dsFedAteClient: Federated Average Treatment Effect Estimation Across Studies
Client-side 'DataSHIELD' package that orchestrates the federated
estimation of the average treatment effect (ATE) across multiple independent
randomised controlled trials (RCTs), each held on a separate data server.
Implements in a federated way the g-formula estimator from Khellaf, Bellet
and Josse (2025) "Federated Causal Inference: Multi-Study ATE Estimation
beyond Meta-Analysis" <doi:10.48550/arXiv.2410.16870>, including variance estimation and optional adjustment for study-specific
intercept shifts.
| Version: |
0.1.0 |
| Imports: |
cli, DSI, dsBaseClient, methods |
| Suggests: |
devtools, dsFedAte, DSLite, knitr, MASS, rmarkdown, testthat (≥ 3.0.0) |
| Published: |
2026-11-13 |
| DOI: |
10.32614/CRAN.package.dsFedAteClient (may not be active yet) |
| Author: |
Francisco Andrade [aut, cre],
Rémi Khellaf [aut],
Julie Josse [aut] |
| Maintainer: |
Francisco Andrade <francisco.de-lima-andrade at inria.fr> |
| BugReports: |
https://github.com/FranciscoAndrade90/dsFedAteClient/issues |
| License: |
AGPL (≥ 3) |
| URL: |
https://github.com/FranciscoAndrade90/dsFedAteClient |
| NeedsCompilation: |
no |
| Materials: |
README, NEWS |
| CRAN checks: |
dsFedAteClient results |
Documentation:
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