dynamite: Bayesian Modeling and Causal Inference for Multivariate Longitudinal 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: 1.5.2
Depends: R (≥ 3.6.0)
Imports: checkmate, cli, data.table (≥ 1.15.0), ggforce, glue, ggplot2, loo, methods, patchwork, posterior, rlang, rstan, stats, tibble (≥ 2.0.0), utils
Suggests: bookdown, cmdstanr, covr, dplyr, knitr, mice, mockthat, rmarkdown, testthat (≥ 3.0.0), tidyr
Published: 2024-05-28
DOI: 10.32614/CRAN.package.dynamite
Author: Santtu Tikka ORCID iD [aut, cre], Jouni Helske ORCID 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


Reference manual: dynamite.pdf
Vignettes: Model customization and non-MCMC estimation with dynamite
Priors for dynamic multivariate panel models
Simulating data from a dynamic multivariate panel model


Package source: dynamite_1.5.2.tar.gz
Windows binaries: r-devel: dynamite_1.5.2.zip, r-release: dynamite_1.5.2.zip, r-oldrel: dynamite_1.5.2.zip
macOS binaries: r-release (arm64): dynamite_1.5.2.tgz, r-oldrel (arm64): dynamite_1.5.2.tgz, r-release (x86_64): dynamite_1.5.2.tgz, r-oldrel (x86_64): dynamite_1.5.2.tgz
Old sources: dynamite archive


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