Causal Inference for Multiple Treatments with a Binary Outcome
Overview
Different methods to conduct causal inference for multiple treatments with a binary outcome, including regression adjustment, vector matching, Bayesian additive regression trees, targeted maximum likelihood and inverse probability of treatment weighting using different generalized propensity score models such as multinomial logistic regression, generalized boosted models and super learner. For more details, see the paper by Hu et al. doi:10.1177/0962280220921909.
Install
Health
NOTEdependencies in R coder-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc
Namespace in Imports field not imported from: ‘magrittr’ All declared Imports should be used.
- NOTE11 OK, 2 NOTENow
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 40
- Examples that run
- 68%15 run in a plain check · 4 only when donttest examples are enabled (R CMD check --as-cran) · 3 never run
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 68%
Downloads
Dependencies
Code & Tests
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- unarchivedReturned to CRAN2022-06-24
- 1.2.0Latest
- RR 4.2.0 released · 2022-04-22
- archivedRemoved from CRAN2022-03-26mail to the maintainer is undeliverable
- 1.1.02021-11-30 · diff ↗ ·
removed 17 exports
ce_estimate_bart_ate, ce_estimate_bart_att, ce_estimate_iptw_ate, ce_estimate_iptw_att, ce_estimate_ra_ate, ce_estimate_ra_att, ce_estimate_rams_ate, ce_estimate_rams_ate_boot, ce_estimate_rams_att, ce_estimate_tmle_ate, ce_estimate_vm_att, covariate_overlap, logit, plot_boxplot, plot_contour, posterior_summary, trunc_fun - 1.0.02021-10-20 · diff ↗ ·
removed 17 exports
bart_multiTrt, bart_multiTrt_ate, bart_multiTrt_att, causal_multi_treat, data_gen, data_gen_p1, data_gen_p2, expit, iptw_multiTrt, iptw_multiTrt_ate, iptw_multiTrt_att, postSumm, regadj_multiTrt, regadj_multiTrt_ate, regadj_multiTrt_att, tmle, vm_multiTrt_attadded 19 exports
ce_estimate, ce_estimate_bart_ate, ce_estimate_bart_att, ce_estimate_iptw_ate, ce_estimate_iptw_att, ce_estimate_ra_ate, ce_estimate_ra_att, ce_estimate_rams_ate, ce_estimate_rams_ate_boot, ce_estimate_rams_att, ce_estimate_tmle_ate, ce_estimate_vm_att, covariate_overlap, data_sim, logit, plot_boxplot, plot_contour, posterior_summary, sa - unarchivedReturned to CRAN2021-07-16
- 0.3.02021-07-16 · diff ↗
- archivedRemoved from CRAN2021-05-27check problems were not corrected in time
- RR 4.1.0 released · 2021-05-18
- 0.2.0
- RR 4.0.0 released · 2020-04-24
Show 2 earlier eventsHide 2 earlier events
- 0.1.02020-04-15
- RR 3.6.0 released · 2019-04-26
Package metadata
- First published
- 2020-04-15
- Total releases
- 6 / 6 yrs
- License
- MIT + file LICENSE OSI
- Download size
- 49 KB
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