R Observatory: Metrics for rmsb version 1.1-2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

rmsb

1.1-2

Bayesian Regression Modeling Strategies

1packages depend

23.8Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Frank HarrellFirst published 2020-08-037 releasesCRAN page ↗

A Bayesian companion to the 'rms' package, 'rmsb' provides Bayesian model fitting, post-fit estimation, and graphics. It implements Bayesian regression models whose fit objects can be processed by 'rms' functions such as 'contrast()', 'summary()', 'Predict()', 'nomogram()', and 'latex()'. The fitting function currently implemented in the package is 'blrm()' for Bayesian logistic binary and ordinal regression with optional clustering, censoring, and departures from the proportional odds assumption using the partial proportional odds model of Peterson and Harrell (1990) https://www.jstor.org/stable/2347760.

Install

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

install.packages("rmsb", 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-rmsb

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

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-rmsb

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-rmsb

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 14.3 min · r-oldrel-windows-x86_64

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

12

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-07-29
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-27
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 5 earlier snapshots

ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-25
12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-04-22
11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-18
10 OK · 3 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-03-10
11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 8%
Documented parameters: 99%
Return-value docs: 100%
References docs: 4%

Downloads

23.8K

CRAN downloads in the past year

Rank #2,602 · ~65/day · ~2K/mo

Releases R versions

Daily download trend is not available in this view yet.

2K30 days

7.1K90 days

23.8K1 year

Compare downloads with other packages →

Also on388 r2u

Dependencies

Declared dependencies

17 external dependencies (excludes base and recommended)

Depends (2)

R >= 3.4.0rms

Imports (11)

methodsRcpp rstan Hmisc (>= 5.2-3)survivalggplot2MASSclusterdigest knitr loo

LinkingTo (6)

BH Rcpp RcppEigen RcppParallel rstan StanHeaders (>= 2.18.0)

Suggests (3)

cmdstanr bayesplot mice

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

rms

Code & Tests

People & History

People (4)

Maintainer (1)

Frank Harrell

Author, Maintainer

Authors (1)

Frank Harrell

Author, Maintainer

Contributors (3)

Doug Bates

Contributor

Ben Bolker

Contributor

Ben Goodrich

Contributor

Package Timeline

7 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
1.1-2Latest
2025-04-13 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
1.1-1
2024-07-08 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.1-0
2024-03-12 · diff ↗
1.0-0
2023-09-26 · diff ↗
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
0.1.0
2022-04-12 · diff ↗
R
R 4.1.0 released · 2021-05-18
0.0.2
2021-02-28 · diff ↗
0.0.1
2020-08-03
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2020-08-03
Total releases: 7 / 6 yrs
License: GPL (>= 3) OSI
Additional repositories: mc-stan.org
Minimum R: ≥ 3.4.0
Download size: 110 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("rmsb")

Format

Harrell, F., Bates, D., Bolker, B., & Goodrich, B. (2025). rmsb: Bayesian Regression Modeling Strategies (Version 1.1-2) [Computer software]. https://doi.org/10.32614/CRAN.package.rmsb

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

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 rmsb version 1.1-2 [Data set]. HJJB, LLC. Data release v2026-08-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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