Package: sbw 1.1.9
Jose R. Zubizarreta
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>.
Authors:
sbw_1.1.9.tar.gz
sbw_1.1.9.tar.gz(r-4.5-noble)sbw_1.1.9.tar.gz(r-4.4-noble)
sbw_1.1.9.tgz(r-4.4-emscripten)sbw_1.1.9.tgz(r-4.3-emscripten)
sbw.pdf |sbw.html✨
sbw/json (API)
# Install 'sbw' in R: |
install.packages('sbw', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- lalonde - The Lalonde data set
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 4 months agofrom:1be6bb0532. Checks:OK: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 25 2024 |
R-4.5-linux | OK | Nov 25 2024 |
Exports:estimatesbwsummarizevisualize
Dependencies:latticeMASSMatrixquadprogslamspatstat.univarspatstat.utils
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Estimate causal contrasts and population means | estimate |
The Lalonde data set | lalonde |
Stable balancing weights for causal contrasts and population means. | sbw |
Summarize output from 'sbw' | summarize |
Visualize output from 'sbw' | visualize |