CRAN/E | modsem

modsem

Latent Interaction (and Moderation) Analysis in Structural Equation Models (SEM)

Installation

About

Estimation of interaction (i.e., moderation) effects between latent variables in structural equation models (SEM). The supported methods are: The constrained approach (Algina & Moulder, 2001). The unconstrained approach (Marsh et al., 2004). The residual centering approach (Little et al., 2006). The double centering approach (Lin et al., 2010). The latent moderated structural equations (LMS) approach (Klein & Moosbrugger, 2000). The quasi-maximum likelihood (QML) approach (Klein & Muthén, 2007) (temporarily unavailable) The constrained- unconstrained, residual- and double centering- approaches are estimated via 'lavaan' (Rosseel, 2012), whilst the LMS- and QML- approaches are estimated via by ModSEM it self. Alternatively model can be estimated via 'Mplus' (Muthén & Muthén, 1998-2017). References: Algina, J., & Moulder, B. C. (2001). doi:10.1207/S15328007SEM0801_3. "A note on estimating the Jöreskog-Yang model for latent variable interaction using 'LISREL' 8.3." Klein, A., & Moosbrugger, H. (2000). doi:10.1007/BF02296338. "Maximum likelihood estimation of latent interaction effects with the LMS method." Klein, A. G., & Muthén, B. O. (2007). doi:10.1080/00273170701710205. "Quasi-maximum likelihood estimation of structural equation models with multiple interaction and quadratic effects." Lin, G. C., Wen, Z., Marsh, H. W., & Lin, H. S. (2010). doi:10.1080/10705511.2010.488999. "Structural equation models of latent interactions: Clarification of orthogonalizing and double-mean-centering strategies." Little, T. D., Bovaird, J. A., & Widaman, K. F. (2006). doi:10.1207/s15328007sem1304_1. "On the merits of orthogonalizing powered and product terms: Implications for modeling interactions among latent variables." Marsh, H. W., Wen, Z., & Hau, K. T. (2004). doi:10.1037/1082-989X.9.3.275. "Structural equation models of latent interactions: evaluation of alternative estimation strategies and indicator construction." Muthén, L.K. and Muthén, B.O. (1998-2017). "'Mplus' User’s Guide. Eighth Edition." . Rosseel Y (2012). doi:10.18637/jss.v048.i02. "'lavaan': An R Package for Structural Equation Modeling."

github.com/Kss2k/modsem

Key Metrics

Version 0.1.4
R ≥ 3.50
Published 2024-06-02 123 days ago
Needs compilation? yes
License MIT
License File
CRAN checks modsem results

Downloads

Yesterday 7 0%
Last 7 days 122 -9%
Last 30 days 409 +9%
Last 90 days 1.156 -16%
Last 365 days 2.726

Maintainer

Maintainer

Kjell Solem Slupphaug

Authors

Kjell Solem Slupphaug

aut / cre

Material

README
Reference manual
Package source

Vignettes

customizing interaction terms
using lavaan functions
LMS and QML approaches
methods
modsem
plotting interaction effects
quadratic effects

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

Old Sources

modsem archive

Depends

R ≥ 3.50

Imports

Rcpp
purrr
stringr
lavaan
rlang
MplusAutomation
nlme
R6
dplyr
mvnfast
stats
gaussquad
mvtnorm
ggplot2

Suggests

knitr
rmarkdown

LinkingTo

Rcpp
RcppArmadillo