WeightIt: Weighting for Covariate Balance in Observational Studies
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.
| Version: | 1.3.2 |
| 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) |
| Published: | 2024-11-05 |
| DOI: | 10.32614/CRAN.package.WeightIt |
| Author: | Noah Greifer 
[aut, cre] |
| Maintainer: | Noah Greifer <noah.greifer at gmail.com> |
| BugReports: | https://github.com/ngreifer/WeightIt/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://ngreifer.github.io/WeightIt/, https://github.com/ngreifer/WeightIt |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| In views: | CausalInference |
| CRAN checks: | WeightIt results |
Documentation:
| Reference manual: | WeightIt.pdf |
| Vignettes: |
Using WeightIt to Estimate Balancing Weights (source) Estimating Effects After Weighting (source) Installing Supporting Packages (source) |
Downloads:
| Package source: | WeightIt_1.3.2.tar.gz |
| Windows binaries: | r-devel: WeightIt_1.3.2.zip, r-release: WeightIt_1.3.2.zip, r-oldrel: WeightIt_1.3.2.zip |
| macOS binaries: | r-release (arm64): WeightIt_1.3.2.tgz, r-oldrel (arm64): WeightIt_1.3.2.tgz, r-release (x86_64): WeightIt_1.3.2.tgz, r-oldrel (x86_64): WeightIt_1.3.2.tgz |
| Old sources: | WeightIt archive |
Reverse dependencies:
| Reverse imports: | CIMTx, MatchThem, mvGPS |
| Reverse suggests: | adjustedCurves, cobalt, fullRankMatrix, insight, jointVIP, lmw, parameters, psborrow2, sim.BA |
Linking:
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