Package: flexBCF 1.0.3

Sameer K. Deshpande
flexBCF: Fast & Flexible Implementation of Bayesian Causal Forests
A faster implementation of Bayesian Causal Forests (BCF; Hahn et al. (2020) <doi:10.1214/19-BA1195>), which uses regression tree ensembles to estimate the conditional average treatment effect of a binary treatment on a scalar output as a function of many covariates. This implementation avoids many redundant computations and memory allocations present in the original BCF implementation, allowing the model to be fit to larger datasets. The implementation was originally developed for the 2022 American Causal Inference Conference's Data Challenge. See Kokandakar et al. (2023) <doi:10.1353/obs.2023.0024> for more details.
Authors:
flexBCF_1.0.3.tar.gz
flexBCF_1.0.3.zip(r-4.7)flexBCF_1.0.3.zip(r-4.6)flexBCF_1.0.3.zip(r-4.5)
flexBCF_1.0.3.tgz(r-4.6-x86_64)flexBCF_1.0.3.tgz(r-4.6-arm64)flexBCF_1.0.3.tgz(r-4.5-x86_64)flexBCF_1.0.3.tgz(r-4.5-arm64)
flexBCF_1.0.3.tar.gz(r-4.7-arm64)flexBCF_1.0.3.tar.gz(r-4.7-x86_64)flexBCF_1.0.3.tar.gz(r-4.6-arm64)flexBCF_1.0.3.tar.gz(r-4.6-x86_64)
flexBCF_1.0.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
flexBCF/json (API)
| # Install 'flexBCF' in R: |
| install.packages('flexBCF', repos = c('https://skdeshpande91.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/skdeshpande91/flexbcf/issues
Last updated from:cf6e51f8c1. Checks:13 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 203 | ||
| linux-devel-x86_64 | OK | 147 | ||
| source / vignettes | OK | 186 | ||
| linux-release-arm64 | OK | 158 | ||
| linux-release-x86_64 | OK | 146 | ||
| macos-release-arm64 | OK | 145 | ||
| macos-release-x86_64 | OK | 265 | ||
| macos-oldrel-arm64 | OK | 157 | ||
| macos-oldrel-x86_64 | OK | 345 | ||
| windows-devel | OK | 159 | ||
| windows-release | OK | 151 | ||
| windows-oldrel | OK | 143 | ||
| wasm-release | OK | 134 |
Exports:average_tree_fitsflexBCFget_tree_fits
Dependencies:RcppRcppArmadillo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Summarize posterior distribution of the average fit of tree ensembles. | average_tree_fits |
| A faster and more flexible Bayesian Causal Forests | flexBCF |
| Get fits of regression tree ensembles | get_tree_fits |