R Observatory: Metrics for DynTxRegime version 4.16

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

DynTxRegime

4.16Package record

Methods for Estimating Optimal Dynamic Treatment Regimes

3packages depend

28.2Kdownloads / year

–test coverage

11/13flavors OK

Overview

About

Maintained by Shannon T. HollowayCRAN page ↗

Methods to estimate dynamic treatment regimes using Interactive Q-Learning, Q-Learning, weighted learning, and value-search methods based on Augmented Inverse Probability Weighted Estimators and Inverse Probability Weighted Estimators. Dynamic Treatment Regimes: Statistical Methods for Precision Medicine, Tsiatis, A. A., Davidian, M. D., Holloway, S. T., and Laber, E. B., Chapman & Hall/CRC Press, 2020, ISBN:978-1-4987-6977-8.

Changes in 4.16

Changes:

Added author@R to DESCRIPTION

From NEWS in the release

Install

R (CRAN)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("DynTxRegime", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-dyntxregime

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-DynTxRegime

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-DynTxRegime

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

2NOTE11OK

Check messages

NOTERd contentsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc

Rd files without \usage:
  ‘plot.Rd’
\arguments should not be documented without \usage.

CRAN check page ↗

Slowest check: 3.5 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTENow
NOTE12 OK, 1 NOTE2026-07-11
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 4.16

READMENoVignettesNoNEWSYes · 33% structured · mentions 4.16Citation fileNoWebsitenot declared in DESCRIPTION

Help pages: 242 (195 internal)
Examples that run: 89%8 run in a plain check · 1 never run
Exported functions with examples: 82%
Documented parameters: 100%
Return-value docs: 73%
Help pages citing references: 3%

How these are measured

Downloads

28.2K

CRAN downloads in the past year

Rank #2,656 · ~77/day · ~2.3K/mo

Releases R versions

Daily download trend is not available in this view yet.

2K30 days

5.8K90 days

28.2K1 year

Compare downloads with other packages →

Also on129 r2u6 autocran72 c2d4u

How downloads are counted

Dependencies

Declared dependencies

4 external dependencies (excludes base and recommended)

Installing DynTxRegime adds 4 packages (2 with compiled code, 2.0 MB of source tarballs). Heaviest: kernlab 1.0 MB, rgenoud 710 KB, modelObj 328 KB.

Depends (3)

methodsmodelObjstats

Imports (3)

kernlab rgenoud dfoptim

LinkingTo (0)

none

Suggests (3)

MASSrpartnnet

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

3direct

0indirect

Imports 3

Depends, Imports or LinkingTo, most downloaded first

polle causal.decomp DevTreatRules

How these are counted

Code & Tests

Datasets

People & History

People (6)

Shannon T. Holloway

Author, Maintainer since 2.1 (2015)

Author

Author

Author

Author

Author

Listed in earlier versions (5)

Show 5 peopleHide 5 people

S. T. Holloway

no longer listed · 2.1 to 4.15

Holloway

no longer listed · 4.16

Laber

no longer listed · 4.16

Linn

no longer listed · 4.16

Tsiatis

no longer listed · 4.16

Releases (20)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
4.16Latest
record
2025-05-03 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
4.15
record
2023-11-24 · diff ↗
4.14
record
2023-08-29 · diff ↗
4.12
record
2023-04-25 · diff ↗
R
R 4.3.0 released · 2023-04-21
4.11
record
2022-09-29 · diff ↗
4.10
record
2022-06-07 · diff ↗
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
4.9
record
2020-11-09 · diff ↗
4.8
record
2020-10-16 · diff ↗
4.7
record
2020-07-22 · diff ↗
4.6
record
2020-07-04 · diff ↗

Show 16 earlier eventsHide 16 earlier events

4.5
record
2020-06-27 · diff ↗
4.4
record
2020-06-05 · diff ↗
R
R 4.0.0 released · 2020-04-24
4.3
record
2019-12-13 · diff ↗
4.2
record
2019-10-17 · diff ↗
R
R 3.6.0 released · 2019-04-26
4.1
record
2019-03-21 · diff ↗
4.0
record
2019-02-26 · diff ↗ ·
removed 1 export
plugInValue

added 2 exports
DTRstep, classif
R
R 3.5.0 released · 2018-04-23
3.2
record
2018-02-12 · diff ↗
3.01
record
2017-05-22 · diff ↗
3.0
record
2017-05-16 · diff ↗ ·
added 4 exports
owl, rwl, bowl, earl
R
R 3.4.0 released · 2017-04-21
R
R 3.3.0 released · 2016-05-03
2.1
record
2015-06-11
R
R 3.2.0 released · 2015-04-16

Package metadata

First published: 2015-06-11
Total releases: 20 / 11 yrs
License: GPL-2 OSI
Bundled data: 7.3 KB / 1 file
Download size: 206 KB

Appears in task views

Causal Inference

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("DynTxRegime")

Format

Holloway, S. T., Davidian, M., Laber, E. B., Linn, K. A., Tsiatis, A. A., & Zhang, B. (2025). DynTxRegime: Methods for Estimating Optimal Dynamic Treatment Regimes (Version 4.16) [Computer software]. https://doi.org/10.32614/CRAN.package.DynTxRegime

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for DynTxRegime version 4.16 [Data set]. HJJB, LLC. Data release v2026-10-24. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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