Package: normalblockr
Type: Package
Title: Gaussian Graphical Models with Latent Clustering Structure
Version: 0.3.0
Authors@R: c(
  person("Jeanne", "Tous", role = "aut", email = "jeanne.tous@inrae.fr"),
  person("Nestor",  "Ngalala Manguitini", role = "ctb"),
  person("Julien", "Chiquet", role = c("aut", "cre"), email = "julien.chiquet@inrae.fr",
      comment = c(ORCID = "0000-0002-3629-3429"))
      )
Description: Implements the Normal-Block model, a Gaussian graphical model
             with a latent clustering structure for the multivariate analysis
             of continuous data. The model clusters variables and, building
             on the graphical lasso, infers a network of statistical
             dependencies between clusters rather than between individual
             variables, for known or unknown clusterings, with an optional
             zero-inflation extension for data with an excess of exact
             zeros. A complementary family clusters variables by their
             regression response to covariates rather than by their
             covariance, sharing one profile per cluster. See Tous & Chiquet (2026)
             <doi:10.1016/j.csda.2026.108347> for the model itself and its
             variational expectation-maximization estimation procedure.
License: GPL (>= 3)
URL: https://github.com/jchiquet/normalblockr,
        https://jchiquet.github.io/normalblockr/
BugReports: https://github.com/jchiquet/normalblockr/issues
Encoding: UTF-8
LazyData: true
Depends: R (>= 4.1.0)
Imports: Matrix, dplyr, tidyr, tibble, purrr, R6, ggplot2, igraph, sbm,
        corrplot, scales, MASS, stats, Rcpp
LinkingTo: Rcpp, RcppArmadillo
Suggests: testthat (>= 3.0.0), aricode, covr, Metrics, rmarkdown,
        pheatmap, paletteer, ggthemes, knitr
Config/testthat/edition: 3
VignetteBuilder: knitr
Config/roxygen2/version: 8.1.0
NeedsCompilation: yes
Packaged: 2026-09-11 17:43:32 UTC; jchiquet
Author: Jeanne Tous [aut],
  Nestor Ngalala Manguitini [ctb],
  Julien Chiquet [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-3629-3429>)
Maintainer: Julien Chiquet <julien.chiquet@inrae.fr>
Repository: CRAN
Date/Publication: 2026-09-11 18:10:02 UTC
Built: R 4.5.3; x86_64-w64-mingw32; 2026-09-11 23:54:39 UTC; windows
Archs: x64
