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cellWise: Analyzing Data with Cellwise Outliers

Tools for detecting cellwise outliers and robust methods to analyze data which may contain them. Contains the implementation of the algorithms described in Rousseeuw and Van den Bossche (2018) <doi:10.1080/00401706.2017.1340909> (open access) Hubert et al. (2019) <doi:10.1080/00401706.2018.1562989> (open access), Raymaekers and Rousseeuw (2021) <doi:10.1080/00401706.2019.1677270> (open access), Raymaekers and Rousseeuw (2021) <doi:10.1007/s10994-021-05960-5> (open access), Raymaekers and Rousseeuw (2021) <doi:10.52933/jdssv.v1i3.18> (open access), Raymaekers and Rousseeuw (2022) <doi:10.48550/arXiv.2207.13493> (open access) Rousseeuw (2022) <doi:10.1016/j.ecosta.2023.01.007> (open access). Examples can be found in the vignettes: "DDC_examples", "MacroPCA_examples", "wrap_examples", "transfo_examples", "DI_examples", "cellMCD_examples" , "Correspondence_analysis_examples", and "cellwise_weights_examples".

Version: 2.5.3
Depends: R (≥ 4.0.0)
Imports: reshape2, scales, ggplot2, matrixStats, gridExtra, robustbase, rrcov, svd, stats, utils, shape, Rcpp (≥ 0.12.10.14)
LinkingTo: Rcpp, RcppArmadillo (≥ 0.7.600.1.0)
Suggests: knitr, robustHD, MASS, ellipse, markdown, rospca, GSE
Published: 2023-10-25
DOI: 10.32614/CRAN.package.cellWise
Author: Jakob Raymaekers [aut, cre], Peter Rousseeuw [aut], Wannes Van den Bossche [ctb], Mia Hubert [ctb]
Maintainer: Jakob Raymaekers <jakob.raymaekers at kuleuven.be>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
CRAN checks: cellWise results

Documentation:

Reference manual: cellWise.pdf
Vignettes: Correspondence analysis examples
DDC examples
DI examples
MacroPCA examples
cellMCD examples
cellwise weights examples
transfo examples
wrap examples

Downloads:

Package source: cellWise_2.5.3.tar.gz
Windows binaries: r-devel: cellWise_2.5.3.zip, r-release: cellWise_2.5.3.zip, r-oldrel: cellWise_2.5.3.zip
macOS binaries: r-release (arm64): cellWise_2.5.3.tgz, r-oldrel (arm64): cellWise_2.5.3.tgz, r-release (x86_64): cellWise_2.5.3.tgz, r-oldrel (x86_64): cellWise_2.5.3.tgz
Old sources: cellWise archive

Reverse dependencies:

Reverse imports: classmap, ConfidenceEllipse, fMRIscrub, GSE, OutliersO3, RCTS, RDnp, RMSS, robStepSplitReg, srlars
Reverse suggests: ShapleyOutlier

Linking:

Please use the canonical form https://CRAN.R-project.org/package=cellWise to link to this page.

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.