A toy example | The role of λ | Plotting path diagnostics | References
Package: balnet 0.0.4
balnet: Pathwise Estimation of Covariate Balancing Propensity Scores
Provides pathwise estimation of regularized logistic propensity score models using covariate balancing loss functions rather than maximum likelihood. Regularization paths are fit via the 'adelie' elastic-net solver with a 'glmnet'-like interface, yielding balancing weights that target covariate balance for the ATE and ATT. Under lasso penalization, lambda bounds the maximum covariate imbalance, so the regularization path traces a sequence of decreasing imbalance tolerances. For details, see Sverdrup & Hastie (2026) <doi:10.48550/arXiv.2602.18577>.
Authors:
balnet_0.0.4.tar.gz
balnet_0.0.4.zip(r-4.7-x86_64)balnet_0.0.4.zip(r-4.7-arm64)balnet_0.0.4.zip(r-4.6-x86_64)balnet_0.0.4.zip(r-4.6-arm64)balnet_0.0.4.zip(r-4.5-x86_64)
balnet_0.0.4.tgz(r-4.6-x86_64)balnet_0.0.4.tgz(r-4.6-arm64)balnet_0.0.4.tgz(r-4.5-x86_64)balnet_0.0.4.tgz(r-4.5-arm64)
balnet_0.0.4.tar.gz(r-4.7-arm64)balnet_0.0.4.tar.gz(r-4.7-x86_64)balnet_0.0.4.tar.gz(r-4.6-arm64)balnet_0.0.4.tar.gz(r-4.6-x86_64)
balnet_0.0.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
balnet/json (API)
| # Install 'balnet' in R: |
| install.packages('balnet', repos = c('https://erikcs.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/erikcs/balnet/issues
Last updated from:5800ce783a. Checks:15 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 150 | ||
| linux-devel-x86_64 | OK | 188 | ||
| source / vignettes | OK | 295 | ||
| linux-release-arm64 | OK | 183 | ||
| linux-release-x86_64 | OK | 178 | ||
| macos-release-arm64 | OK | 234 | ||
| macos-release-x86_64 | OK | 387 | ||
| macos-oldrel-arm64 | OK | 201 | ||
| macos-oldrel-x86_64 | OK | 459 | ||
| windows-devel-arm64 | OK | 345 | ||
| windows-devel-x86_64 | OK | 195 | ||
| windows-release-arm64 | OK | 352 | ||
| windows-release-x86_64 | OK | 162 | ||
| windows-oldrel-x86_64 | OK | 163 | ||
| wasm-release | OK | 130 |
Exports:balnetbalweightscv.balnet
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Pathwise estimation of covariate balancing propensity scores. | balnet |
| Extract balancing weights from a balnet object. | balweights balweights.balnet balweights.cv.balnet print.balweights.contrast summary.balweights.contrast |
| Extract coefficients from a balnet object. | coef.balnet print.coef.balnet.contrast summary.coef.balnet.contrast |
| Extract coefficients from a cv.balnet object. | coef.cv.balnet |
| Tuning via cross-validation for balnet. | cv.balnet |
| Plot diagnostics for a 'balnet' object. | plot.balnet |
| Plot diagnostics for a 'cv.balnet' object. | plot.cv.balnet |
| Predict using a balnet object. | predict.balnet |
| Predict using a cv.balnet object. | predict.cv.balnet |
| Print a balnet object. | print.balnet |
| Print a cv.balnet object. | print.cv.balnet |
| Summarize a balnet object. | summary.balnet |
| Summarize a cv.balnet object. | summary.cv.balnet |