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PReMiuM

Dirichlet Process Bayesian Clustering, Profile Regression

v3.2.13 · Jan 9, 2024 · GPL-2

Description

Bayesian clustering using a Dirichlet process mixture model. This model is an alternative to regression models, non-parametrically linking a response vector to covariate data through cluster membership. The package allows Bernoulli, Binomial, Poisson, Normal, survival and categorical response, as well as Normal and discrete covariates. It also allows for fixed effects in the response model, where a spatial CAR (conditional autoregressive) term can be also included. Additionally, predictions may be made for the response, and missing values for the covariates are handled. Several samplers and label switching moves are implemented along with diagnostic tools to assess convergence. A number of R functions for post-processing of the output are also provided. In addition to fitting mixtures, it may additionally be of interest to determine which covariates actively drive the mixture components. This is implemented in the package as variable selection. The main reference for the package is Liverani, Hastie, Azizi, Papathomas and Richardson (2015) <doi:10.18637/jss.v064.i07>.

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CRAN Check Status

2 NOTE
11 OK
Show all 13 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-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 (2 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
               person(given = "Silvia",
                      family = "Liverani",
                      role = c("aut", "cre"),
                      email = "liveranis@gmail.com"),
               person(given = c("Sylvia", "Richardson", "with", "contributions", "from", "Aurore", "J."),
                      family = "Lavigne",
                      role = "aut"),
               person(given = "Lucy",
                      family = "Leigh",
                      role = "aut"),
               person(given = "Lamiae",
                      family = "Azizi",
                      role = "aut"),
               person(given = "Xi",
                      family = "Liu",
                      role = "aut"),
               person(given = "Ruizhu",
                      family = "Huang",
                      role = "aut"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
               person(given = "Silvia",
                      family = "Liverani",
                      role = c("aut", "cre"),
                      email = "liveranis@gmail.com"),
               person(given = c("Sylvia", "Richardson", "with", "contributions", "from", "Aurore", "J."),
                      family = "Lavigne",
                      role = "aut"),
               person(given = "Lucy",
                      family = "Leigh",
                      role = "aut"),
               person(given = "Lamiae",
                      family = "Azizi",
                      role = "aut"),
               person(given = "Xi",
                      family = "Liu",
                      role = "aut"),
               person(given = "Ruizhu",
                      family = "Huang",
                      role = "aut"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.

Check History

NOTE 10 OK · 4 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
          
...[truncated]...
t"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
          
...[truncated]...
t"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
NOTE r-oldrel-macos-arm64

installed package size

installed size is 21.1Mb
  sub-directories of 1Mb or more:
    libs  20.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 21.7Mb
  sub-directories of 1Mb or more:
    libs  21.3Mb
ERROR 9 OK · 4 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
          
...[truncated]...
t"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
          
...[truncated]...
t"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/PReMiuM.Rcheck/00install.out' for details.
NOTE r-oldrel-macos-arm64

installed package size

installed size is 21.1Mb
  sub-directories of 1Mb or more:
    libs  20.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 21.7Mb
  sub-directories of 1Mb or more:
    libs  21.3Mb
NOTE 10 OK · 4 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
          
...[truncated]...
t"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Silvia Liverani <liveranis@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("David", "I."),
                      family = "Hastie",
                      role = "aut"),
          
...[truncated]...
t"),
               person(given = "Austin",
                      family = "Gratton",
                      role = "aut"),
               person(given = "Wei",
                      family = "Jing",
                      role = "aut"))
as necessary.
NOTE r-oldrel-macos-arm64

installed package size

installed size is 21.1Mb
  sub-directories of 1Mb or more:
    libs  20.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 21.7Mb
  sub-directories of 1Mb or more:
    libs  21.3Mb

Dependency Network

Dependencies Reverse dependencies Rcpp ggplot2 cluster plotrix (>= 3.6-6) gamlss.dist data.table spdep sf PReMiuM

Version History

37 tracked
new 3.2.13 Mar 10, 2026
updated 3.2.13 ← 3.2.11 diff Jan 8, 2024
updated 3.2.11 ← 3.2.10 diff Nov 12, 2023
updated 3.2.10 ← 3.2.9 diff Aug 25, 2023
updated 3.2.9 ← 3.2.8 diff Jun 5, 2023
updated 3.2.8 ← 3.2.7 diff Oct 12, 2022
updated 3.2.7 ← 3.2.6 diff Oct 7, 2021
updated 3.2.6 ← 3.2.5 diff Apr 25, 2021
updated 3.2.5 ← 3.2.3 diff Apr 7, 2021
updated 3.2.3 ← 3.2.2 diff Nov 1, 2019
updated 3.2.2 ← 3.2.1 diff Jun 19, 2019
updated 3.2.1 ← 3.2.0 diff Sep 25, 2018
updated 3.2.0 ← 3.1.8 diff Jun 14, 2018
updated 3.1.8 ← 3.1.7 diff Jun 13, 2018
updated 3.1.7 ← 3.1.6 diff Mar 31, 2018