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: | 1.4.9 |
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: | 2022-09-06 |
Author: | Daniel W. Heck |
Maintainer: | Daniel W. Heck <dheck 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 |
Reference manual: | TreeBUGS.pdf |
Vignettes: |
TreeBUGS: Introduction to Hierarchical MPT Modeling TreeBUGS: Extended Modeling Heck, Arnold, & Arnold (2018): TreeBUGS paper (Behavior Research Methods) |
Package source: | TreeBUGS_1.4.9.tar.gz |
Windows binaries: | r-devel: TreeBUGS_1.4.9.zip, r-release: TreeBUGS_1.4.9.zip, r-oldrel: TreeBUGS_1.4.9.zip |
macOS binaries: | r-release (arm64): TreeBUGS_1.4.8.tgz, r-oldrel (arm64): TreeBUGS_1.4.8.tgz, r-release (x86_64): TreeBUGS_1.4.9.tgz, r-oldrel (x86_64): TreeBUGS_1.4.9.tgz |
Old sources: | TreeBUGS archive |
Reverse imports: | MPTmultiverse |
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