Package: fairadapt
Title: Fair Data Adaptation with Quantile Preservation
Description: An implementation of the fair data adaptation with
        quantile preservation described in Plecko & Meinshausen (JMLR
        2020, 21(242), 1-44). The adaptation procedure uses the
        specified causal graph to pre-process the given training and
        testing data in such a way to remove the bias caused by the
        protected attribute. The procedure uses tree ensembles for
        quantile regression. Instructions for using the methods are
        further elaborated in the corresponding JSS manuscript, see
        <doi:10.18637/jss.v110.i04>.
Version: 1.0.0
Authors@R: c(
    person(given = "Drago",
           family = "Plecko",
           role = c("aut", "cre"),
           email = "www.plecko@gmail.com"),
    person(given = "Nicolas",
           family = "Bennett",
           role = "aut",
           email = "nicolas.bennett@stat.math.ethz.ch")
    )
License: GPL (>= 3)
Encoding: UTF-8
Language: en-US
LazyData: true
URL: https://github.com/dplecko/fairadapt
BugReports: https://github.com/dplecko/fairadapt/issues
Depends: R (>= 3.5.0)
Imports: ranger (>= 0.13.1), assertthat, quantreg, qrnn, igraph,
        ggplot2, cowplot, scales
Suggests: testthat (>= 3.0.3), knitr, rmarkdown, rticles, mvtnorm,
        magick, ggraph, pdftools, microbenchmark, xtable, spelling
RoxygenNote: 7.3.1
Roxygen: list(markdown = TRUE)
VignetteBuilder: knitr
Config/testthat/edition: 3
Config/pak/sysreqs: libglpk-dev libxml2-dev
Repository: https://dplecko.r-universe.dev
Date/Publication: 2024-09-03 12:33:53 UTC
RemoteUrl: https://github.com/dplecko/fairadapt
RemoteRef: HEAD
RemoteSha: d766469f1b79b2bcda911d13742ad0f45861e119
NeedsCompilation: no
Packaged: 2026-10-08 13:26:31 UTC; root
Author: Drago Plecko [aut, cre],
  Nicolas Bennett [aut]
Maintainer: Drago Plecko <www.plecko@gmail.com>