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DESCRIPTION
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DESCRIPTION
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Package: WeightIt
Type: Package
Title: Weighting for Covariate Balance in Observational Studies
Version: 1.3.2.9000
Authors@R: c(
person("Noah", "Greifer", role=c("aut", "cre"),
email = "[email protected]",
comment=c(ORCID="0000-0003-3067-7154"))
)
Description: Generates balancing weights for causal effect estimation in observational studies with
binary, multi-category, or continuous point or longitudinal treatments by easing and
extending the functionality of several R packages and providing in-house estimation methods.
Available methods include those that rely on parametric modeling, optimization, and machine learning. Also
allows for assessment of weights and checking of covariate balance by interfacing directly
with the 'cobalt' package. Methods for estimating weighted regression models that take into account
uncertainty in the estimation of the weights via M-estimation or bootstrapping are available. See the vignette "Installing Supporting Packages" for instructions on how
to install any package 'WeightIt' uses, including those that may not be on CRAN.
Depends:
R (>= 4.0.0)
Imports:
cobalt (>= 4.5.1),
ggplot2 (>= 3.3.0),
chk (>= 0.9.2),
rlang (>= 1.1.0),
crayon (>= 1.3.4),
generics,
utils,
stats
Suggests:
rootSolve (>= 1.8.2.4),
CBPS (>= 0.18),
optweight (>= 0.2.4),
SuperLearner (>= 2.0-25),
mclogit,
MNP (>= 3.1-4),
brglm2 (>= 0.5.2),
enrichwith (>= 0.3.1),
logistf (>= 1.26.0),
osqp (>= 0.6.0.5),
survival (>= 3.6-2),
fwb (>= 0.2.0),
splines,
marginaleffects (>= 0.19.0),
sandwich,
MASS,
gbm (>= 2.1.3),
dbarts (>= 0.9-20),
misaem (>= 1.0.1),
mlogit,
dfidx,
broom,
knitr,
rmarkdown,
testthat (>= 3.0.0)
License: GPL (>=2)
Encoding: UTF-8
URL: https://ngreifer.github.io/WeightIt/,
https://github.com/ngreifer/WeightIt
BugReports: https://github.com/ngreifer/WeightIt/issues
VignetteBuilder: knitr
LazyData: true
RoxygenNote: 7.3.2
Roxygen: list(markdown = TRUE)
Config/testthat/edition: 3