The Transition Diagnostic Classification Model Framework

Estimate the transition diagnostic classification model (TDCM) described in Madison & Bradshaw (2018) , a longitudinal extension of the log-linear cognitive diagnosis model (LCDM) in Henson, Templin & Willse (2009) . As the LCDM subsumes many other diagnostic classification models (DCMs), many other DCMs can be estimated longitudinally via the TDCM. The 'TDCM' package includes functions to estimate the single-group and multigroup TDCM, summarize results of interest including item parameters, growth proportions, transition probabilities, transitional reliability, attribute correlations, model fit, and growth plots.


TDCM

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The ‘TDCM’ R package lets users estimate the transition diagnostic classification model (TDCM) described in Madison & Bradshaw (2018), a longitudinal extension of the log-linear cognitive diagnosis model (LCDM) in Henson, Templin & Willse (2009). As the LCDM subsumes many other diagnostic classification models (DCMs), many other DCMs can be estimated longitudinally via the TDCM framework. The ‘TDCM’ package includes functions to estimate the single-group and multigroup TDCM, summarize results of interest including item parameters, growth proportions, transition probabilities, transitional reliability, attribute correlations, model fit, and growth plots.

Installation

You can install the ‘TDCM’ package like so:

# Install TDCM from CRAN
install.packages("TDCM")
# Install the latest development version of TDCM from GitHub:
if (!require("devtools")) install.packages("devtools")
devtools::install_github("cotterell/tdcm")

Getting Started

See vignette("TDCM", package = "TDCM") or for an overview of the ‘TDCM’ package.

Reference manual

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install.packages("TDCM")

0.3.0 by Michael E. Cotterell, 6 months ago


https://cotterell.github.io/tdcm/, https://github.com/cotterell/tdcm


Report a bug at https://github.com/cotterell/tdcm/issues


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


Authors: Matthew J. Madison [aut, cph] (ORCID: , Sergio Haab [aut] , Minjeong Jeon [aut, cph] , Constanza Mardones-Segovia [aut, cph] , Michael E. Cotterell [aut, cre, cph] (ORCID: , University of Georgia [cph] (The content and opinions expressed in this material do not necessarily reflect the views of nor are they endorsed by the University of Georgia or the University System of Georgia.) , Institute of Education Sciences [fnd] (This work is supported by the U.S. Department of Education Institute of Education Sciences under IES Award Number R305D220020.) , National Science Foundation [fnd] (This work is supported by the National Science Foundation under NSF Award Number 1921373.)


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports CDM, gtools, polycor, stringr

Suggests devtools, knitr, lintr, MASS, rmarkdown, ROI, roxygen2, rsconnect, styler, testthat, tinytex, V8

System requirements: pandoc


See at CRAN