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RMSDp: Refined Modified Stahel-Donoho (MSD) Estimators for Outlier Detection (Parallel Version)

A parallel function for multivariate outlier detection named modified Stahel-Donoho estimators is contained in this package. The function RMSDp() is for elliptically distributed datasets and recognizes outliers based on Mahalanobis distance. This function is for higher dimensional datasets that cannot be handled by a single core function RMSD() included in 'RMSD' package. See Wada and Tsubaki (2013) <doi:10.1109/CLOUDCOM-ASIA.2013.86> for the detail of the algorithm.

Version: 0.1.1
Depends: R (≥ 2.10), stats
Imports: parallel, doParallel, foreach
Suggests: testthat (≥ 3.0.0)
Published: 2024-06-12
DOI: 10.32614/CRAN.package.RMSDp
Author: Kazumi Wada ORCID iD [aut, cre]
Maintainer: Kazumi Wada <kazwd2008 at gmail.com>
License: GPL (≥ 3)
NeedsCompilation: no
Language: en-US
Materials: README
CRAN checks: RMSDp results

Documentation:

Reference manual: RMSDp.pdf

Downloads:

Package source: RMSDp_0.1.1.tar.gz
Windows binaries: r-devel: RMSDp_0.1.1.zip, r-release: RMSDp_0.1.1.zip, r-oldrel: RMSDp_0.1.1.zip
macOS binaries: r-release (arm64): RMSDp_0.1.1.tgz, r-oldrel (arm64): RMSDp_0.1.1.tgz, r-release (x86_64): RMSDp_0.1.1.tgz, r-oldrel (x86_64): RMSDp_0.1.1.tgz
Old sources: RMSDp archive

Linking:

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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.