Other packages > Find by keyword >

mixtools  

Tools for Analyzing Finite Mixture Models
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", "2.0.0.1")



Attach the package and use:
library("mixtools")
Maintained by
Derek Young
[Scholar Profile | Author Map]
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 2.0.0.1, https://cran.r-project.org/web/packages/mixtools. Accessed 10 Apr. 2025.
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), 2.0.0 (2022-12-05 15:30)
Other packages that cited mixtools R package
View mixtools citation profile
Other R packages that mixtools depends, imports, suggests or enhances
Complete documentation for mixtools
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
Downloads during the last 30 days
03/1103/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/0204/0304/0404/0504/0604/0704/08Downloads for mixtools150200250300350400450500550600650700750TrendBars

Today's Hot Picks in Authors and Packages

r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
ecochange  
Integrating Ecosystem Remote Sensing Products to Derive EBV Indicators
Essential Biodiversity Variables (EBV) are state variables with dimensions on time, space, and biolo ...
Download / Learn more Package Citations See dependency  
RODBC  
ODBC Database Access
GRNNs  
General Regression Neural Networks Package
This General Regression Neural Networks Package uses various distance functions. It was motivated b ...
Download / Learn more Package Citations See dependency  
xtermStyle  
Terminal Text Formatting Using Escape Sequences
Can be used for coloring output in terminals. It was developed for the standard Ubuntu terminal but ...
Download / Learn more Package Citations See dependency  
txtq  
A Small Message Queue for Parallel Processes
This queue is a data structure that lets parallel processes send and receive messages, and it can he ...
Download / Learn more Package Citations See dependency  

24,012

R Packages

207,311

Dependencies

64,867

Author Associations

24,013

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA