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 four 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:10.1093/biomtc/ujaf134>; (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>; and (4) standardized proximal effect size estimation for continuous proximal outcomes, generalizing the approach in Luers et al. (2019) <doi:10.1007/s11121-017-0862-5> to allow adjustment for baseline and time-varying covariates for improved efficiency.
Versions across snapshots
| Version | Repository | File | Size |
|---|---|---|---|
0.4.1 |
rolling linux/jammy R-4.5 | MRTAnalysis_0.4.1.tar.gz |
989.3 KiB |
0.4.1 |
rolling linux/noble R-4.5 | MRTAnalysis_0.4.1.tar.gz |
988.9 KiB |
0.4.1 |
rolling source/ R- | MRTAnalysis_0.4.1.tar.gz |
725.8 KiB |
0.4.1 |
latest linux/jammy R-4.5 | MRTAnalysis_0.4.1.tar.gz |
989.3 KiB |
0.4.1 |
latest linux/noble R-4.5 | MRTAnalysis_0.4.1.tar.gz |
988.9 KiB |
0.4.1 |
latest source/ R- | MRTAnalysis_0.4.1.tar.gz |
725.8 KiB |
0.4.1 |
2026-04-26 source/ R- | MRTAnalysis_0.4.1.tar.gz |
725.8 KiB |
0.4.1 |
2026-04-23 source/ R- | MRTAnalysis_0.4.1.tar.gz |
725.8 KiB |
0.4.1 |
2026-04-09 windows/windows R-4.5 | MRTAnalysis_0.4.1.zip |
998.5 KiB |
0.1.2 |
2025-04-20 source/ R- | MRTAnalysis_0.1.2.tar.gz |
172.9 KiB |