Package: MixtureMissing 3.0.6

MixtureMissing: Robust and Flexible Model-Based Clustering for Data Sets with Missing Values at Random

Implementations of various robust and flexible model-based clustering methods for data sets with missing values at random (Tong and Tortora, 2025, <doi:10.18637/jss.v115.i03>). 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. Funding: This work was partially supported by the National Science foundation NSF Grant NO. 2209974.

Authors:Hung Tong [aut, cre], Cristina Tortora [aut, ths, dgs]

MixtureMissing_3.0.6.tar.gz
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MixtureMissing_3.0.6.tgz(r-4.6-emscripten)
manual.pdf |manual.html
DESCRIPTION
card.svg |card.png
MixtureMissing/json (API)

# Install 'MixtureMissing' in R:
install.packages('MixtureMissing', repos = c('https://hungtong.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • auto - Automobile Data Set
  • bankruptcy - Bankruptcy Data Set
  • UScost - US Cost of Living Indices in 2019 Data Set

On CRAN:

Conda:

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

1.30 score 1 scripts 346 downloads 9 exports 69 dependencies

Last updated from:1a503c4758. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK180
source / vignettesOK188
linux-release-x86_64OK182
macos-release-arm64OK170
macos-oldrel-arm64OK173
windows-develOK133
windows-releaseOK135
windows-oldrelOK116
wasm-releaseOK109

Exports:evaluation_metricsextractgenerate_patternshide_valuesinitialize_clustersMCNMmean_imputeMGHMselect_mixture

Dependencies:backportsBesselbitbit64bootbroomclicliprclustercodetoolscpp11crayondplyrforcatsforeachgenericsglmnetgluegmphavenhmsiteratorsjomolatticelifecyclelme4magrittrMASSMatrixmclustmiceminqamitmlmnormtmvtnormnlmenloptrnnetnumDerivordinalpanpillarpkgconfigprettyunitsprogresspurrrR6rbibutilsRcppRcppEigenRdpackreadrreformulasrlangRmpfrrpartshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsvroomwithr