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:Sameer K. Deshpande [aut, cre], Ajinkya H. Kokandakar [aut]

flexBCF_1.0.3.tar.gz
flexBCF_1.0.3.zip(r-4.7-x86_64)flexBCF_1.0.3.zip(r-4.7-arm64)flexBCF_1.0.3.zip(r-4.6-x86_64)flexBCF_1.0.3.zip(r-4.6-arm64)flexBCF_1.0.3.zip(r-4.5-x86_64)
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✨
DESCRIPTION
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

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

openblascpp

3.78 score 4 stars 226 downloads 3 exports 2 dependencies

Last updated from:cf6e51f8c1. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK140
linux-devel-x86_64OK140
source / vignettesOK217
linux-release-arm64OK109
linux-release-x86_64OK136
macos-release-arm64OK159
macos-release-x86_64OK368
macos-oldrel-arm64OK142
macos-oldrel-x86_64OK295
windows-devel-arm64OK415
windows-devel-x86_64OK194
windows-release-arm64OK354
windows-release-x86_64OK107
windows-oldrel-x86_64OK127
wasm-releaseOK129

Exports:average_tree_fitsflexBCFget_tree_fits

Dependencies:RcppRcppArmadillo