RoBTT: Robust Bayesian T-Test
An implementation of Bayesian model-averaged t-tests that allows users to draw inferences about the presence versus absence of an effect, variance heterogeneity, and potential outliers. The 'RoBTT' package estimates ensembles of models created by combining competing hypotheses and applies Bayesian model averaging using posterior model probabilities. Users can obtain model-averaged posterior distributions and inclusion Bayes factors, accounting for uncertainty in the data-generating process (Maier et al., 2024, <doi:10.3758/s13423-024-02590-5>). The package also provides a truncated likelihood version of the model-averaged t-test, enabling users to exclude potential outliers without introducing bias (Godmann et al., 2024, <doi:10.31234/osf.io/j9f3s>). Users can specify a wide range of informative priors for all parameters of interest. The package offers convenient functions for summary, visualization, and fit diagnostics.
| Version: | 1.3.1 |
| Depends: | R (≥ 4.0.0), Rcpp (≥ 0.12.19) |
| Imports: | rstan (≥ 2.26.0), rstantools (≥ 1.5.0), RcppParallel (≥ 5.0.1), BayesTools (≥ 0.2.15), bridgesampling, methods, ggplot2, Rdpack |
| LinkingTo: | StanHeaders (≥ 2.26.0), rstan (≥ 2.26.0), BH (≥ 1.69.0), Rcpp (≥ 0.12.15), RcppEigen (≥ 0.3.3.4.0), RcppParallel (≥ 5.0.1) |
| Suggests: | parallel, testthat, vdiffr, knitr, rmarkdown, covr |
| Published: | 2024-11-10 |
| DOI: | 10.32614/CRAN.package.RoBTT |
| Author: | František Bartoš 
[aut, cre],
Maximilian Maier
[aut],
Henrik R Godmann
[aut] |
| Maintainer: | František Bartoš <f.bartos96 at gmail.com> |
| BugReports: | https://github.com/FBartos/RoBTT/issues |
| License: | GPL-3 |
| URL: | https://fbartos.github.io/RoBTT/ |
| NeedsCompilation: | yes |
| SystemRequirements: | GNU make |
| Citation: | RoBTT citation info |
| Materials: | README NEWS |
| CRAN checks: | RoBTT results |
Documentation:
| Reference manual: | RoBTT.pdf |
| Vignettes: |
Introduction to RoBTT (source, R code) Truncated Bayesian Model-Averaged T-Test (source, R code) |
Downloads:
| Package source: | RoBTT_1.3.1.tar.gz |
| Windows binaries: | r-devel: RoBTT_1.3.1.zip, r-release: RoBTT_1.3.1.zip, r-oldrel: RoBTT_1.3.1.zip |
| macOS binaries: | r-release (arm64): RoBTT_1.3.1.tgz, r-oldrel (arm64): RoBTT_1.3.1.tgz, r-release (x86_64): RoBTT_1.3.1.tgz, r-oldrel (x86_64): RoBTT_1.3.1.tgz |
| Old sources: | RoBTT archive |
Linking:
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