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meteorits: Mixture-of-Experts Modeling for Complex Non-Normal Distributions

Provides a unified mixture-of-experts (ME) modeling and estimation framework with several original and flexible ME models to model, cluster and classify heterogeneous data in many complex situations where the data are distributed according to non-normal, possibly skewed distributions, and when they might be corrupted by atypical observations. Mixtures-of-Experts models for complex and non-normal distributions ('meteorits') are originally introduced and written in 'Matlab' by Faicel Chamroukhi. The references are mainly the following ones. The references are mainly the following ones. Chamroukhi F., Same A., Govaert, G. and Aknin P. (2009) <doi:10.1016/j.neunet.2009.06.040>. Chamroukhi F. (2010) <https://chamroukhi.com/FChamroukhi-PhD.pdf>. Chamroukhi F. (2015) <doi:10.48550/arXiv.1506.06707>. Chamroukhi F. (2015) <https://chamroukhi.com/FChamroukhi-HDR.pdf>. Chamroukhi F. (2016) <doi:10.1109/IJCNN.2016.7727580>. Chamroukhi F. (2016) <doi:10.1016/j.neunet.2016.03.002>. Chamroukhi F. (2017) <doi:10.1016/j.neucom.2017.05.044>.

Version: 0.1.1
Depends: R (≥ 2.10)
Imports: pracma, methods, stats, MASS, Rcpp
LinkingTo: Rcpp, RcppArmadillo
Suggests: knitr, rmarkdown
Published: 2020-01-10
DOI: 10.32614/CRAN.package.meteorits
Author: Faicel Chamroukhi ORCID iD [aut], Florian Lecocq [aut, trl, cre] (R port), Marius Bartcus [aut, trl] (R port)
Maintainer: Florian Lecocq <florian.lecocq at outlook.com>
BugReports: https://github.com/fchamroukhi/MEteorits/issues
License: GPL (≥ 3)
URL: https://github.com/fchamroukhi/MEteorits
NeedsCompilation: yes
Citation: meteorits citation info
Materials: README NEWS
CRAN checks: meteorits results

Documentation:

Reference manual: meteorits.pdf
Vignettes: A-quick-tour-of-NMoE
A-quick-tour-of-SNMoE
A-quick-tour-of-StMoE
A-quick-tour-of-tMoE

Downloads:

Package source: meteorits_0.1.1.tar.gz
Windows binaries: r-devel: meteorits_0.1.1.zip, r-release: meteorits_0.1.1.zip, r-oldrel: meteorits_0.1.1.zip
macOS binaries: r-release (arm64): meteorits_0.1.1.tgz, r-oldrel (arm64): meteorits_0.1.1.tgz, r-release (x86_64): meteorits_0.1.1.tgz, r-oldrel (x86_64): meteorits_0.1.1.tgz
Old sources: meteorits 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.