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. Orzek [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:

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