targeted: Targeted Inference

Various methods for targeted and semiparametric inference including augmented inverse probability weighted (AIPW) estimators for missing data and causal inference (Bang and Robins (2005) <doi:10.1111/j.1541-0420.2005.00377.x>), variable importance and conditional average treatment effects (CATE) (van der Laan (2006) <doi:10.2202/1557-4679.1008>), estimators for risk differences and relative risks (Richardson et al. (2017) <doi:10.1080/01621459.2016.1192546>), assumption lean inference for generalized linear model parameters (Vansteelandt et al. (2022) <doi:10.1111/rssb.12504>).

Version: 0.6
Depends: R (≥ 4.1)
Imports: R6, Rcpp (≥ 1.0.0), abind, cli, data.table, future.apply, lava (≥ 1.8.0), methods, mets, optimx, quadprog, progressr, rlang, survival
LinkingTo: Rcpp, RcppArmadillo
Suggests: SuperLearner (≥ 2.0-28), cmprsk, MASS, e1071, earth, glmnet, grf, hal9001, knitr, mgcv, nnls, polle (≥ 1.5), pracma, randomForestSRC, ranger, riskRegression, rmarkdown, scatterplot3d, tinytest, viridisLite, xgboost
Published: 2025-10-30
DOI: 10.32614/CRAN.package.targeted
Author: Klaus K. Holst [aut, cre], Benedikt Sommer [aut], Andreas Nordland [aut]
Maintainer: Klaus K. Holst <klaus at holst.it>
BugReports: https://github.com/kkholst/targeted/issues
License: Apache License (== 2.0)
URL: https://kkholst.github.io/targeted/
NeedsCompilation: yes
Materials: README, NEWS
In views: MissingData
CRAN checks: targeted results

Documentation:

Reference manual: targeted.html , targeted.pdf
Vignettes: Prediction models (source, R code)
Estimating a relative risk or risk difference with a binary exposure (source, R code)

Downloads:

Package source: targeted_0.6.tar.gz
Windows binaries: r-devel: targeted_0.5.zip, r-release: targeted_0.5.zip, r-oldrel: targeted_0.5.zip
macOS binaries: r-release (arm64): targeted_0.5.tgz, r-oldrel (arm64): targeted_0.5.tgz, r-release (x86_64): targeted_0.5.tgz, r-oldrel (x86_64): targeted_0.5.tgz
Old sources: targeted archive

Reverse dependencies:

Reverse imports: polle
Reverse suggests: lava

Linking:

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