R Observatory: Metrics for hBayesDM version 2.0.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

hBayesDM

2.0.1Package record

Hierarchical Bayesian Modeling of Decision-Making Tasks

0packages depend

1.2Kdownloads / year

46.3%test coverage

13/13flavors OK

Overview

About

Maintained by Woo-Young AhnCRAN page ↗GitHub ↗Issues ↗

Fit an array of decision-making tasks with computational models in a hierarchical Bayesian framework. Can perform hierarchical Bayesian analysis of various computational models with a single line of coding (Ahn et al., 2017) doi:10.1162/CPSY_a_00002.

Changes in 2.0.1

Enable progress bar for MCMC

From NEWS.md in the release

Install

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

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

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

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("CCS-Lab/hBayesDM")

Development version from CCS-Lab/hBayesDM. Installs pak first if it is not already available.

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-hbayesdm

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-hBayesDM

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-hBayesDM

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

13OK

CRAN check page ↗

Slowest check: 4.9 min · r-oldrel-windows-x86_64

Status changes

OK13 OKNow
OK7 OK2026-09-02

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 2.0.1

READMENoVignettesNoNEWSYes · 100% structured · mentions 2.0.1Citation fileYes · cites a publication

Help pages: 84 (11 internal)includes a package overview page
Examples that run: 0%69 never run
Exported functions with examples: 92%
Documented parameters: 100%
Return-value docs: 96%
Help pages citing references: 79%

How these are measured

Downloads

1.2K

CRAN downloads in the past year

Rank #7,900 · ~3/day · ~99/mo

Releases R versions

Daily download trend is not available in this view yet.

56630 days

1.2K90 days

1.2K1 year

Compare downloads with other packages →

Also on386 r2u6 autocran

How downloads are counted

Repository

ccs-lab/hbayesdm ↗Organization: CCS-Lab

266Stars

121Forks

25Open issues

8Open PRs

23Releases

1,140Commits

22Commit identities

bayesiancomputationalmodelingreinforcement-learningdecision-makinghierarchical-bayesian-analysis

License file reads as GPL-3.0 · 1,140 commits · Last activity 2026-10-14 · +0.4% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 91%
Median days to close, 50 most recently updated closed issues: 32
Median days to close, 50 most recently updated closed PRs: 1

Stars over time

2026-09-02 · 2642026-10-23 · 266

How these are measured

PracticesBeta

7 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/ccs-lab/hbayesdm on 2026-10-21.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux and Windows

Governance and community (1)

Contributing guide

Docs source (2)

GitHub Pages site last deployed 2026-10-14 · The repository has a site deploy workflow

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 1 practice

Lint, format, editor (1)

EditorConfig

How this is detected·Detection ruleset v4 (2026-10-20)

AI coding toolsBeta

This repository shows signs of AI coding tools.

Claude Codefirst seen 2026-05-04
Commits: at least 4 crediting it in the message

Models named in its commits

Claude Opus 4.74 commits · May 2026

Counts are commits, not lines of code. Commits by a tool's accounts count once across all of its accounts. Commits crediting it are the largest count among its credit lines, a minimum.How this is detected·Detection ruleset v4 (updated 2026-09-27)

Dependencies

Declared dependencies

7 external dependencies (excludes base and recommended)

Installing hBayesDM adds 46 packages (25 with compiled code, 49 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (2)

R >= 4.4methods

Imports (7)

posterior bayesplot loogridparallelggplot2 data.table

LinkingTo (0)

none

Suggests (2)

cmdstanr testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (7)

Woo-Young Ahn

Author, Maintainer since 2.0.1 (2026)

Nate Haines

Author

Lei Zhang

Author

Jinwoo Jeong

Contributor · added in 2.0.0

Jethro Lee

Contributor · added in 0.7.0

Harhim Park

Contributor · added in 0.7.0

Jaeyeong Yang

Contributor · added in 0.7.0

Previously maintained by CCS Lab (2.0.0) and Woo-Young Ahn (0.2.0 to 1.2.1).

