Principal Components Analysis of a matrix using Non-linear Iterative Partial Least Squares or weighted Expectation Maximization PCA with Gram-Schmidt orthogonalization of the scores and loadings. Optimized for speed. See Andrecut (2009) <doi:10.1089/cmb.2008.0221>.
Version: | 1.0 |
Depends: | R (≥ 3.4.0) |
Suggests: | knitr, rmarkdown, testthat |
Published: | 2024-12-02 |
DOI: | 10.32614/CRAN.package.nipals |
Author: | Kevin Wright [aut, cre, cph] |
Maintainer: | Kevin Wright <kw.stat at gmail.com> |
BugReports: | https://github.com/kwstat/nipals/issues |
License: | MIT + file LICENSE |
URL: | https://kwstat.github.io/nipals/ |
NeedsCompilation: | no |
Materials: | NEWS |
In views: | MissingData |
CRAN checks: | nipals results |
Reference manual: | nipals.pdf |
Vignettes: |
EMPCA notes (source, R code) NIPALS algorithm (source, R code) Comparing results and performance of NIPALS functions in R (source, R code) NIPALS optimization notes (source, R code) |
Package source: | nipals_1.0.tar.gz |
Windows binaries: | r-devel: nipals_0.8.zip, r-release: nipals_1.0.zip, r-oldrel: nipals_0.8.zip |
macOS binaries: | r-release (arm64): nipals_1.0.tgz, r-oldrel (arm64): nipals_1.0.tgz, r-release (x86_64): nipals_1.0.tgz, r-oldrel (x86_64): nipals_1.0.tgz |
Old sources: | nipals archive |
Reverse imports: | areabiplot, gge, powerPLS, scp |
Reverse suggests: | pRoloc |
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