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mixtools (version 1.2.0)

Tools for Analyzing Finite Mixture Models

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.

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Install

install.packages('mixtools')

Monthly Downloads

6,282

Version

1.2.0

License

GPL (>= 2)

Maintainer

Last Published

February 7th, 2020

Functions in mixtools (1.2.0)