Package: MRTAnalysis 0.1.2

Tianchen Qian

MRTAnalysis: Primary and Secondary Analyses for Micro-Randomized Trials

Estimates marginal causal excursion effects and moderated causal excursion effects for micro-randomized trial (MRT). Applicable to MRT with binary treatment options and continuous or binary outcomes. The method for MRT with continuous outcomes is the weighted centered least squares (WCLS) by Boruvka et al. (2018) <doi:10.1080/01621459.2017.1305274>. The method for MRT with binary outcomes is the estimator for marginal excursion effect (EMEE) by Qian et al. (2021) <doi:10.1093/biomet/asaa070>.

Authors:Tianchen Qian [aut, cre], Shaolin Xiang [aut], Zhaoxi Cheng [aut], Audrey Boruvka [ctb]

MRTAnalysis_0.1.2.tar.gz
MRTAnalysis_0.1.2.tar.gz(r-4.5-noble)MRTAnalysis_0.1.2.tar.gz(r-4.4-noble)
MRTAnalysis_0.1.2.tgz(r-4.4-emscripten)MRTAnalysis_0.1.2.tgz(r-4.3-emscripten)
MRTAnalysis.pdf |MRTAnalysis.html
MRTAnalysis/json (API)
NEWS

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

Peer review:

Datasets:
  • data_binary - A synthetic data set of an MRT with binary outcome
  • data_mimicHeartSteps - A synthetic data set that mimics the HeartSteps V1 data structure to illustrate the use of [wcls()] function for continuous outcomes

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.95 score 18 scripts 111 downloads 3 exports 29 dependencies

Last updated 1 years agofrom:67c6371397. Checks:OK: 1 NOTE: 1. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 23 2024
R-4.5-linuxNOTEDec 23 2024

Exports:emeeemee2wcls

Dependencies:backportsbroomclicpp11dplyrfansigeepackgenericsgluelatticelifecyclemagrittrMASSpillarpkgconfigpurrrR6rlangrootSolvesandwichstringistringrtibbletidyrtidyselectutf8vctrswithrzoo

Primary and Secondary Analysis for Micro-Randomized Trial (MRT)

Rendered frommrt-analysis.Rmdusingknitr::rmarkdownon Dec 23 2024.

Last update: 2023-07-01
Started: 2023-03-06