aut,
cre],
John Ramey [aut] (original author) |
| Maintainer: | Max Kuhn <mxkuhn at gmail.com> |
| License: | MIT + file LICENSE |
| URL: | https://github.com/topepo/sparsediscrim, https://topepo.github.io/sparsediscrim/ |
| NeedsCompilation: | no |
| Language: | en-US |
| Materials: | README, NEWS |
| CRAN checks: | sparsediscrim results |
Documentation:
| Reference manual: | sparsediscrim.html , sparsediscrim.pdf |
Downloads:
| Package source: | sparsediscrim_0.3.0.tar.gz |
| Windows binaries: | r-devel: sparsediscrim_0.3.0.zip, r-release: sparsediscrim_0.3.0.zip, r-oldrel: sparsediscrim_0.3.0.zip |
| macOS binaries: | r-release (arm64): sparsediscrim_0.3.0.tgz, r-oldrel (arm64): sparsediscrim_0.3.0.tgz, r-release (x86_64): sparsediscrim_0.3.0.tgz, r-oldrel (x86_64): sparsediscrim_0.3.0.tgz |
| Old sources: | sparsediscrim archive |
Reverse dependencies:
| Reverse imports: | thamesmix |
| Reverse suggests: | discrim, fastml, tidyAML |
Linking:
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