Tools for Analyzing Finite Mixture Models

Analyzes finite mixture models for various parametric and semiparametric settings. This includes mixtures of parametric distributions (normal, multivariate normal, multinomial, gamma), various Reliability Mixture Models (RMMs), mixtures-of-regressions settings (linear regression, logistic regression, Poisson regression, linear regression with changepoints, predictor-dependent mixing proportions, random effects regressions, hierarchical mixtures-of-experts), and tools for selecting the number of components (bootstrapping the likelihood ratio test statistic, mixturegrams, and model selection criteria). Bayesian estimation of mixtures-of-linear-regressions models is available as well as a novel data depth method for obtaining credible bands. This package is based upon work supported by the National Science Foundation under Grant No. SES-0518772 and the Chan Zuckerberg Initiative: Essential Open Source Software for Science (Grant No. 2020-255193).


Reference manual

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install.packages("mixtools")

2.0.0.1 by Derek Young, 2 years ago


https://github.com/dsy109/mixtools


Browse source code at https://github.com/cran/mixtools


Authors: Derek Young [aut, cre] , Tatiana Benaglia [aut] , Didier Chauveau [aut] , David Hunter [aut] , Kedai Cheng [aut] , Ryan Elmore [ctb] , Thomas Hettmansperger [ctb] , Hoben Thomas [ctb] , Fengjuan Xuan [ctb]


Documentation:   PDF Manual  


GPL (>= 2) license


Imports kernlab, MASS, plotly, scales, segmented, stats, survival


Imported by CEDA, DSWE, GOFclustering, IMIX, INFOSET, MiRKAT, MixSemiRob, MixStable, MultiRFM, OVL.CI, TwoCutoff, UpDown, ZetaSuite, beastt, ddpcr, extrememix, l1kdeconv, mcrPioda, opGMMassessment, plotmm, power.nb, rnaCrosslinkOO, rstanbdp, scPloidy, scapGNN, ztpln.

Depended on by MisRepARMA.

Suggested by BSL, FCPS, MiscMetabar, Seurat, enviGCMS, fpod, ggpmisc, hmde, kamila, latrend, mable, nett, plotGMM, serocalculator.


See at CRAN