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A robust clustering algorithm (Model-Based) similar to Expectation Maximization for finite mixture normal distributions is implemented, its main advantage is that the estimator is resistant to outliers, that means that results of parameter estimation are still correct when there are atypical values in the sample (see Gonzalez, Maronna, Yohai and Zamar (2021) <doi:10.48550/arXiv.2102.06851>).
| Version: | 0.1.0 |
| Depends: | R (≥ 3.5.0), stats |
| Imports: | ktaucenters, mvtnorm, MASS |
| Suggests: | tclust, knitr, testthat (≥ 2.1.0), rmarkdown |
| Published: | 2021-07-22 |
| DOI: | 10.32614/CRAN.package.RMBC |
| Author: | Juan Domingo Gonzalez [cre, aut], Victor J. Yohai [aut], Ruben H. Zamar [aut], Ricardo Maronna [aut] |
| Maintainer: | Juan Domingo Gonzalez <juanrst at hotmail.com> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| CRAN checks: | RMBC results |
| Reference manual: | RMBC.pdf |
| Package source: | RMBC_0.1.0.tar.gz |
| Windows binaries: | r-devel: RMBC_0.1.0.zip, r-release: RMBC_0.1.0.zip, r-oldrel: RMBC_0.1.0.zip |
| macOS binaries: | r-release (arm64): RMBC_0.1.0.tgz, r-oldrel (arm64): RMBC_0.1.0.tgz, r-release (x86_64): RMBC_0.1.0.tgz, r-oldrel (x86_64): RMBC_0.1.0.tgz |
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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.