mixtools

Tools for Analyzing Finite Mixture Models

CRAN Package

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).


Documentation


Team


Insights

Last 30 days

This package has been downloaded 13,661 times in the last 30 days. That's enough downloads to make it mildly famous in niche technical communities. A badge of honor! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 249 times.

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0 downloadsMar 2, 2025
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361 downloadsMar 8, 2025
407 downloadsMar 9, 2025
808 downloadsMar 10, 2025
692 downloadsMar 11, 2025
642 downloadsMar 12, 2025
593 downloadsMar 13, 2025
501 downloadsMar 14, 2025
302 downloadsMar 15, 2025
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556 downloadsMar 17, 2025
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499 downloadsMar 20, 2025
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195 downloadsMar 23, 2025
542 downloadsMar 24, 2025
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443 downloadsMar 31, 2025
502 downloadsApr 1, 2025
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249 downloadsApr 6, 2025
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195
808

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 86,219 times in the last 365 days. The kind of number that gets mentioned in a keynote speech. Well done! The day with the most downloads was Mar 10, 2025 with 808 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports6 packages
  • Reverse Depends1 package
  • Reverse Imports29 packages
  • Reverse Suggests11 packages