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Implementations of various robust and flexible model-based clustering methods for data sets with missing values at random. Two main models are: Multivariate Contaminated Normal Mixture (MCNM, Tong and Tortora, 2022, <doi:10.1007/s11634-021-00476-1>) and Multivariate Generalized Hyperbolic Mixture (MGHM, Wei et al., 2019, <doi:10.1016/j.csda.2018.08.016>). Mixtures via some special or limiting cases of the multivariate generalized hyperbolic distribution are also included: Normal-Inverse Gaussian, Symmetric Normal-Inverse Gaussian, Skew-Cauchy, Cauchy, Skew-t, Student's t, Normal, Symmetric Generalized Hyperbolic, Hyperbolic Univariate Marginals, Hyperbolic, and Symmetric Hyperbolic.
Version: | 3.0.3 |
Depends: | R (≥ 3.5.0) |
Imports: | mvtnorm (≥ 1.1-2), mnormt (≥ 2.0.2), cluster (≥ 2.1.2), MASS (≥ 7.3), numDeriv (≥ 8.1.1), Bessel (≥ 0.6.0), mclust (≥ 5.0.0), mice (≥ 3.10.0) |
Published: | 2024-10-15 |
DOI: | 10.32614/CRAN.package.MixtureMissing |
Author: | Hung Tong [aut, cre], Cristina Tortora [aut, ths, dgs] |
Maintainer: | Hung Tong <hungtongmx at gmail.com> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
NeedsCompilation: | no |
In views: | MissingData |
CRAN checks: | MixtureMissing results |
Reference manual: | MixtureMissing.pdf |
Package source: | MixtureMissing_3.0.3.tar.gz |
Windows binaries: | r-devel: MixtureMissing_3.0.3.zip, r-release: MixtureMissing_3.0.3.zip, r-oldrel: MixtureMissing_3.0.3.zip |
macOS binaries: | r-release (arm64): MixtureMissing_3.0.3.tgz, r-oldrel (arm64): MixtureMissing_3.0.3.tgz, r-release (x86_64): MixtureMissing_3.0.3.tgz, r-oldrel (x86_64): MixtureMissing_3.0.3.tgz |
Old sources: | MixtureMissing archive |
Please use the canonical form https://CRAN.R-project.org/package=MixtureMissing 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.