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Implements weighted double score matching (WDSM) for estimating population-level causal effects from complex survey data. Combines propensity scores and prognostic scores with survey design weights for matching, survey-weighted imputation within match sets, and Hajek normalization to target the population average treatment effect (PATE) and the population average treatment effect on the treated (PATT). Supports both retrospective (treatment-dependent) and prospective (treatment-independent) sampling designs. Achieves double robustness: consistent estimation when either the propensity score or prognostic score model is correctly specified. Provides polynomial sieve bias correction and linearization-based multinomial bootstrap variance estimation that preserves the survey-weighted matching structure without re-matching. Methods are described in Zeng, Tong, Tong, Lu, Mukherjee, and Li (2026, under review) "Where to weight? Estimating population causal effects with weighted double score matching in complex surveys".
| Version: | 0.1.1 |
| Depends: | R (≥ 3.5.0) |
| Imports: | stats |
| Suggests: | testthat (≥ 3.0.0), knitr, rmarkdown |
| Published: | 2026-04-21 |
| DOI: | 10.32614/CRAN.package.wdsmatch |
| Author: | Yukang Zeng [aut, cre], Guangyu Tong [aut], Jiaqi Tong [aut], Haidong Lu [aut], Bhramar Mukherjee [aut], Fan Li [aut] |
| Maintainer: | Yukang Zeng <ykzeng2019 at gmail.com> |
| BugReports: | https://github.com/ykzeng-yale/wdsmatch/issues |
| License: | GPL-3 |
| URL: | https://github.com/ykzeng-yale/wdsmatch |
| NeedsCompilation: | no |
| CRAN checks: | wdsmatch results |
| Reference manual: | wdsmatch.html , wdsmatch.pdf |
| Package source: | wdsmatch_0.1.1.tar.gz |
| Windows binaries: | r-devel: wdsmatch_0.1.1.zip, r-release: wdsmatch_0.1.1.zip, r-oldrel: wdsmatch_0.1.1.zip |
| macOS binaries: | r-release (arm64): wdsmatch_0.1.1.tgz, r-oldrel (arm64): wdsmatch_0.1.1.tgz, r-release (x86_64): wdsmatch_0.1.1.tgz, r-oldrel (x86_64): wdsmatch_0.1.1.tgz |
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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.