
CRAN . RSTUDIO . COM {
}
Title:
CRAN: Package mixtools
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).
Website Age:
27 years and 1 months (reg. 1998-05-15).
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Keywords {🔍}
mixtools, models, aut, mixture, regression, ctb, mixtoolstgz, reverse, source, gpl, mixtoolszip, rrelease, roldrel, tools, finite, parametric, settings, distributions, normal, linear, package, science, grant, depends, imports, derek, young, thomas, citation, binaries, arm, analyzing, analyzes, semiparametric, includes, mixtures, multivariate, multinomial, gamma, reliability, rmms, mixturesofregressions, logistic, poisson, changepoints, predictordependent, mixing, proportions, random, effects,
Topics {✒️}
predictor-dependent mixing proportions reliability mixture models mixture models linear-regressions models ryan elmore [ctb] thomas hettmansperger [ctb] hoben thomas [ctb] model selection criteria data depth method obtaining credible bands chan zuckerberg initiative tatiana benaglia [aut] didier chauveau [aut] david hunter [aut] kedai cheng [aut] gz windows binaries ztpln reverse suggests random effects regressions /dsy109/mixtools needscompilation mixtools results documentation national science foundation misreparma reverse imports canonical form https zip macos binaries org/package=mixtools distributions cran checks regressions settings reverse depends mixtools author linear regression package source semiparametric settings parametric distributions logistic regression poisson regression bayesian estimation work supported survival published reference manual pdf vignettes r-devel r-release r-oldrel tna linking r-project includes mixtures multivariate normal hierarchical mixtures gpl-3 [expanded citation
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