Package: DTRKernSmooth 1.1.0
Yunan Wu
DTRKernSmooth: Estimate and Make Inference About Optimal Treatment Regimes via Smoothed Methods
Methods to estimate the optimal treatment regime among all linear regimes via smoothed estimation methods, and construct element-wise confidence intervals for the optimal linear treatment regime vector, as well as the confidence interval for the optimal value via wild bootstrap procedures, if the population follows treatments recommended by the optimal linear regime. See more details in: Wu, Y. and Wang, L. (2021), "Resampling-based Confidence Intervals for Model-free Robust Inference on Optimal Treatment Regimes", Biometrics, 77: 465– 476, <doi:10.1111/biom.13337>.
Authors:
DTRKernSmooth_1.1.0.tar.gz
DTRKernSmooth_1.1.0.zip(r-4.5)DTRKernSmooth_1.1.0.zip(r-4.4)DTRKernSmooth_1.1.0.zip(r-4.3)
DTRKernSmooth_1.1.0.tgz(r-4.5-x86_64)DTRKernSmooth_1.1.0.tgz(r-4.5-arm64)DTRKernSmooth_1.1.0.tgz(r-4.4-x86_64)DTRKernSmooth_1.1.0.tgz(r-4.4-arm64)DTRKernSmooth_1.1.0.tgz(r-4.3-x86_64)DTRKernSmooth_1.1.0.tgz(r-4.3-arm64)
DTRKernSmooth_1.1.0.tar.gz(r-4.5-noble)DTRKernSmooth_1.1.0.tar.gz(r-4.4-noble)
DTRKernSmooth_1.1.0.tgz(r-4.4-emscripten)DTRKernSmooth_1.1.0.tgz(r-4.3-emscripten)
DTRKernSmooth.pdf |DTRKernSmooth.html✨
DTRKernSmooth/json (API)
| # Install 'DTRKernSmooth' in R: |
| install.packages('DTRKernSmooth', repos = c('https://yunanwu123.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/yunanwu123/dtrkernsmooth/issues
Last updated 1 years agofrom:83dc0df4a0. Checks:11 OK. Indexed: yes.
| Target | Result | Latest binary |
|---|---|---|
| Doc / Vignettes | OK | Feb 19 2025 |
| R-4.5-win-x86_64 | OK | Feb 19 2025 |
| R-4.5-mac-x86_64 | OK | Feb 19 2025 |
| R-4.5-mac-aarch64 | OK | Feb 19 2025 |
| R-4.5-linux-x86_64 | OK | Feb 19 2025 |
| R-4.4-win-x86_64 | OK | Feb 19 2025 |
| R-4.4-mac-x86_64 | OK | Feb 19 2025 |
| R-4.4-mac-aarch64 | OK | Feb 19 2025 |
| R-4.3-win-x86_64 | OK | Feb 19 2025 |
| R-4.3-mac-x86_64 | OK | Feb 19 2025 |
| R-4.3-mac-aarch64 | OK | Feb 19 2025 |
Exports:DTR.Boots.KernSmoothDTR.KernSmoothobj_valuepredict.DTR.Boots.KernSmoothpredict.DTR.KernSmooth
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Make inference about the linear treatment regime vector and the optimal value | DTR.Boots.KernSmooth |
| Estimate the optimal treatment regime among all linear regimes with smoothed estimation methods | DTR.KernSmooth |
| Estimate the average response value of the input data given a treatment regime | obj_value |
| Predict the optimal treatment given a 'DTR.Boots.KernSmooth' object | predict.DTR.Boots.KernSmooth |
| Predict the optimal treatments given a 'DTR.KernSmooth' object | predict.DTR.KernSmooth |