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DESCRIPTION
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DESCRIPTION
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Type: Package
Package: partition
Title: Agglomerative Partitioning Framework for Dimension Reduction
Version: 0.2.2.9000
Authors@R: c(
person("Joshua", "Millstein", , "[email protected]", role = "aut"),
person("Malcolm", "Barrett", , "[email protected]", role = c("aut", "cre"),
comment = c(ORCID = "0000-0003-0299-5825")),
person("Katelyn", "Queen", , "[email protected]", role = "aut",
comment = c(ORCID = "0000-0002-8070-3042"))
)
Maintainer: Malcolm Barrett <[email protected]>
Description: A fast and flexible framework for agglomerative partitioning.
'partition' uses an approach called Direct-Measure-Reduce to create
new variables that maintain the user-specified minimum level of
information. Each reduced variable is also interpretable: the original
variables map to one and only one variable in the reduced data set.
'partition' is flexible, as well: how variables are selected to
reduce, how information loss is measured, and the way data is reduced
can all be customized. 'partition' is based on the Partition
framework discussed in Millstein et al. (2020)
<doi:10.1093/bioinformatics/btz661>.
License: MIT + file LICENSE
URL: https://uscbiostats.github.io/partition/,
https://github.com/USCbiostats/partition
BugReports: https://github.com/USCbiostats/partition/issues
Depends:
R (>= 3.3.0)
Imports:
crayon,
dplyr (>= 0.8.0),
forcats,
ggplot2 (>= 3.3.0),
infotheo,
magrittr,
MASS,
pillar,
progress,
purrr,
Rcpp,
rlang,
stringr,
tibble,
tidyr (>= 1.0.0)
Suggests:
covr,
genieclust,
ggcorrplot,
gtools,
knitr,
rmarkdown,
spelling,
testthat (>= 3.0.0)
LinkingTo:
Rcpp,
RcppArmadillo
VignetteBuilder:
knitr
Config/testthat/edition: 3
Config/testthat/parallel: true
Encoding: UTF-8
Language: en-US
LazyData: true
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.1