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mixtools
View on CRAN: Click
here
Download and install mixtools package within the R console
Install from CRAN:
install.packages("mixtools")
Install from Github:
library("remotes")
install_github("cran/mixtools")
Install by package version:
library("remotes")
install_version("mixtools", "2.0.0")
Attach the package and use:
library("mixtools")
Maintained by
Derek Young
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2006-10-31
Latest Update: 2022-12-05
Description:
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).
How to cite:
Derek Young (2006). mixtools: Tools for Analyzing Finite Mixture Models. R package version 2.0.0, https://cran.r-project.org/web/packages/mixtools
Previous versions and publish date:
0.1.0 (2006-10-31 21:32), 0.2.0 (2007-05-01 21:07), 0.3.0 (2008-02-06 08:46), 0.3.1 (2008-09-01 09:01), 0.3.2 (2008-09-09 12:17), 0.3.3 (2009-01-11 21:24), 0.4.0 (2009-04-28 09:56), 0.4.1 (2009-07-02 08:50), 0.4.3 (2009-10-20 21:31), 0.4.4 (2010-06-28 14:29), 0.4.5 (2012-04-07 06:50), 0.4.6 (2013-03-22 18:46), 1.0.0 (2013-10-11 20:09), 1.0.1 (2014-01-11 06:43), 1.0.2 (2014-05-14 07:27), 1.0.3 (2015-04-19 07:59), 1.0.4 (2016-01-12 00:23), 1.1.0 (2017-03-10 08:50), 1.2.0 (2020-02-07 13:20)
Other packages that cited mixtools R package
View mixtools citation profile
Other R packages that mixtools depends,
imports, suggests or enhances
Functions, R codes and Examples using
the mixtools R package
Some associated functions: CO2data . Habituationdata . NOdata . RTdata . RTdata2 . RanEffdata . RodFramedata . Waterdata . aug.x . boot.comp . boot.se . compCDF . ddirichlet . density.npEM . density.spEM . depth . dmvnorm . ellipse . expRMM_EM . flaremixEM . gammamixEM . hmeEM . initializations . ise.npEM . lambda . lambda.pert . ldmult . logisregmixEM . makemultdata . matsqrt . mixtools-internal . mixturegram . multmixEM . multmixmodel.sel . mvnormalmixEM . mvnpEM . normalmixEM . normalmixEM2comp . normalmixMMlc . npEM . npMSL . parseconstraint . perm . plot.MCMC . plot.mixEM . plot.mvnpEM . plot.npEM . plot.spEMN01 . plotFDR . plotexpRMM . plotly_FDR . plotly_compCDF . plotly_ellipse . plotly_expRMM . plotly_ise.npEM . plotly_mixEM . plotly_mixMCMC . plotly_mixturegram . plotly_npEM . plotly_post.beta . plotly_seq.npEM . plotly_spEMN01 . plotly_spRMM . plotly_weibullRMM . plotseq.npEM . plotspRMM . plotweibullRMM . poisregmixEM . post.beta . print.mvnpEM . print.npEM . regcr . regmixEM.lambda . regmixEM.loc . regmixEM.mixed . regmixEM . regmixMH . regmixmodel.sel . repnormmixEM . repnormmixmodel.sel . rexpmix . rmvnorm . rmvnormmix . rnormmix . rweibullmix . segregmixEM . spEM . spEMsymloc . spEMsymlocN01 . spRMM_SEM . spregmix . summary.mixEM . summary.mvnpEM . summary.npEM . summary.spRMM . tauequivnormalmixEM . test.equality.mixed . test.equality . tonedata . try.flare . weibullRMM_SEM . wkde . wquantile .
Some associated R codes: FDR_spEM.R . WeibullRMMSEM.R . augx.R . bootcomp.R . bootse.R . compcdf.R . ddirichlet.R . density.npEM.R . density.spEM.R . depth.R . dmvnorm.R . ellipse.R . expReliabilityMixEM.R . flaremixEM.R . flaremixinit.R . gammamixEM.R . gammamixinit.R . hmeEM.R . ise.npEM.R . kernB.R . kernC.R . kernG.R . kernO.R . kernT.R . lambda.R . lambdapert.R . ldc.R . ldmult.R . logisregmixEM.R . logisregmixinit.R . logitfns.R . makemultdata.R . matsqrt.R . mixturegram.R . multmixEM.R . multmixinit.R . multmixmodelsel.R . mvnormalmixEM.R . mvnormalmixinit.R . mvnpEM.R . normalmixEM.R . normalmixEM2comp.R . normalmixMMlc.R . normalmixinit.R . npEM.R . npMSL.R . parse.constraints.R . perm.R . plot.mixEM.R . plot.npEM.R . plotMCMC.R . plotly_FDR.R . plotly_compCDF.R . plotly_ellipse.R . plotly_expRMM.R . plotly_ise.npEM.R . plotly_mixEM.R . plotly_mixMCMC.R . plotly_mixturegram.R . plotly_npEM.R . plotly_post.beta.R . plotly_seq.npEM.R . plotly_spEMN01.R . plotly_spRMM.R . plotly_weibullRMM.R . plotseq.npEM.R . poisregmixEM.R . poisregmixinit.R . postbeta.R . print.npEM.R . regcr.R . regmix.init.R . regmixEM.R . regmixEMlambda.R . regmixEMlambdainit.R . regmixEMloc.R . regmixEMmixed.R . regmixMH.R . regmixmixedinit.R . regmixmodelsel.R . repnormmixEM.R . repnormmixinit.R . repnormmixmodelsel.R . rmvnorm.R . rmvnormmix.R . rnormmix.R . segregmixEM.R . segregmixinit.R . spEM.R . spEMsymloc.R . spRMMSEM.R . spregmix.R . summary.mixEM.R . summary.npEM.R . tauequivnormalmixEM.R . testequality.R . testmixedequality.R . tryflare.R . wkde.R . wquantile.R . zzz.R . Full mixtools package functions and examples
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