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DESCRIPTION
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DESCRIPTION
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Package: fairadapt
Title: Fair Data Adaptation with Quantile Preservation
Description: An implementation of the fair data adaptation with quantile
preservation described in Plecko & Meinshausen (2019) <arXiv:1911.06685>.
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.
Version: 0.2.6
Authors@R: c(
person(given = "Drago",
family = "Plecko",
role = c("aut", "cre"),
email = "[email protected]"),
person(given = "Nicolas",
family = "Bennett",
role = "aut",
email = "[email protected]")
)
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
RoxygenNote: 7.2.3
Roxygen: list(markdown = TRUE)
VignetteBuilder: knitr
Config/testthat/edition: 3