Package: LMMELSM 0.2.0
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:
LMMELSM_0.2.0.tar.gz
LMMELSM_0.2.0.zip(r-4.5)LMMELSM_0.2.0.zip(r-4.4)LMMELSM_0.2.0.zip(r-4.3)
LMMELSM_0.2.0.tgz(r-4.4-arm64)LMMELSM_0.2.0.tgz(r-4.4-x86_64)LMMELSM_0.2.0.tgz(r-4.3-arm64)LMMELSM_0.2.0.tgz(r-4.3-x86_64)
LMMELSM_0.2.0.tar.gz(r-4.5-noble)LMMELSM_0.2.0.tar.gz(r-4.4-noble)
LMMELSM.pdf |LMMELSM.html✨
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
- sim_data - Simulated data for fitting the LMMELSM
bayesianmixed-effectsmultilevel-modelsstanstatistics
Last updated 2 years agofrom:041855acb9
Dependencies:abindbackportsBHcallrcheckmateclicolorspacedescdistributionalfansifarverFormulagenericsggplot2gluegridExtragtableinlineisobandlabelinglatticelifecycleloomagrittrMASSMatrixmatrixStatsmgcvmunsellnlmenumDerivpillarpkgbuildpkgconfigposteriorprocessxpsQuickJSRR6RColorBrewerRcppRcppEigenRcppParallelrlangrstanrstantoolsscalesStanHeaderstensorAtibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| The 'LMMELSM' package. | LMMELSM-package LMMELSM |
| Extract group-specific coefficients. | coef coef.lmmelsm |
| Extracted model fitted variates. | fitted.lmmelsm |
| Specify and fit the (latent) (multivariate) melsm. | lmmelsm |
| loo method for LMMELSM objects. | loo loo.lmmelsm |
| Predict method for lmmelsm objects. | predict.lmmelsm |
| Print method for lmmelsm objects. | print.lmmelsm |
| Print method for summary.lmmelsm objects. | print.summary.lmmelsm |
| Extract random effects. | ranef ranef.lmmelsm |
| Simulated data for fitting the LMMELSM | sim_data |
| Summary method for lmmelsm objects. | summary.lmmelsm |
