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multinomialLogitMix

1.1

Clustering Multinomial Count Data under the Presence of Covariates

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Overview

About
Maintained by Panagiotis PapastamoulisFirst published 2022-08-232 releasesCRAN page ↗

Methods for model-based clustering of multinomial counts under the presence of covariates using mixtures of multinomial logit models, as implemented in Papastamoulis (2023) DOI:10.1007/s11634-023-00547-5. These models are estimated under a frequentist as well as a Bayesian setup using the Expectation-Maximization algorithm and Markov chain Monte Carlo sampling (MCMC), respectively. The (unknown) number of clusters is selected according to the Integrated Completed Likelihood criterion (for the frequentist model), and estimating the number of non-empty components using overfitting mixture models after imposing suitable sparse prior assumptions on the mixing proportions (in the Bayesian case), see Rousseau and Mengersen (2011) DOI:10.1111/j.1467-9868.2011.00781.x. In the latter case, various MCMC chains run in parallel and are allowed to switch states. The final MCMC output is suitably post-processed in order to undo label switching using the Equivalence Classes Representatives (ECR) algorithm, as described in Papastamoulis (2016) DOI:10.18637/jss.v069.c01.

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1NOTE12OK
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Slowest check: 3.0 min · r-oldrel-windows-x86_64
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  • NOTE2026-08-01
    12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • OK2026-04-22
    14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
  • ERROR2026-04-18
    13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
  • OK2026-03-10
    14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

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Dependencies

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11 external dependencies (excludes base and recommended)
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Package Timeline

2 releases. Pick two to compare their code metrics. R releases are shown for context.

  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • 1.1Latest
    2023-07-17 · current release · diff ↗
  • R
    R 4.3.0 released · 2023-04-21
  • 1.0
    2022-08-23
  • R
    R 4.2.0 released · 2022-04-22

Package metadata

First published
2022-08-23
Total releases
2 / 4 yrs
License
GPL-2 OSI
Download size
31 KB
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