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sbw: Stable Balancing Weights for Causal Inference and Missing Data

Implements the Stable Balancing Weights by Zubizarreta (2015) <doi:10.1080/01621459.2015.1023805>. These are the weights of minimum variance that approximately balance the empirical distribution of the observed covariates. For an overview, see Chattopadhyay, Hase and Zubizarreta (2020) <doi:10.1002/sim.8659>. To solve the optimization problem in 'sbw', the default solver is 'quadprog', which is readily available through CRAN. The solver 'osqp' is also posted on CRAN. To enhance the performance of 'sbw', users are encouraged to install other solvers such as 'gurobi' and 'Rmosek', which require special installation. For the installation of gurobi and pogs, please follow the instructions at <https://www.gurobi.com/documentation/current/refman/r_ins_the_r_package.html> and <http://foges.github.io/pogs/stp/r>.

Version: 1.1.9
Depends: R (≥ 3.2), Matrix, quadprog, slam
Imports: MASS, spatstat.univar
Suggests: knitr, rmarkdown
Enhances: gurobi, Rcplex, Rmosek, pogs, osqp
Published: 2024-07-27
DOI: 10.32614/CRAN.package.sbw
Author: Jose R. Zubizarreta [aut, cre], Yige Li [aut], Kwangho Kim [aut], Amine Allouah [ctb], Noah Greifer [ctb]
Maintainer: Jose R. Zubizarreta <zubizarreta at hcp.med.harvard.edu>
License: GPL-2 | GPL-3
NeedsCompilation: no
In views: CausalInference
CRAN checks: sbw results

Documentation:

Reference manual: sbw.pdf

Downloads:

Package source: sbw_1.1.9.tar.gz
Windows binaries: r-devel: sbw_1.1.9.zip, r-release: sbw_1.1.9.zip, r-oldrel: sbw_1.1.9.zip
macOS binaries: r-release (arm64): sbw_1.1.9.tgz, r-oldrel (arm64): sbw_1.1.9.tgz, r-release (x86_64): sbw_1.1.9.tgz, r-oldrel (x86_64): sbw_1.1.9.tgz
Old sources: sbw archive

Reverse dependencies:

Reverse suggests: cobalt, missDiag

Linking:

Please use the canonical form https://CRAN.R-project.org/package=sbw to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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