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 |
| Reference manual: | cellWise.pdf |
| Vignettes: |
Correspondence analysis examples DDC examples DI examples MacroPCA examples cellMCD examples cellwise weights examples transfo examples wrap examples |
| 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 imports: | classmap, ConfidenceEllipse, fMRIscrub, GSE, OutliersO3, RCTS, RDnp, RMSS, robStepSplitReg, srlars |
| Reverse suggests: | ShapleyOutlier |
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