cobalt: Covariate Balance Tables and Plots
Generate balance tables and plots for covariates of groups preprocessed through
matching, weighting or subclassification, for example, using propensity scores. Includes
integration with 'MatchIt', 'WeightIt', 'MatchThem', 'twang', 'Matching', 'optmatch', 'CBPS', 'ebal',
'cem', 'sbw', and 'designmatch' for assessing balance on the output of their preprocessing
functions. Users can also specify data for balance assessment not generated through
the above packages. Also included are methods for assessing balance in clustered or
multiply imputed data sets or data sets with multi-category, continuous, or longitudinal treatments.
Version: |
4.5.5 |
Depends: |
R (≥ 3.3.0) |
Imports: |
stats, utils, grid, grDevices, ggplot2 (≥ 3.4.1), gtable (≥
0.3.0), gridExtra (≥ 2.3), chk (≥ 0.8.1), rlang (≥ 0.4.0), crayon, backports (≥ 1.1.9) |
Suggests: |
MatchIt (≥ 4.0.0), WeightIt (≥ 1.0.0), twang (≥ 1.6), twangContinuous, Matching, optmatch, ebal, CBPS (≥ 0.17), designmatch, optweight, mice (≥ 3.8.0), MatchThem (≥ 0.9.3), cem (≥ 1.1.30), sbw (≥ 1.1.5), gbm (≥ 2.1.7), brglm2 (≥
0.9), caret, knitr, rmarkdown, testthat (≥ 3.0.0) |
Published: |
2024-04-02 |
DOI: |
10.32614/CRAN.package.cobalt |
Author: |
Noah Greifer
[aut, cre] |
Maintainer: |
Noah Greifer <noah.greifer at gmail.com> |
BugReports: |
https://github.com/ngreifer/cobalt/issues |
License: |
GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: |
https://ngreifer.github.io/cobalt/,
https://github.com/ngreifer/cobalt |
NeedsCompilation: |
no |
Materials: |
README NEWS |
In views: |
CausalInference, MissingData |
CRAN checks: |
cobalt results |
Documentation:
Downloads:
Reverse dependencies:
Reverse imports: |
beastt, missDiag, MultiObjMatch, mvGPS, sim.BA, WeightIt |
Reverse suggests: |
causalCmprsk, independenceWeights, insight, marginaleffects, MatchIt, MatchThem, nullranges, optweight, parameters, psborrow2 |
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=cobalt
to link to this page.