TreeBUGS-package: TreeBUGS: Hierarchical Multinomial Processing Tree Modeling

In denis-arnold/TreeBUGS: Hierarchical Multinomial Processing Tree Modeling

TreeBUGS: Hierarchical Multinomial Processing Tree Modeling

Description

Uses standard MPT files in the .eqn-format (Moshagen, 2010) to fit hierarchical Bayesian MPT models. Note that the software JAGS is required (https://mcmc-jags.sourceforge.io/).

The core functions either fit a Beta-MPT model (betaMPT; Smith & Batchelder, 2010) or a latent-trait MPT model (traitMPT; Klauer, 2010). A fitted model can be inspected using convenient summary and plot functions tailored to hierarchical MPT models.

Detailed explanations and examples can be found in the package vignette, accessible via vignette("TreeBUGS")

Citation

If you use TreeBUGS, please cite the software as follows:

Heck, D. W., Arnold, N. R., & Arnold, D. (2018). TreeBUGS: An R package for hierarchical multinomial-processing-tree modeling. Behavior Research Methods, 50, 264–284. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.3758/s13428-017-0869-7")}

Tutorial

For a tutorial on MPT modeling (including hierarchical modeling in TreeBUGS), see:

Schmidt, O., Erdfelder, E., & Heck, D. W. (2023). How to develop, test, and extend multinomial processing tree models: A tutorial. Psychological Methods. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1037/met0000561")}. (Preprint: https://psyarxiv.com/gh8md/)

Author(s)

Daniel W. Heck, Denis Arnold, & Nina Arnold

References

Klauer, K. C. (2010). Hierarchical multinomial processing tree models: A latent-trait approach. Psychometrika, 75, 70-98. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/s11336-009-9141-0")}

Matzke, D., Dolan, C. V., Batchelder, W. H., & Wagenmakers, E.-J. (2015). Bayesian estimation of multinomial processing tree models with heterogeneity in participants and items. Psychometrika, 80, 205-235. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/s11336-013-9374-9")}

Moshagen, M. (2010). multiTree: A computer program for the analysis of multinomial processing tree models. Behavior Research Methods, 42, 42-54. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.3758/BRM.42.1.42")}

Smith, J. B., & Batchelder, W. H. (2008). Assessing individual differences in categorical data. Psychonomic Bulletin & Review, 15, 713-731. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.3758/PBR.15.4.713")}

Smith, J. B., & Batchelder, W. H. (2010). Beta-MPT: Multinomial processing tree models for addressing individual differences. Journal of Mathematical Psychology, 54, 167-183. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1016/j.jmp.2009.06.007")}

See Also

Useful links:

• https://github.com/danheck/TreeBUGS

denis-arnold/TreeBUGS documentation built on May 13, 2024, 6:34 p.m.