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>.
Package details |
|
---|---|
Author | Jose R. Zubizarreta [aut, cre], Yige Li [aut], Kwangho Kim [aut], Amine Allouah [ctb], Noah Greifer [ctb] |
Maintainer | Jose R. Zubizarreta <zubizarreta@hcp.med.harvard.edu> |
License | GPL-2 | GPL-3 |
Version | 1.1.9 |
Package repository | View on CRAN |
Installation |
Install the latest version of this package by entering the following in R:
|
Any scripts or data that you put into this service are public.
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.