Skip to content

IMIFA

Infinite Mixtures of Infinite Factor Analysers and Related Models

v2.2.0 · Dec 12, 2023 · GPL (>= 3)

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) <doi:10.1214/19-BA1179>. 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.

Downloads

545

Last 30 days

6934th

545

Last 90 days

545

Last year

CRAN Check Status

2 NOTE
12 OK
Show all 14 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (14 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Keefe Murphy <keefe.murphy@mu.ie>’

The BugReports field in DESCRIPTION has
  https://github.com/Keefe-Murphy/IMIFA
which should likely be
  https://github.com/Keefe-Murphy/IMIFA/issues
instead.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Keefe Murphy <keefe.murphy@mu.ie>’

The BugReports field in DESCRIPTION has
  https://github.com/Keefe-Murphy/IMIFA
which should likely be
  https://github.com/Keefe-Murphy/IMIFA/issues
instead.
OK r-devel-linux-x86_64-fedora-clang

*


            
OK r-devel-linux-x86_64-fedora-gcc

*


            
OK r-devel-macos-arm64

*


            
OK r-devel-windows-x86_64

*


            
OK r-oldrel-macos-arm64

*


            
OK r-oldrel-macos-x86_64

*


            
OK r-oldrel-windows-x86_64

*


            
OK r-patched-linux-x86_64

*


            
OK r-release-linux-x86_64

*


            
OK r-release-macos-arm64

*


            
OK r-release-macos-x86_64

*


            
OK r-release-windows-x86_64

*


            

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Keefe Murphy <keefe.murphy@mu.ie>’

The BugReports field in DESCRIPTION has
  https://github.com/Keefe-Murphy/IMIFA
which should likely be
  https://github.com/Keefe-Murphy/IMIFA/issues
instead.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Keefe Murphy <keefe.murphy@mu.ie>’

The BugReports field in DESCRIPTION has
  https://github.com/Keefe-Murphy/IMIFA
which should likely be
  https://github.com/Keefe-Murphy/IMIFA/issues
instead.

Dependency Network

Dependencies Reverse dependencies matrixStats mclust mvnfast Rfast (>= 1.9.8) slam viridisLite IMIFA

Version History

new 2.2.0 Mar 9, 2026