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Provides analytic derivatives and information matrices for fitted linear mixed effects (lme) models and generalized least squares (gls) models estimated using lme() (from package 'nlme') and gls() (from package 'nlme'), respectively. The package includes functions for estimating the sampling variance-covariance of variance component parameters using the inverse Fisher information. The variance components include the parameters of the random effects structure (for lme models), the variance structure, and the correlation structure. The expected and average forms of the Fisher information matrix are used in the calculations, and models estimated by full maximum likelihood or restricted maximum likelihood are supported. The package also includes a function for estimating standardized mean difference effect sizes (Pustejovsky, Hedges, and Shadish (2014) <doi:10.3102/1076998614547577>) based on fitted lme or gls models.
Version: | 0.3.2 |
Depends: | R (≥ 4.0.0) |
Imports: | nlme, stats |
Suggests: | covr, testthat (≥ 2.1.0), knitr, rmarkdown, scdhlm, mlmRev, carData, lme4, Matrix, merDeriv |
Published: | 2023-04-17 |
DOI: | 10.32614/CRAN.package.lmeInfo |
Author: | James Pustejovsky [aut], Man Chen [aut, cre] |
Maintainer: | Man Chen <manchen9005 at gmail.com> |
BugReports: | https://github.com/jepusto/lmeInfo/issues |
License: | GPL-3 |
URL: | https://jepusto.github.io/lmeInfo/ |
NeedsCompilation: | no |
Language: | en-US |
Materials: | NEWS |
In views: | MixedModels |
CRAN checks: | lmeInfo results |
Reference manual: | lmeInfo.pdf |
Vignettes: |
Information-matrices-for-fitted-lme-models |
Package source: | lmeInfo_0.3.2.tar.gz |
Windows binaries: | r-devel: lmeInfo_0.3.2.zip, r-release: lmeInfo_0.3.2.zip, r-oldrel: lmeInfo_0.3.2.zip |
macOS binaries: | r-release (arm64): lmeInfo_0.3.2.tgz, r-oldrel (arm64): lmeInfo_0.3.2.tgz, r-release (x86_64): lmeInfo_0.3.2.tgz, r-oldrel (x86_64): lmeInfo_0.3.2.tgz |
Old sources: | lmeInfo archive |
Reverse imports: | predictmeans, scdhlm |
Reverse suggests: | merDeriv, quest |
Please use the canonical form https://CRAN.R-project.org/package=lmeInfo to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.