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]
All associated links for this package
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
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
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
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

hydropeak  
Detect and Characterize Sub-Daily Flow Fluctuations
An important environmental impact on running water ecosystems is caused by hydropeaking - the disco ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
gmt  
Interface Between GMT Map-Making Software and R
Interface between the GMT map-making software and R, enabling the user to manipulate geographic dat ...
Download / Learn more Package Citations See dependency  
trapezoid  
The Trapezoidal Distribution
The trapezoid package provides 'dtrapezoid', 'ptrapezoid', 'qtrapezoid', and 'rtrapezoid' functions ...
Download / Learn more Package Citations See dependency  
rankdist  
Distance Based Ranking Models
Implements distance based probability models for ranking data. The supported distance metrics inclu ...
Download / Learn more Package Citations See dependency  
EasyDescribe  
A Convenient Way of Descriptive Statistics
Descriptive Statistics is essential for publishing articles. This package can perform descriptive s ...
Download / Learn more Package Citations See dependency  

22,187

R Packages

188,753

Dependencies

55,244

Author Associations

22,188

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns