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lessSEM: Non-Smooth Regularization for Structural Equation Models

Provides regularized structural equation modeling (regularized SEM) with non-smooth penalty functions (e.g., lasso) building on 'lavaan'. The package is heavily inspired by the ['regsem'](<https://github.com/Rjacobucci/regsem>) and ['lslx'](<https://github.com/psyphh/lslx>) packages.

Version:1.5.7
Depends:R (≥ 4.1.0),lavaan, methods
Imports:Rcpp (≥ 1.0.8),RcppArmadillo,RcppParallel,ggplot2,ggrepel,tidyr,stringr,numDeriv, utils, stats, graphics,rlang,mvtnorm
LinkingTo:Rcpp,RcppArmadillo,RcppParallel
Suggests:knitr,plotly,rmarkdown,Rsolnp
Published:2025-10-18
DOI:10.32614/CRAN.package.lessSEM
Author:Jannik H. OrzekORCID iD [aut, cre, cph]
Maintainer:Jannik H. Orzek <jannik.orzek at mailbox.org>
BugReports:https://github.com/jhorzek/lessSEM/issues
License:GPL-2 |GPL-3 [expanded from: GPL (≥ 2)]
URL:https://github.com/jhorzek/lessSEM,https://jhorzek.github.io/lessSEM/
NeedsCompilation:yes
SystemRequirements:GNU make, C++17
Citation:lessSEM citation info
Materials:README,NEWS
CRAN checks:lessSEM results

Documentation:

Reference manual:lessSEM.html ,lessSEM.pdf
Vignettes:Definition-Variables-and-Multi-Group-SEM (source)
Missing-Data-Estimators-and-Friends (source)
General-Purpose-Optimization (source)
Mixed Penalties (source)
Parameter-transformations (source)
SCAD-and-MCP (source)
The-Structural-Equation-Model (source)
The-optimizer-interface (source)
lessSEM (source)
log-likelihood-gradients (source)

Downloads:

Package source: lessSEM_1.5.7.tar.gz
Windows binaries: r-devel:lessSEM_1.5.7.zip, r-release:lessSEM_1.5.7.zip, r-oldrel:lessSEM_1.5.7.zip
macOS binaries: r-release (arm64):lessSEM_1.5.7.tgz, r-oldrel (arm64):lessSEM_1.5.7.tgz, r-release (x86_64):lessSEM_1.5.7.tgz, r-oldrel (x86_64):lessSEM_1.5.7.tgz
Old sources: lessSEM archive

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=lessSEMto link to this page.


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