CRAN/E | LMMELSM

LMMELSM

Fit Latent Multivariate Mixed Effects Location Scale Models

Installation

About

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.

System requirements GNU make
Bug report File report

Key Metrics

Version 0.1.0
R ≥ 3.4.0
Published 2021-03-13 1139 days ago
Needs compilation? yes
License MIT
License File
CRAN checks LMMELSM results

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Maintainer

Maintainer

Stephen Martin

stephenSRMMartin@gmail.com

Authors

Stephen Martin

aut / cre

Philippe Rast

aut

Material

README
NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R ≥ 3.4.0

Imports

methods
Rcpp ≥ 0.12.0
rstan ≥ 2.18.1
rstantools ≥2.0.0
parallel ≥ 3.6.0
nlme ≥ 3.0
Formula ≥ 1.2
MASS ≥ 7.0
loo ≥ 2.3.0

Suggests

testthat

LinkingTo

BH ≥ 1.66.0
Rcpp ≥ 0.12.0
RcppEigen ≥ 0.3.3.3.0
rstan ≥ 2.18.1
StanHeaders ≥ 2.18.0