Package: CERFIT 0.2.0

CERFIT: Causal Effect Random Forest of Interaction Trees

Fits a Causal Effect Random Forest of Interaction Trees (CERFIT) which is a modification of the Random Forest algorithm where each split is chosen to maximize subgroup treatment heterogeneity. Doing this allows it to estimate the individualized treatment effect for each observation in either randomized controlled trial (RCT) or observational data. For more information see L. Li, R. A. Levine, and J. Fan (2022) <doi:10.1002/sta4.457>.

Authors:Justin Thorp [aut, cre], Joshua Moffat [aut], Luo Li [aut], Juanjuan Fan [aut]

CERFIT_0.2.0.tar.gz
CERFIT_0.2.0.zip(r-4.7-x86_64)CERFIT_0.2.0.zip(r-4.7-arm64)CERFIT_0.2.0.zip(r-4.6-x86_64)CERFIT_0.2.0.zip(r-4.6-arm64)CERFIT_0.2.0.zip(r-4.5-x86_64)
CERFIT_0.2.0.tgz(r-4.6-x86_64)CERFIT_0.2.0.tgz(r-4.6-arm64)CERFIT_0.2.0.tgz(r-4.5-x86_64)CERFIT_0.2.0.tgz(r-4.5-arm64)
CERFIT_0.2.0.tar.gz(r-4.7-arm64)CERFIT_0.2.0.tar.gz(r-4.7-x86_64)CERFIT_0.2.0.tar.gz(r-4.6-arm64)CERFIT_0.2.0.tar.gz(r-4.6-x86_64)
CERFIT_0.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
CERFIT/json (API)

# Install 'CERFIT' in R:
install.packages('CERFIT', repos = c('https://justinthorp.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/justinthorp/cerfit/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
Datasets:
  • educational - Observational Educational Dataset
  • warts - Randomized Controlled Trial Warts Dataset

On CRAN:

Conda:

openblascpp

3.00 score 1 stars 1 scripts 357 downloads 2 exports 61 dependencies

Last updated from:cb8b02479c. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK153
linux-devel-x86_64OK152
source / vignettesOK210
linux-release-arm64OK124
linux-release-x86_64OK153
macos-release-arm64OK144
macos-release-x86_64OK189
macos-oldrel-arm64OK115
macos-oldrel-x86_64OK387
windows-devel-arm64OK226
windows-devel-x86_64OK199
windows-release-arm64OK238
windows-release-x86_64OK124
windows-oldrel-x86_64OK124
wasm-releaseOK109

Exports:CERFITMinDepth

Dependencies:argCBPSclicodetoolscpp11data.tableDBIdeldirfarverforeachFormulagbmggplot2glmnetgluegtableinterpinumisobanditeratorsjpegjsonlitelabelinglatticelatticeExtralibcoinlifecycleMASSMatchItMatrixMatrixModelsminqamitoolsmvtnormnnetnumDerivpartykitpngR6randomForestRColorBrewerRcppRcppArmadilloRcppEigenRcppProgressrlangrpartS7sandwichscalesshapestrucchangesurveysurvivaltwangvctrsviridisLitewithrxgboostxtablezoo