TMSA Lab @ UIUC

All

24 repositories

edmdata
Public
Supplementary data package for the edm package
data r edm cognitive-diagnostic-models
R
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Other
•0•5•2•0•Updated Oct 1, 2024Oct 1, 2024
slcm
Public
Perform a Bayesian estimation of the exploratory Sparse Latent Class Model for Binary Data described by Chen, Y., Culpepper, S. A., and Liang, F. (2020) <https://doi.org/10.1007/s11336-019-09693-2>
sparse r-package rcpparmadillo psychometrics latent-class-model
C++
•0•2•0•0•Updated Jun 14, 2024Jun 14, 2024
simcdm
Public
Simulate cognitive diagnostic model data for Deterministic Input, Noisy "And" Gate (DINA) and reduced Reparameterized Unified Model (rRUM) from Culpepper and Hudson (2017) <doi: 10.1177/0146621617707511>, Culpepper (2015) <doi:10.3102/1076998615595403>, and de la Torre (2009) <doi:10.3102/1076998607309474>.
r rcpp simulation rcpparmadillo psychometrics cognitive-diagnostic-models
C++
•1•0•4•0•Updated Nov 29, 2023Nov 29, 2023
rrum
Public
The goal of rrum is to provide an implementation of Gibbs sampling algorithm for Bayesian Estimation of reduced Reparametrized Unifed Model (rRUM), described by Culpepper and Hudson (2017) <doi: 10.1177/0146621617707511>.
r rstats armadillo cdm rcpparmadillo psychometrics cognitive-diagnostic-models rrum gibbs-sampling-algorithm
C++
•0•0•1•0•Updated Nov 29, 2023Nov 29, 2023
pg
Public
Pólya-Gamma Distribution Random Samplers for both C++ via Rcpp or RcppArmadillo and R
C++
•0•1•0•0•Updated Jul 21, 2023Jul 21, 2023
hmcdm
Public
R package for fitting hidden Markov cognitive diagnosis models for learning.
r rcpp rcpparmadillo psychometrics cognitive-diagnostic-models
C++
•7•7•0•0•Updated Mar 20, 2023Mar 20, 2023
ohoegdm
Public
Ordinal Higher-Order Exploratory General Diagnostic Models for Polytomous Data described by Culpepper and Balamuta (In Press) <doi:10.1080/00273171.2021.1985949>.
rstats psychometrics diagnostic-model exploratory-diagnostic-models r
C++
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GNU General Public License v3.0
•0•0•0•0•Updated Feb 24, 2022Feb 24, 2022
cIRT
Public
Jointly model the accuracy of cognitive responses and item choices within a bayesian hierarchical framework as described by Culpepper and Balamuta (2015) <doi:10.1007/s11336-015-9484-7>. In addition, the package contains the datasets used within the analysis of the paper.
r rstats armadillo bayesian choice rcpparmadillo gibbs-sampling item-response-theory cognitive-diagnostic-models
C++
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GNU General Public License v3.0
•0•4•1•0•Updated Feb 21, 2022Feb 21, 2022
edmcore
Public
🚨[WIP]🚨Classes and Algorithms used across Exploratory Diagnostic Modeling Framework
r cdm psychometrics cognitive-diagnostic-models
R
•1•0•2•1•Updated Aug 29, 2021Aug 29, 2021
targetsedm
Public
0•0•0•0•Updated Jul 24, 2021Jul 24, 2021
shinyecdm
Public
Web interface powered by shiny for modeling with exploratory cognitive diagnostic models (ECDMs)
r cdm cognitive-diagnostic-models ecdm shiny
R
•1•0•2•0•Updated Jun 30, 2021Jun 30, 2021
edm
Public
Modeling framework for Exploratory Diagnostic Models (EDM)
r armadillo rcpparmadillo psychometrics cognitive-diagnostic-models exploratory-diagnostic-models
R
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GNU General Public License v3.0
•2•1•4•0•Updated Jun 12, 2021Jun 12, 2021
bayesefa
Public
Exploratory Bayesian factor analysis of continuous, mixed-type, and bounded continuous variables using the mode-jumping algorithm of Man and Culpepper (2020) <doi:10.1080/01621459.2020.1773833>.
C++
•0•1•2•0•Updated Feb 11, 2021Feb 11, 2021
edm-book
Public
An overview of the ECDM modeling framework.
r cognitive-diagnostic-models ecdm
Shell
•0•0•0•0•Updated Jan 12, 2021Jan 12, 2021
dina
Public
Estimate the Deterministic Input, Noisy "And" Gate (DINA) cognitive diagnostic model parameters using the Gibbs sampler described by Culpepper (2015) <doi:10.3102/1076998615595403>.
rcpp irt armadillo bayesian rcpparmadillo item-response-theory psychometrics gibbs-sampler
C++
•5•14•3•1•Updated Jul 31, 2020Jul 31, 2020
edina
Public
Perform a Bayesian estimation of the Exploratory Deterministic Input, Noisy “And” Gate (EDINA) cognitive diagnostic model described by Chen et al. (2018) <doi:10.1007/s11336-017-9579-4>
r cpp rstats rcpparmadillo item-response-theory psychometrics cognitive-diagnostic-models ecdm dina
R
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GNU General Public License v3.0
•3•2•1•0•Updated Jul 24, 2020Jul 24, 2020
pathmodelfit
Public
Fit Indices for the Path Component of Latent Variable Structural Equation Models
R
•0•0•0•0•Updated Jul 14, 2020Jul 14, 2020
actions
Public
TMSALab Customized GitHub Action workflows
r github-actions
0•0•0•0•Updated Apr 23, 2020Apr 23, 2020
errum
Public
Perform a Bayesian estimation of the Exploratory reduced Reparameterized Unified Model (errum) described by Culpepper and Chen (2018) <doi:10.3102/1076998618791306>.
r cpp rstats rcpparmadillo item-response-theory psychometrics rrum ecdm cognitive-diagnostic-modeling
C++
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GNU General Public License v3.0
•0•0•0•0•Updated Mar 22, 2020Mar 22, 2020
iccbeta
Public
A function and vignettes for computing an intraclass correlation described in Aguinis & Culpepper (2015) <doi:10.1177/1094428114563618>. This package quantifies the share of variance in a dependent variable that is attributed to group heterogeneity in slopes.
r rcpp correlation armadillo rcpparmadillo intraclass-correlation
R
•0•2•2•0•Updated Nov 6, 2019Nov 6, 2019
fourPNO
Public
Estimate Barton & Lord's (1981) <doi:10.1002/j.2333-8504.1981.tb01255.x> four parameter IRT model with lower and upper asymptotes using Bayesian formulation described by Culpepper (2016) <doi:10.1007/s11336-015-9477-6>.
r rcpp rstats armadillo rcpparmadillo gibbs-sampler item-response-theory cognitive-diagnostic-models
C++
•1•1•0•0•Updated Nov 5, 2019Nov 5, 2019
tmsapkg
Public
Template package
r rstats r-package
R
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GNU General Public License v3.0
•0•0•1•0•Updated Mar 10, 2019Mar 10, 2019
pkg-dashboard
Public
Dashboard containing overview of package information
0•0•0•0•Updated Jan 23, 2019Jan 23, 2019
tmsalab.github.io
Public
TMSA Lab Website Repo
0•0•0•0•Updated Apr 1, 2017Apr 1, 2017