Package: picreg
Type: Package
Title: Variable Selection using the Pivotal Information Criterion
Version: 0.1.4
Date: 2026-07-20
Authors@R: c(
    person("Maxime", "van Cutsem",
           role  = c("aut", "cre"),
           email = "maxime.vancutsem@unige.ch"),
    person("Sylvain", "Sardy",
           role  = "aut",
           email = "sylvain.sardy@unige.ch"))
Description: Sparse regression and classification via the Pivotal
    Information Criterion (PIC), an alternative to the Bayesian
    Information Criterion (BIC), cross-validation, and Lasso-based
    tuning. The regularization parameter is selected from a pivotal
    null-distribution statistic, eliminating the need for
    cross-validation and yielding sharper support recovery. Provides
    Fast Iterative Shrinkage-Thresholding Algorithm (FISTA)
    optimization for the L1, Smoothly Clipped Absolute Deviation
    (SCAD), and Minimax Concave Penalty (MCP) penalties across six
    response distributions: Gaussian, binomial, Poisson, exponential,
    Gumbel, and Cox. Under standard sparsity assumptions, the
    selector achieves a phase transition for exact support recovery,
    analogous to results in compressed sensing. See Sardy, van Cutsem
    and van de Geer (2026) <doi:10.48550/arXiv.2603.04172>.
License: GPL-2
URL: https://github.com/VcMaxouuu/picreg,
        https://vcmaxouuu.github.io/picreg/
BugReports: https://github.com/VcMaxouuu/picreg/issues
Encoding: UTF-8
LazyData: true
Depends: R (>= 3.6.0)
Imports: stats, graphics, grDevices, parallel, future, future.apply,
        Matrix, Rcpp (>= 1.0.10)
LinkingTo: Rcpp, RcppArmadillo
Suggests: testthat (>= 3.0.0), knitr, rmarkdown, xfun, glmnet
VignetteBuilder: knitr
SystemRequirements: C++17
RoxygenNote: 8.0.0
Config/roxygen2/version: 8.0.0
Config/testthat/edition: 3
NeedsCompilation: yes
Packaged: 2026-07-20 11:13:41 UTC; maxvancutsem
Author: Maxime van Cutsem [aut, cre],
  Sylvain Sardy [aut]
Maintainer: Maxime van Cutsem <maxime.vancutsem@unige.ch>
Repository: CRAN
Date/Publication: 2026-07-20 12:20:17 UTC
Built: R 4.6.1; x86_64-w64-mingw32; 2026-07-28 03:31:02 UTC; windows
Archs: x64
