Package: cellWise 2.5.3

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) <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".

Authors:Jakob Raymaekers [aut, cre], Peter Rousseeuw [aut], Wannes Van den Bossche [ctb], Mia Hubert [ctb]

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cellWise.pdf |cellWise.html
cellWise/json (API)

# Install 'cellWise' in R:
install.packages('cellWise', repos = c('https://jakobraymaekers.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

openblascppopenmp

5.92 score 2 stars 16 packages 54 scripts 714 downloads 2 mentions 23 exports 43 dependencies

Last updated 1 years agofrom:2d8d62a07c. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 06 2025
R-4.5-win-x86_64OKJan 06 2025
R-4.5-linux-x86_64OKJan 06 2025
R-4.4-win-x86_64OKJan 06 2025
R-4.4-mac-x86_64OKJan 06 2025
R-4.4-mac-aarch64OKJan 06 2025
R-4.3-win-x86_64OKJan 06 2025
R-4.3-mac-x86_64OKJan 06 2025
R-4.3-mac-aarch64OKJan 06 2025

Exports:cellHandlercellMapcellMCDcheckDataSetcwLocScatDDCDDCpredictDIestLocScalegenerateCorMatgenerateDataICPCAMacroPCAMacroPCApredictoutlierMapplot_cellMCDtransfotransfo_newdatatransfo_transformbacktruncPCunpackweightedEMwrap

Dependencies:clicolorspaceDEoptimRfansifarverggplot2gluegridExtragtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmatrixStatsmgcvmunsellmvtnormnlmepcaPPpillarpkgconfigplyrR6RColorBrewerRcppRcppArmadilloreshape2rlangrobustbaserrcovscalesshapestringistringrsvdtibbleutf8vctrsviridisLitewithr

cellMCD examples

Rendered fromcellMCD_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2022-08-10

cellwise weights examples

Rendered fromcellwise_weights_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2022-12-11

Correspondence analysis examples

Rendered fromCorrespondence_analysis_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2022-12-11

DDC examples

Rendered fromDDC_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2016-12-07

DI examples

Rendered fromDI_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2020-12-03

MacroPCA examples

Rendered fromMacroPCA_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2019-02-25

transfo examples

Rendered fromtransfo_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2020-11-11

wrap examples

Rendered fromwrap_examples.Rmdusingknitr::knitron Jan 06 2025.

Last update: 2023-10-25
Started: 2021-03-09