Package: hsstan
Type: Package
Title: Hierarchical Shrinkage Stan Models for Biomarker Selection
Version: 0.8.2
Date: 2024-01-13
Authors@R: c(person("Marco", "Colombo",
                    email="mar.colombo13@gmail.com", role=c("aut", "cre"),
                    comment=c(ORCID="0000-0001-6672-0623")),
             person("Paul", "McKeigue",
                    email="paul.mckeigue@ed.ac.uk", role="aut",
                    comment=c(ORCID="0000-0002-5217-1034")),
             person("Athina", "Spiliopoulou",
                    email="A.Spiliopoulou@ed.ac.uk", role="ctb",
                    comment=c(ORCID="0000-0002-5929-6585")))
Description: Linear and logistic regression models penalized with hierarchical
  shrinkage priors for selection of biomarkers (or more general variable
  selection), which can be fitted using Stan (Carpenter et al. (2017)
  <doi:10.18637/jss.v076.i01>). It implements the horseshoe and regularized
  horseshoe priors (Piironen and Vehtari (2017) <doi:10.1214/17-EJS1337SI>),
  as well as the projection predictive selection approach to recover a sparse
  set of predictive biomarkers (Piironen, Paasiniemi and Vehtari (2020)
  <doi:10.1214/20-EJS1711>).
License: GPL-3
URL: https://github.com/mcol/hsstan
BugReports: https://github.com/mcol/hsstan/issues
LazyData: yes
Biarch: true
Depends: R (>= 3.6)
Imports: ggplot2, loo (>= 2.1.0), parallel, pROC, Rcpp, methods, rstan
        (>= 2.26.0), rstantools (>= 2.0.0), stats, utils
LinkingTo: BH (>= 1.66.0.1), Rcpp (>= 0.12.15), RcppEigen (>=
        0.3.3.4.0), RcppParallel (>= 5.0.1), StanHeaders (>= 2.26.0),
        rstan (>= 2.26.0)
Suggests: testthat (>= 2.1.0)
ByteCompile: yes
NeedsCompilation: yes
SystemRequirements: GNU make
Encoding: UTF-8
RoxygenNote: 7.2.1
Packaged: 2024-01-13 20:59:47 UTC; mcolombo
Author: Marco Colombo [aut, cre] (<https://orcid.org/0000-0001-6672-0623>),
  Paul McKeigue [aut] (<https://orcid.org/0000-0002-5217-1034>),
  Athina Spiliopoulou [ctb] (<https://orcid.org/0000-0002-5929-6585>)
Maintainer: Marco Colombo <mar.colombo13@gmail.com>
Repository: CRAN
Date/Publication: 2024-01-13 21:20:02 UTC
Built: R 4.3.3; x86_64-w64-mingw32; 2025-04-07 03:24:47 UTC; windows
Archs: x64
