Other packages > Find by keyword >

ML2Pvae  

Variational Autoencoder Models for IRT Parameter Estimation
View on CRAN: Click here


Download and install ML2Pvae package within the R console
Install from CRAN:
install.packages("ML2Pvae")

Install from Github:
library("remotes")
install_github("cran/ML2Pvae")

Install by package version:
library("remotes")
install_version("ML2Pvae", "1.0.0.1")



Attach the package and use:
library("ML2Pvae")
Maintained by
Geoffrey Converse
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-11-16
Latest Update: 2022-05-23
Description:
Based on the work of Curi, Converse, Hajewski, and Oliveira (2019) . This package provides easy-to-use functions which create a variational autoencoder (VAE) to be used for parameter estimation in Item Response Theory (IRT) - namely the Multidimensional Logistic 2-Parameter (ML2P) model. To use a neural network as such, nontrivial modifications to the architecture must be made, such as restricting the nonzero weights in the decoder according to some binary matrix Q. The functions in this package allow for straight-forward construction, training, and evaluation so that minimal knowledge of 'tensorflow' or 'keras' is required.
How to cite:
Geoffrey Converse (2020). ML2Pvae: Variational Autoencoder Models for IRT Parameter Estimation. R package version 1.0.0.1, https://cran.r-project.org/web/packages/ML2Pvae. Accessed 25 Aug. 2026.
Previous versions and publish date:
1.0.0 (2020-11-16 10:10), (2026-07-09 08:09)
Other packages that cited ML2Pvae R package
View ML2Pvae citation profile
Other R packages that ML2Pvae depends, imports, suggests or enhances
Complete documentation for ML2Pvae
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

missDiag  
Comparing Observed and Imputed Values under MAR and MCAR
Implements the computation of discrepancy statistics summarizing differences between the density of ...
Download / Learn more Package Citations See dependency  
commonsMath  
JAR Files of the Apache Commons Mathematics Library
'Java' JAR files for the Apache Commons Mathematics Library for use by users and other packages. ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
connectwidgets  
Organize and Curate Your Content Within 'Posit Connect'
A collection of helper functions and 'htmlwidgets' to help publishers curate content collections on ...
Download / Learn more Package Citations See dependency  
hwep  
Hardy-Weinberg Equilibrium in Polyploids
Inference concerning equilibrium and random mating in autopolyploids. Methods are available to test ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,113

Author Associations

28,333

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA