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dynamite: Bayesian Modeling and Causal Inference for MultivariateLongitudinal Data

Easy-to-use and efficient interface for Bayesian inference of complex panel (time series) data using dynamic multivariate panel models by Helske and Tikka (2024) <doi:10.1016/j.alcr.2024.100617>. The package supports joint modeling of multiple measurements per individual, time-varying and time-invariant effects, and a wide range of discrete and continuous distributions. Estimation of these dynamic multivariate panel models is carried out via 'Stan'. For an in-depth tutorial of the package, see (Tikka and Helske, 2024) <doi:10.48550/arXiv.2302.01607>.

Version:1.5.6
Depends:R (≥ 3.6.0)
Imports:checkmate,cli,data.table (≥ 1.15.0),ggforce,glue,ggplot2,loo,patchwork,posterior,rlang,rstan, stats,tibble (≥ 2.0.0), utils
Suggests:cmdstanr,covr,dplyr,knitr,mice,mockthat,quarto,testthat (≥ 3.0.0),tidyr
Published:2025-04-07
DOI:10.32614/CRAN.package.dynamite
Author:Santtu TikkaORCID iD [aut, cre], Jouni HelskeORCID iD [aut], Nicholas Clark [rev], Lucy D'Agostino McGowan [rev]
Maintainer:Santtu Tikka <santtuth at gmail.com>
BugReports:https://github.com/ropensci/dynamite/issues/
License:GPL (≥ 3)
URL:https://docs.ropensci.org/dynamite/,https://github.com/ropensci/dynamite/
NeedsCompilation:no
Additional_repositories:https://mc-stan.org/r-packages/
Citation:dynamite citation info
Materials:README,NEWS
CRAN checks:dynamite results

Documentation:

Reference manual:dynamite.html ,dynamite.pdf
Vignettes:dynamite: An R Package for Dynamic Multivariate Panel Models (source,R code)
Model customization and non-MCMC estimation with dynamite (source)
Priors for dynamic multivariate panel models (source,R code)
Simulating data from a dynamic multivariate panel model (source)

Downloads:

Package source: dynamite_1.5.6.tar.gz
Windows binaries: r-devel:dynamite_1.5.6.zip, r-release:dynamite_1.5.6.zip, r-oldrel:dynamite_1.5.6.zip
macOS binaries: r-release (arm64):dynamite_1.5.6.tgz, r-oldrel (arm64):dynamite_1.5.6.tgz, r-release (x86_64):dynamite_1.5.6.tgz, r-oldrel (x86_64):dynamite_1.5.6.tgz
Old sources: dynamite archive

Linking:

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