Other packages > Find by keyword >

autoMFA  

Algorithms for Automatically Fitting MFA Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("autoMFA", "1.0.0")



Attach the package and use:
library("autoMFA")
Maintained by
John Davey
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-08-10
Latest Update: 2021-08-10
Description:
Provides methods for fitting the Mixture of Factor Analyzers (MFA) model automatically. The MFA model is a mixture model where each sub-population is assumed to follow the Factor Analysis model. The Factor Analysis (FA) model is a latent variable model which assumes that observations are normally distributed, but imposes constraints on their covariance matrix. The MFA model contains two hyperparameters; g (the number of components in the mixture) and q (the number of factors in each component Factor Analysis model). Usually, the Expectation-Maximisation algorithm would be used to fit the MFA model, but this requires g and q to be known. This package treats g and q as unknowns and provides several methods which infer these values with as little input from the user as possible.
How to cite:
John Davey (2021). autoMFA: Algorithms for Automatically Fitting MFA Models. R package version 1.0.0, https://cran.r-project.org/web/packages/autoMFA. Accessed 18 Feb. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited autoMFA R package
View autoMFA citation profile
Other R packages that autoMFA depends, imports, suggests or enhances
Complete documentation for autoMFA
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

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  
OptGS  
Near-Optimal Group-Sequential Designs for Continuous Outcomes
Optimal group-sequential designs minimise some function of the expected and maximum sample size whil ...
Download / Learn more Package Citations See dependency  
fclust  
Fuzzy Clustering
Algorithms for fuzzy clustering, cluster validity indices and plots for cluster validity and visuali ...
Download / Learn more Package Citations See dependency  
clustMixType  
k-Prototypes Clustering for Mixed Variable-Type Data
Functions to perform k-prototypes partitioning clustering for mixed variable-type data according to ...
Download / Learn more Package Citations See dependency  
ppmf  
Read Census Privacy Protected Microdata Files
Implements data processing described in to align modern differentially ...
Download / Learn more Package Citations See dependency  
readxlsb  
Read 'Excel' Binary (.xlsb) Workbooks
Import data from 'Excel' binary (.xlsb) workbooks into R. ...
Download / Learn more Package Citations See dependency  

23,712

R Packages

205,795

Dependencies

64,332

Author Associations

23,631

Publication Badges

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