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) 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) and a tutorial on MPT modeling can be found in Schmidt, Erdfelder, & Heck (2023) .


Reference manual

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install.packages("TreeBUGS")

1.5.3 by Daniel W. Heck, a year ago


https://github.com/danheck/TreeBUGS


Browse source code at https://github.com/cran/TreeBUGS


Authors: Daniel W. Heck [aut, cre] (ORCID: , Nina R. Arnold [aut, dtc] , Denis Arnold [aut] , Alexander Ly [ctb] , Marius Barth [ctb]


Documentation:   PDF Manual  


GPL-3 license


Imports Rcpp, stats, parallel, graphics, utils, grDevices, MASS, runjags, rjags, coda, hypergeo, logspline

Suggests knitr, rmarkdown, testthat, R.rsp

Linking to Rcpp, RcppArmadillo

System requirements: JAGS (https://mcmc-jags.sourceforge.io/)


See at CRAN