Other packages > Find by keyword >

IMIFA  

Infinite Mixtures of Infinite Factor Analysers and Related Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("IMIFA", "2.2.0")



Attach the package and use:
library("IMIFA")
Maintained by
Keefe Murphy
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-02-05
Latest Update: 2023-12-12
Description:
Provides flexible Bayesian estimation of Infinite Mixtures of Infinite Factor Analysers and related models, for nonparametrically clustering high-dimensional data, introduced by Murphy et al. (2020) . The IMIFA model conducts Bayesian nonparametric model-based clustering with factor analytic covariance structures without recourse to model selection criteria to choose the number of clusters or cluster-specific latent factors, mostly via efficient Gibbs updates. Model-specific diagnostic tools are also provided, as well as many options for plotting results, conducting posterior inference on parameters of interest, posterior predictive checking, and quantifying uncertainty.
How to cite:
Keefe Murphy (2017). IMIFA: Infinite Mixtures of Infinite Factor Analysers and Related Models. R package version 2.2.0, https://cran.r-project.org/web/packages/IMIFA. Accessed 02 Sep. 2026.
Previous versions and publish date:
1.1.0 (2017-02-05 08:44), 1.2.0 (2017-05-09 23:22), 1.2.1 (2017-05-29 23:27), 1.3.0 (2017-06-22 01:21), 1.3.1 (2017-07-07 20:04), 2.0.0 (2018-05-01 17:18), 2.1.0 (2019-02-04 15:33), 2.1.1 (2019-12-11 12:50), 2.1.2 (2020-03-30 16:40), 2.1.3 (2020-05-12 18:10), 2.1.4 (2020-11-19 00:10), 2.1.5 (2021-01-05 00:10), 2.1.6 (2021-05-24 18:50), 2.1.7 (2021-10-08 10:20), 2.1.8 (2021-12-19 15:32), 2.1.9 (2022-08-15 09:10), 2.1.10 (2022-12-20 01:10), (2026-07-09 08:07)
Other packages that cited IMIFA R package
View IMIFA citation profile
Other R packages that IMIFA depends, imports, suggests or enhances
Complete documentation for IMIFA
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

multicmp  
Flexible Modeling of Multivariate Count Data via the Multivariate Conway-Maxwell-Poisson Distribution
A toolkit containing statistical analysis models motivated by multivariate forms of the Conway-Maxwe ...
Download / Learn more Package Citations See dependency  
VIM  
Visualization and Imputation of Missing Values
New tools for the visualization of missing and/or imputed values are introduced, which can be used f ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
ggsci  
Scientific Journal and Sci-Fi Themed Color Palettes for 'ggplot2'
A collection of 'ggplot2' color palettes inspired by plots in scientific journals, data visualizati ...
Download / Learn more Package Citations See dependency  
recmap  
Compute the Rectangular Statistical Cartogram
Implements the RecMap MP2 construction heuristic . This algorithm draw ...
Download / Learn more Package Citations See dependency  

28,437

R Packages

239,283

Dependencies

75,283

Author Associations

28,438

Publication Badges

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