MRTAnalysis: Assessing Proximal, Distal, and Mediated Causal Excursion Effects for Micro-Randomized Trials
Provides methods to analyze micro-randomized trials (MRTs) with binary treatment options. Supports three types of analyses: (1) proximal causal excursion effects, including weighted and centered least squares (WCLS) for continuous proximal outcomes by Boruvka et al. (2018) <doi:10.1080/01621459.2017.1305274> and the estimator for marginal excursion effect (EMEE) for binary proximal outcomes by Qian et al. (2021) <doi:10.1093/biomet/asaa070>; (2) distal causal excursion effects (DCEE) for continuous distal outcomes using a two-stage estimator by Qian (2025) <doi:10.48550/arXiv.2502.13500>; and (3) mediated causal excursion effects (MCEE) for continuous distal outcomes, estimating natural direct and indirect excursion effects in the presence of time-varying mediators by Qian (2025) <doi:10.48550/arXiv.2506.20027>.
| Version: | 0.3.0 |
| Depends: | R (≥ 4.2) |
| Imports: | rootSolve, stats, geepack, sandwich, mgcv, randomForest, ranger |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0), SuperLearner, earth, dplyr |
| Published: | 2025-09-09 |
| DOI: | 10.32614/CRAN.package.MRTAnalysis |
| Author: | Tianchen Qian 
[aut, cre],
Shaolin Xiang [aut],
Zhaoxi Cheng [aut],
Audrey Boruvka [ctb] |
| Maintainer: | Tianchen Qian <t.qian at uci.edu> |
| License: | GPL-3 |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | MRTAnalysis results |
Documentation:
Downloads:
| Package source: | MRTAnalysis_0.3.0.tar.gz |
| Windows binaries: | r-devel: MRTAnalysis_0.3.0.zip, r-release: MRTAnalysis_0.3.0.zip, r-oldrel: MRTAnalysis_0.3.0.zip |
| macOS binaries: | r-release (arm64): MRTAnalysis_0.3.0.tgz, r-oldrel (arm64): MRTAnalysis_0.3.0.tgz, r-release (x86_64): MRTAnalysis_0.3.0.tgz, r-oldrel (x86_64): MRTAnalysis_0.3.0.tgz |
| Old sources: | MRTAnalysis archive |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=MRTAnalysis to link to this page.