Skip to content

MIRES

Measurement Invariance Assessment Using Random Effects Models and Shrinkage

v0.1.1 · May 4, 2025 · MIT + file LICENSE

Description

Estimates random effect latent measurement models, wherein the loadings, residual variances, intercepts, latent means, and latent variances all vary across groups. The random effect variances of the measurement parameters are then modeled using a hierarchical inclusion model, wherein the inclusion of the variances (i.e., whether it is effectively zero or non-zero) is informed by similar parameters (of the same type, or of the same item). This additional hierarchical structure allows the evidence in favor of partial invariance to accumulate more quickly, and yields more certain decisions about measurement invariance. Martin, Williams, and Rast (2020) <doi:10.31234/osf.io/qbdjt>.

Downloads

580

Last 30 days

6425th

2K

Last 90 days

6.9K

Last year

Trend: +7% (30d vs prior 30d)

CRAN Check Status

2 NOTE
11 OK
Show all 13 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang NOTE
r-devel-linux-x86_64-fedora-gcc NOTE
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-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.

Check History

NOTE 11 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
ERROR 10 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

whether package can be installed

Installation failed.
See ‘/home/hornik/tmp/R.check/r-devel-gcc/Work/PKGS/MIRES.Rcheck/00install.out’ for details.
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-oldrel-macos-arm64

installed package size

installed size is 164.7Mb
  sub-directories of 1Mb or more:
    libs  164.0Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 169.1Mb
  sub-directories of 1Mb or more:
    libs  168.5Mb
NOTE r-oldrel-windows-x86_64

installed package size

installed size is  7.6Mb
  sub-directories of 1Mb or more:
    libs   6.9Mb
ERROR 8 OK · 5 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
ERROR r-devel-windows-x86_64

whether package can be installed

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

installed package size

installed size is 164.7Mb
  sub-directories of 1Mb or more:
    libs  164.0Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 169.1Mb
  sub-directories of 1Mb or more:
    libs  168.5Mb
NOTE r-oldrel-windows-x86_64

installed package size

installed size is  7.6Mb
  sub-directories of 1Mb or more:
    libs   6.9Mb
NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespaces in Imports field not imported from:
  ‘pracma’ ‘rstantools’
  All declared Imports should be used.
NOTE r-oldrel-macos-arm64

installed package size

installed size is 164.7Mb
  sub-directories of 1Mb or more:
    libs  164.0Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is 169.1Mb
  sub-directories of 1Mb or more:
    libs  168.5Mb
NOTE r-oldrel-windows-x86_64

installed package size

installed size is  7.6Mb
  sub-directories of 1Mb or more:
    libs   6.9Mb

Dependency Network

Dependencies Reverse dependencies Rcpp rstan rstantools (>= 2.0.0) Formula parallel (>= 3.4.0) mvtnorm dirichletprocess truncnorm pracma cubature logspline nlme HDInterval MIRES

Version History

3 tracked
new 0.1.1 Mar 10, 2026
updated 0.1.1 ← 0.1.0 diff May 3, 2025
new 0.1.0 Feb 21, 2021