makemyprior: Intuitive Construction of Joint Priors for Variance Parameters

Tool for easy prior construction and visualization. It helps to formulates joint prior distributions for variance parameters in latent Gaussian models. The resulting prior is robust and can be created in an intuitive way. A graphical user interface (GUI) can be used to choose the joint prior, where the user can click through the model and select priors. An extensive guide is available in the GUI. The package allows for direct inference with the specified model and prior. Using a hierarchical variance decomposition, we formulate a joint variance prior that takes the whole model structure into account. In this way, existing knowledge can intuitively be incorporated at the level it applies to. Alternatively, one can use independent variance priors for each model components in the latent Gaussian model. Details can be found in the accompanying scientific paper: Hem, Fuglstad, Riebler (2024, Journal of Statistical Software, <doi:10.18637/jss.v110.i03>).

Version: 1.2.2
Depends: R (≥ 3.6.0)
Imports: ggplot2, Matrix, methods, shiny, shinyjs, shinyBS, visNetwork, rlang, MASS
Suggests: rstan (≥ 2.21.2), INLA (≥ 20.03.17), knitr, rmarkdown
Published: 2024-08-23
DOI: 10.32614/CRAN.package.makemyprior
Author: Ingeborg Hem ORCID iD [cre, aut], Geir-Arne Fuglstad ORCID iD [aut], Andrea Riebler ORCID iD [aut]
Maintainer: Ingeborg Hem <ingeborg.hem at ntnu.no>
BugReports: https://github.com/ingebogh/makemyprior/issues
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://github.com/ingebogh/makemyprior
NeedsCompilation: no
Additional_repositories: https://inla.r-inla-download.org/R/stable/
Citation: makemyprior citation info
Materials: README NEWS
CRAN checks: makemyprior results

Documentation:

Reference manual: makemyprior.pdf
Vignettes: latin_square (source, R code)
make_prior (source, R code)
neonatal_mortality (source, R code)
wheat_breeding (source, R code)

Downloads:

Package source: makemyprior_1.2.2.tar.gz
Windows binaries: r-devel: makemyprior_1.2.2.zip, r-release: makemyprior_1.2.2.zip, r-oldrel: makemyprior_1.2.2.zip
macOS binaries: r-release (arm64): makemyprior_1.2.2.tgz, r-oldrel (arm64): makemyprior_1.2.2.tgz, r-release (x86_64): makemyprior_1.2.2.tgz, r-oldrel (x86_64): makemyprior_1.2.2.tgz
Old sources: makemyprior archive

Linking:

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