Type: Package
Package: UBayFS
Title: A User-Guided Bayesian Framework for Ensemble Feature Selection
Version: 1.0
Authors@R: c(
    person('Anna', 'Jenul', , 'anna.jenul@nmbu.no', role = c('aut', 'cre'),
           comment = c(ORCID = '0000-0002-6919-3483')),
    person('Stefan', 'Schrunner', , 'stefan.schrunner@nmbu.no', role = 'aut',
           comment = c(ORCID = '0000-0003-1327-4855')),
    person('Kristian Hovde', 'Liland', role = 'rev'),
    person('Oliver', 'Tomic', role = 'ctb'),
    person('Jürgen', 'Pilz', role = 'ctb')
  )
Description: The framework proposed in Jenul et al., (2022) <doi:10.1007/s10994-022-06221-9>, together with an interactive Shiny dashboard. 'UBayFS' is an ensemble feature selection technique embedded in a Bayesian statistical framework. The method combines data and user knowledge, where the first is extracted via data-driven ensemble feature selection. The user can control the feature selection by assigning prior weights to features and penalizing specific feature combinations. 'UBayFS' can be used for common feature selection as well as block feature selection.
License: GPL-3
URL: https://annajenul.github.io/UBayFS/,
        https://joss.theoj.org/papers/10.21105/joss.04848
BugReports: https://github.com/annajenul/UBayFS/issues
Depends: R (>= 3.5.0)
Imports: DirichletReg, GA, ggplot2, gridExtra, hyper2, matrixStats,
        methods, mRMRe, Rdimtools, shiny, utils
Suggests: caret, dplyr, DT, glmnet, GSelection, knitr, plyr,
        RColorBrewer, rmarkdown, rpart, shinyalert, shinyBS, shinyjs,
        shinyWidgets, testthat (>= 3.0.0)
VignetteBuilder: knitr
Config/testthat/edition: 3
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.2.1
NeedsCompilation: no
Packaged: 2023-03-07 07:50:23 UTC; anna
Author: Anna Jenul [aut, cre] (<https://orcid.org/0000-0002-6919-3483>),
  Stefan Schrunner [aut] (<https://orcid.org/0000-0003-1327-4855>),
  Kristian Hovde Liland [rev],
  Oliver Tomic [ctb],
  Jürgen Pilz [ctb]
Maintainer: Anna Jenul <anna.jenul@nmbu.no>
Repository: CRAN
Date/Publication: 2023-03-07 10:50:02 UTC
Built: R 4.6.0; ; 2026-04-28 22:24:15 UTC; unix
