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flexmix: Flexible Mixture Modeling

A general framework for finite mixtures of regression models using the EM algorithm is implemented. The E-step and all data handling are provided, while the M-step can be supplied by the user to easily define new models. Existing drivers implement mixtures of standard linear models, generalized linear models and model-based clustering.

Version: 2.3-19
Depends: R (≥ 2.15.0), lattice
Imports: graphics, grid, grDevices, methods, modeltools (≥ 0.2-16), nnet, stats, stats4, utils
Suggests: actuar, codetools, diptest, Ecdat, ellipse, gclus, glmnet, lme4 (≥ 1.1), MASS, mgcv (≥ 1.8-0), mlbench, multcomp, mvtnorm, SuppDists, survival
Published: 2023-03-16
DOI: 10.32614/CRAN.package.flexmix
Author: Bettina Gruen ORCID iD [aut, cre], Friedrich Leisch ORCID iD [aut], Deepayan Sarkar ORCID iD [ctb], Frederic Mortier [ctb], Nicolas Picard ORCID iD [ctb]
Maintainer: Bettina Gruen <Bettina.Gruen at R-project.org>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
Citation: flexmix citation info
Materials: NEWS
In views: Cluster, Environmetrics, Psychometrics
CRAN checks: flexmix results

Documentation:

Reference manual: flexmix.pdf
Vignettes: Finite Mixture Model Diagnostics Using Resampling Methods
FlexMix: A General Framework for Finite Mixture Models and Latent Class Regression in R
FlexMix Version 2: Finite Mixtures with Concomitant Variables and Varying and Constant Parameters
Applications of finite mixtures of regression models

Downloads:

Package source: flexmix_2.3-19.tar.gz
Windows binaries: r-devel: flexmix_2.3-19.zip, r-release: flexmix_2.3-19.zip, r-oldrel: flexmix_2.3-19.zip
macOS binaries: r-release (arm64): flexmix_2.3-19.tgz, r-oldrel (arm64): flexmix_2.3-19.tgz, r-release (x86_64): flexmix_2.3-19.tgz, r-oldrel (x86_64): flexmix_2.3-19.tgz
Old sources: flexmix archive

Reverse dependencies:

Reverse depends: evaluomeR, flexmixNL, MAP, MAZE, psychomix, scde
Reverse imports: betareg, circlus, CONFESS, CytoGLMM, distributionsrd, fmerPack, fpc, longmixr, Mercator, miQC, RobMixReg, sBIC, scPipe, trajmsm
Reverse suggests: boxcoxmix, catdata, HSAUR, HSAUR2, HSAUR3, latrend, movMF, plotmm, rexposome, starvz
Reverse enhances: clue

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.