Other packages > Find by keyword >

variationalDCM  

Variational Bayesian Estimation for Diagnostic Classification Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("variationalDCM", "2.0.1")



Attach the package and use:
library("variationalDCM")
Maintained by
Keiichiro Hijikata
[Scholar Profile | Author Map]
First Published: 2023-11-08
Latest Update: 2023-11-08
Description:
Enables computationally efficient parameters-estimation by variational Bayesian methods for various diagnostic classification models (DCMs). DCMs are a class of discrete latent variable models for classifying respondents into latent classes that typically represent distinct combinations of skills they possess. Recently, to meet the growing need of large-scale diagnostic measurement in the field of educational, psychological, and psychiatric measurements, variational Bayesian inference has been developed as a computationally efficient alternative to the Markov chain Monte Carlo methods, e.g., Yamaguchi and Okada (2020a) <doi:10.1007/s11336-020-09739-w>, Yamaguchi and Okada (2020b) <doi:10.3102/1076998620911934>, Yamaguchi (2020) <doi:10.1007/s41237-020-00104-w>, Oka and Okada (2023) <doi:10.1007/s11336-022-09884-4>, and Yamaguchi and Martinez (2023) <doi:10.1111/bmsp.12308>. To facilitate their applications, 'variationalDCM' is developed to provide a collection of recently-proposed variational Bayesian estimation methods for various DCMs.
How to cite:
Keiichiro Hijikata (2023). variationalDCM: Variational Bayesian Estimation for Diagnostic Classification Models. R package version 2.0.1, https://cran.r-project.org/web/packages/variationalDCM. Accessed 10 Apr. 2025.
Previous versions and publish date:
1.0.0 (2023-11-08 20:30), 2.0.0 (2024-03-13 08:00)
Other packages that cited variationalDCM R package
View variationalDCM citation profile
Other R packages that variationalDCM depends, imports, suggests or enhances
Complete documentation for variationalDCM
Functions, R codes and Examples using the variationalDCM R package
Some associated functions: dina . dina_data_gen . dino . hm_dcm . hmdcm_data_gen . mc_dina . mc_dina_data_gen . mc_sim_Q . satu_dcm . sim_Q_J30K3 . sim_Q_J80K5 . 
Some associated R codes: data.R . dina_vb.R . dino.R . hmdcm_vb.R . mcdina_vb.R . satu_dcm_vb.R .  Full variationalDCM package functions and examples
Downloads during the last 30 days
03/1103/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2403/2503/2603/2703/2803/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/09Downloads for variationalDCM123456789TrendBars

Today's Hot Picks in Authors and Packages

txtq  
A Small Message Queue for Parallel Processes
This queue is a data structure that lets parallel processes send and receive messages, and it can he ...
Download / Learn more Package Citations See dependency  
webglobe  
3D Interactive Globes
Displays geospatial data on an interactive 3D globe in the web browser. ...
Download / Learn more Package Citations See dependency  
ecochange  
Integrating Ecosystem Remote Sensing Products to Derive EBV Indicators
Essential Biodiversity Variables (EBV) are state variables with dimensions on time, space, and biolo ...
Download / Learn more Package Citations See dependency  
xtermStyle  
Terminal Text Formatting Using Escape Sequences
Can be used for coloring output in terminals. It was developed for the standard Ubuntu terminal but ...
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  
RODBC  
ODBC Database Access

24,012

R Packages

207,311

Dependencies

64,867

Author Associations

24,013

Publication Badges

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