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Implementations of several methods for principal component analysis using the L1 norm. The package depends on COIN-OR Clp version >= 1.17.4. The methods implemented are PCA-L1 (Kwak 2008) <doi:10.1109/TPAMI.2008.114>, L1-PCA (Ke and Kanade 2003, 2005) <doi:10.1109/CVPR.2005.309>, L1-PCA* (Brooks, Dula, and Boone 2013) <doi:10.1016/j.csda.2012.11.007>, L1-PCAhp (Visentin, Prestwich and Armagan 2016) <doi:10.1007/978-3-319-46227-1_37>, wPCA (Park and Klabjan 2016) <doi:10.1109/ICDM.2016.0054>, awPCA (Park and Klabjan 2016) <doi:10.1109/ICDM.2016.0054>, PCA-Lp (Kwak 2014) <doi:10.1109/TCYB.2013.2262936>, and SharpEl1-PCA (Brooks and Dula, submitted).
Version: | 1.5.7 |
Published: | 2023-01-18 |
DOI: | 10.32614/CRAN.package.pcaL1 |
Author: | Sapan Jot, Paul Brooks, Andrea Visentin, Young Woong Park, and Yi-Hui Zhou |
Maintainer: | Paul Brooks <jpbrooks at vcu.edu> |
License: | GPL (≥ 3) |
NeedsCompilation: | yes |
SystemRequirements: | COIN-OR Clp (>= 1.17.4) |
Citation: | pcaL1 citation info |
Materials: | README NEWS ChangeLog INSTALL |
CRAN checks: | pcaL1 results |
Reference manual: | pcaL1.pdf |
Package source: | pcaL1_1.5.7.tar.gz |
Windows binaries: | r-devel: pcaL1_1.5.7.zip, r-release: pcaL1_1.5.7.zip, r-oldrel: pcaL1_1.5.7.zip |
macOS binaries: | r-release (arm64): pcaL1_1.5.7.tgz, r-oldrel (arm64): pcaL1_1.5.7.tgz, r-release (x86_64): pcaL1_1.5.7.tgz, r-oldrel (x86_64): pcaL1_1.5.7.tgz |
Old sources: | pcaL1 archive |
Reverse suggests: | dimRed |
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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.