Package: LMMELSM 0.2.1

LMMELSM: Fit Latent Multivariate Mixed Effects Location Scale Models

In addition to modeling the expectation (location) of an outcome, mixed effects location scale models (MELSMs) include submodels on the variance components (scales) directly. This allows models on the within-group variance with mixed effects, and between-group variances with fixed effects. The MELSM can be used to model volatility, intraindividual variance, uncertainty, measurement error variance, and more. Multivariate MELSMs (MMELSMs) extend the model to include multiple correlated outcomes, and therefore multiple locations and scales. The latent multivariate MELSM (LMMELSM) further includes multiple correlated latent variables as outcomes. This package implements two-level mixed effects location scale models on multiple observed or latent outcomes, and between-group variance modeling. Williams, Martin, Liu, and Rast (2020) <doi:10.1027/1015-5759/a000624>. Hedeker, Mermelstein, and Demirtas (2008) <doi:10.1111/j.1541-0420.2007.00924.x>.

Authors:Stephen Martin [aut, cre], Philippe Rast [aut]

LMMELSM_0.2.1.tar.gz
LMMELSM_0.2.1.zip(r-4.7)LMMELSM_0.2.1.zip(r-4.6)LMMELSM_0.2.1.zip(r-4.5)
LMMELSM_0.2.1.tgz(r-4.6-x86_64)LMMELSM_0.2.1.tgz(r-4.6-arm64)LMMELSM_0.2.1.tgz(r-4.5-x86_64)LMMELSM_0.2.1.tgz(r-4.5-arm64)
LMMELSM_0.2.1.tar.gz(r-4.7-arm64)LMMELSM_0.2.1.tar.gz(r-4.7-x86_64)LMMELSM_0.2.1.tar.gz(r-4.6-arm64)LMMELSM_0.2.1.tar.gz(r-4.6-x86_64)
manual.pdf |manual.html
card.svg |card.png
LMMELSM/json (API)
NEWS

# Install 'LMMELSM' in R:
install.packages('LMMELSM', repos = c('https://stephensrmmartin.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/stephensrmmartin/lmmelsm/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • sim_data - Simulated data for fitting the LMMELSM

On CRAN:

Conda:

bayesianmixed-effectsmultilevel-modelsstanstatisticscpp

3.18 score 3 stars 9 scripts 605 downloads 3 exports 51 dependencies

Last updated from:c3b6de30fa. Checks:11 NOTE, 1 OK, 1 FAIL. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64NOTE447
linux-devel-x86_64NOTE449
source / vignettesOK378
linux-release-arm64NOTE413
linux-release-x86_64NOTE458
macos-release-arm64NOTE421
macos-release-x86_64NOTE752
macos-oldrel-arm64NOTE372
macos-oldrel-x86_64NOTE551
windows-develNOTE541
windows-releaseNOTE475
windows-oldrelNOTE523
wasm-releaseFAIL161

Exports:lmmelsmlooranef

Dependencies:abindbackportsBHcallrcheckmateclicpp11descdistributionalfarverFormulagenericsggplot2gluegridExtragtableinlineisobandlabelinglatticelifecycleloomagrittrMASSmatrixStatsnlmenumDerivpillarpkgbuildpkgconfigposteriorprocessxpsQuickJSRR6RColorBrewerRcppRcppEigenRcppParallelrlangrstanrstantoolsS7scalesStanHeaderstensorAtibbleutf8vctrsviridisLitewithr