Provides miscellaneous tools for structural equation modeling,
many of which extend the 'lavaan' package. For example, latent
interactions can be estimated using product indicators (Lin et al.,
2010,
semToolsUseful tools for structural equation modeling.
This is an R package whose primary purpose is to extend the functionality of the R package lavaan. There are several suites of tools in the package, which correspond to the same theme. To browse these suites, open the help page at the Console:
?semTools::`semTools-package`
Additional tools are available to do not require users to rely on any R packages for SEM (e.g., lavaan, OpenMx, or sem), as long as their other software provides the information they need. Examples:
monteCarloMed() to calculate Monte Carlo confidence intervals for functions of parameters, such as indirect effects in mediation modelscalculate.D2() to pool z or chi-squared statistics across multiple imputations of missing dataindProd() for creating product indicators of latent interactionsSSpower() provides analytically derived power estimates for SEMstukeySEM() for Tukey's WSD post-hoc test of mean-differences under unequal variance and sample sizebsBootMiss() to transform incomplete data to be consistent with the null-hypothesized model, appropriate for model-based (a.k.a. "Bollen--Stine") boostrappingAll users of R (or SEM) are invited to submit functions or ideas for functions by contacting the maintainer, Terrence Jorgensen (TJorgensen314 at gmail dot com). Contributors are encouraged to use Roxygen comments to document their contributed code, which is consistent with the rest of semTools. Read the vignette from the roxygen2 package for details:
vignette("rd", package = "roxygen2")