TreeBUGS: Hierarchical Multinomial Processing Tree Modeling
User-friendly analysis of hierarchical multinomial processing tree (MPT) models that are often used in cognitive psychology. Implements the latent-trait MPT approach (Klauer, 2010) <doi:10.1007/s11336-009-9141-0> and the beta-MPT approach (Smith & Batchelder, 2010) <doi:10.1016/j.jmp.2009.06.007> to model heterogeneity of participants. MPT models are conveniently specified by an .eqn-file as used by other MPT software and data are provided by a .csv-file or directly in R. Models are either fitted by calling JAGS or by an MPT-tailored Gibbs sampler in C++ (only for nonhierarchical and beta MPT models). Provides tests of heterogeneity and MPT-tailored summaries and plotting functions. A detailed documentation is available in Heck, Arnold, & Arnold (2018) <doi:10.3758/s13428-017-0869-7> and a tutorial on MPT modeling can be found in Schmidt, Erdfelder, & Heck (2022) <doi:10.31234/osf.io/gh8md>.
| Version: | 1.5.0 |
| Depends: | R (≥ 4.0.0) |
| Imports: | Rcpp (≥ 0.12.6), runjags, stats, graphics, utils, grDevices, coda, parallel, rjags, MASS, hypergeo, logspline |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | knitr, rmarkdown, testthat, R.rsp |
| Published: | 2023-05-21 |
| DOI: | 10.32614/CRAN.package.TreeBUGS |
| Author: | Daniel W. Heck 
[aut, cre],
Nina R. Arnold [aut, dtc],
Denis Arnold [aut],
Alexander Ly [ctb],
Marius Barth
[ctb] |
| Maintainer: | Daniel W. Heck <daniel.heck at uni-marburg.de> |
| License: | GPL-3 |
| URL: | https://github.com/danheck/TreeBUGS |
| NeedsCompilation: | yes |
| SystemRequirements: | JAGS (https://mcmc-jags.sourceforge.io/) |
| Citation: | TreeBUGS citation info |
| Materials: | NEWS |
| In views: | Psychometrics |
| CRAN checks: | TreeBUGS results |
Documentation:
| Reference manual: | TreeBUGS.pdf |
| Vignettes: |
TreeBUGS: Introduction to Hierarchical MPT Modeling TreeBUGS: Advanced MPT Modeling Heck, Arnold, & Arnold (2018): TreeBUGS paper (Behavior Research Methods) |
Downloads:
| Package source: | TreeBUGS_1.5.0.tar.gz |
| Windows binaries: | r-devel: TreeBUGS_1.5.0.zip, r-release: TreeBUGS_1.5.0.zip, r-oldrel: TreeBUGS_1.5.0.zip |
| macOS binaries: | r-release (arm64): TreeBUGS_1.5.0.tgz, r-oldrel (arm64): TreeBUGS_1.5.0.tgz, r-release (x86_64): TreeBUGS_1.5.0.tgz, r-oldrel (x86_64): TreeBUGS_1.5.0.tgz |
| Old sources: | TreeBUGS archive |
Reverse dependencies:
| Reverse imports: | MPTmultiverse |
Linking:
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