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>.

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Description file content

Package
TreeBUGS
Version
1.4.0
Date
2018-05-14
Title
Hierarchical Multinomial Processing Tree Modeling
Author
Daniel W. Heck [aut, cre], Nina R. Arnold [aut, dtc], Denis Arnold [aut], Alexander Ly [ctb]
Maintainer
Daniel W. Heck
Depends
R (>= 3.0.0)
Imports
Rcpp (>= 0.12.6), runjags, stats, graphics, utils, grDevices, coda, parallel, rjags, MASS, hypergeo, logspline
Suggests
knitr, testthat
LinkingTo
Rcpp, RcppArmadillo
VignetteBuilder
knitr
NeedsCompilation
yes
SystemRequirements
JAGS (http://mcmc-jags.sourceforge.net)
Description
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) and the beta-MPT approach (Smith & Batchelder, 2010) 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) .
License
GPL (>= 2)
Encoding
UTF-8
URL
RoxygenNote
6.0.1
LazyData
TRUE
Packaged
2018-05-15 10:30:47 UTC; Daniel
Repository
CRAN
Date/Publication
2018-05-15 12:18:04 UTC

install.packages('TreeBUGS')

1.4.0

6 months ago

https://github.com/denis-arnold/TreeBUGS

Daniel W. Heck

GPL (>= 2)

Depends on

R (>= 3.0.0)

Imports

Rcpp (>= 0.12.6), runjags, stats, graphics, utils, grDevices, coda, parallel, rjags, MASS, hypergeo, logspline

Suggests

knitr, testthat

Discussions