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Conduct penalized meta-analysis, see Van Lissa, Van Erp, & Clapper (2023) <doi:10.31234/osf.io/6phs5>. In meta-analysis, there are often between-study differences. These can be coded as moderator variables, and controlled for using meta-regression. However, if the number of moderators is large relative to the number of studies, such an analysis may be overfit. Penalized meta-regression is useful in these cases, because it shrinks the regression slopes of irrelevant moderators towards zero.
Version: | 0.1.3 |
Depends: | R (≥ 3.4.0) |
Imports: | methods, rstan (≥ 2.18.1), Rcpp (≥ 0.12.0), RcppParallel (≥ 5.0.1), rstantools (≥ 2.1.1), sn, shiny, ggplot2 |
LinkingTo: | BH (≥ 1.66.0), Rcpp (≥ 0.12.0), RcppEigen (≥ 0.3.3.3.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.18.1), StanHeaders (≥ 2.18.0) |
Suggests: | rmarkdown, knitr, mice, testthat (≥ 3.0.0) |
Published: | 2023-03-16 |
DOI: | 10.32614/CRAN.package.pema |
Author: | Caspar J van Lissa [aut, cre], Sara J van Erp [aut] |
Maintainer: | Caspar J van Lissa <c.j.vanlissa at tilburguniversity.edu> |
License: | GPL (≥ 3) |
URL: | https://github.com/cjvanlissa/pema |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Citation: | pema citation info |
Materials: | README |
In views: | MetaAnalysis |
CRAN checks: | pema results |
Reference manual: | pema.pdf |
Vignettes: |
Conducting a Bayesian Regularized Meta-analysis |
Package source: | pema_0.1.3.tar.gz |
Windows binaries: | r-devel: pema_0.1.3.zip, r-release: pema_0.1.3.zip, r-oldrel: pema_0.1.3.zip |
macOS binaries: | r-release (arm64): pema_0.1.3.tgz, r-oldrel (arm64): pema_0.1.3.tgz, r-release (x86_64): pema_0.1.3.tgz, r-oldrel (x86_64): pema_0.1.3.tgz |
Old sources: | pema archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.