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# CITATION.cff file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "clustGLMM" in publications use:'
type: software
license: GPL-2.0-only
title: 'clustGLMM: Model-Based Clustering of Mixed-Type Longitudinal Data'
version: '1.0'
doi: 10.1007/s11222-023-10304-5
abstract: 'Provides tools for Bayesian estimation and inference for modelling clusterwise
  multivariate regression models for numeric, count, binary, ordinal and count outcomes
  observed repeatedly on the same units and where possible relations among outcomes
  are captured through a joint distribution of random effects. The clusters are defined
  through cluster-specific parameters, which the analyst can choose, e.g., with respect
  to the regression coefficients. In particular, the model specification for each
  regression model via the formula is specific to the outcome and consists of four
  parts: (1) fixed - regression coefficients common to all clusters, (2) group - group-specific
  regression coefficients, (3) random - random effects specific for each unit, (3)
  offset - name of an offset variable (if needed). Estimation is performed using MCMC
  sampling combining Gibbs and Metropolis-Hastings steps. Post-processing tools allow
  to assess convergence and address label switching and provide visual diagnostics.
  Units may be classified based on sampled allocation indicators or by exploiting
  the posterior distribution of the classification probabilities. For more details
  see Vavra et al. (2024) <https://doi.org/10.1007/s11222-023-10304-5>.'
authors:
- family-names: Vavra
  given-names: Jan
  email: vavraj@karlin.mff.cuni.cz
  orcid: https://orcid.org/0000-0003-0068-5356
- family-names: Gruen
  given-names: Bettina
  email: bettina.gruen@R-project.org
  orcid: https://orcid.org/0000-0001-7265-4773
- family-names: Malsiner-Walli
  given-names: Gertraud
  email: gertraud.malsiner-walli@wu.ac.at
  orcid: https://orcid.org/0000-0002-1213-4749
- family-names: Komarek
  given-names: Arnost
  email: komarek@karlin.mff.cuni.cz
  orcid: https://orcid.org/0000-0001-8778-3762
preferred-citation:
  type: article
  title: Clusterwise multivariate regression of mixed-type panel data
  authors:
  - family-names: Vávra
    given-names: Jan
  - family-names: Komárek
    given-names: Arnošt
  - family-names: Grün
    given-names: Bettina
  - family-names: Malsiner-Walli
    given-names: Gertraud
    email: gertraud.malsiner-walli@wu.ac.at
    orcid: https://orcid.org/0000-0002-1213-4749
  journal: Statistics and Computing
  year: '2024'
  volume: '34'
  issue: '46'
  doi: 10.1007/s11222-023-10304-5
repository: https://cran.r-universe.dev
commit: 19cbfca99a46121eece9481fc7e3b626eee7075f
date-released: '2026-07-22'
contact:
- family-names: Vavra
  given-names: Jan
  email: vavraj@karlin.mff.cuni.cz
  orcid: https://orcid.org/0000-0003-0068-5356