Listed in earlier versions (1)

CCS Lab

no longer listed · 2.0.0

Releases (21)

Pick two releases to compare their code metrics.

2.0.1Latest
record
2026-09-09 · current release · diff ↗
unarchivedReturned to CRAN
2026-09-01
2.0.0
record
2026-09-01 · diff ↗ ·
removed 5 exports
HDIofMCMC, plotDist, plotHDI, plotInd, printFit

added 7 exports
hdi, hgf_ibrb, hgf_ibrb_single, plot_dist, plot_hdi, plot_ind, print_fit
R
R 4.6.0 released · 2026-04-24
archivedRemoved from CRAN
2026-01-04
issues were not addressed in time
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
1.2.1
record
2022-09-23 · diff ↗
1.2.0
record
2022-09-10 · diff ↗ ·
added 10 exports
banditNarm_2par_lapse, banditNarm_4par, banditNarm_delta, banditNarm_kalman_filter, banditNarm_lapse, banditNarm_lapse_decay, banditNarm_singleA_lapse, pstRT_ddm, pstRT_rlddm1, pstRT_rlddm6
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
1.1.1
record
2021-05-03 · diff ↗ ·
added 5 exports
alt_delta, alt_gamma, bart_ewmv, pst_Q, task2AFC_sdt
R
R 4.0.0 released · 2020-04-24
1.0.2
record
2019-11-13 · diff ↗
1.0.1
record
2019-09-01 · diff ↗

Show 19 earlier eventsHide 19 earlier events

1.0.0
record
2019-08-30 · diff ↗ ·
removed 3 exports
choiceRT_lba, choiceRT_lba_single, hBayesDM_model

added 1 export
cgt_cm
R
R 3.6.0 released · 2019-04-26
0.7.2
record
2019-02-12 · diff ↗ ·
added 3 exports
bandit4arm_2par_lapse, bandit4arm_lapse_decay, bandit4arm_singleA_lapse
0.7.1
record
2019-01-21 · diff ↗
0.7.0
record
2018-12-13 · diff ↗ ·
added 3 exports
bandit4arm2_kalman_filter, dbdm_prob_weight, hBayesDM_model
0.6.0
record
2018-09-11 · diff ↗ ·
added 12 exports
bart_par4, cra_exp, cra_linear, igt_orl, prl_fictitious_rp_woa, prl_fictitious_woa, pst_gainloss_Q, rdt_happiness, ts_par4, ts_par6, ts_par7, wcs_sql
R
R 3.5.0 released · 2018-04-23
0.5.0
record
2018-01-03 · diff ↗ ·
added 2 exports
peer_ocu, prl_fictitious_rp
0.4.0
record
2017-05-23 · diff ↗ ·
added 11 exports
bandit4arm_4par, bandit4arm_lapse, choiceRT_ddm, choiceRT_ddm_single, choiceRT_lba, choiceRT_lba_single, dd_cs_single, dd_hyperbolic_single, estimate_mode, prl_fictitious_multipleB, prl_rp_multipleB
R
R 3.4.0 released · 2017-04-21
0.3.0
record
2017-01-22 · diff ↗
0.2.3.3
record
2016-12-28 · diff ↗ ·
added 1 export
rhat
0.2.3.2
record
2016-12-21 · diff ↗
0.2.3.1
record
2016-09-30 · diff ↗ ·
added 1 export
plotInd
0.2.3
record
2016-07-17 · diff ↗ ·
removed 1 export
bandit2arm

added 7 exports
bandit2arm_delta, prl_ewa, prl_rp, ra_noLA, ra_noRA, ug_bayes, ug_delta
R
R 3.3.0 released · 2016-05-03
0.2.1
record
2016-04-03 · diff ↗
0.2.0
record
2016-03-25
R
R 3.2.0 released · 2015-04-16

Package metadata

First published: 2016-03-25
Total releases: 21 / 10 yrs
License: GPL-3 OSI
Additional repositories: stan-dev.r-universe.dev
Minimum R: ≥ 4.4
Download size: 529 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("hBayesDM")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.1162/cpsy_a_00002.

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 hBayesDM version 2.0.1 [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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