hstats

1.2.2

Interaction Statistics

1packages depend

4.9Kdownloads / year

84.2%test coverage

13/13checks pass

Overview

About

Maintained by Michael MayerFirst published 2023-07-1810 releasesCRAN page ↗GitHub ↗

Fast, model-agnostic implementation of different H-statistics introduced by Jerome H. Friedman and Bogdan E. Popescu (2008) doi:10.1214/07-AOAS148. These statistics quantify interaction strength per feature, feature pair, and feature triple. The package supports multi-output predictions and can account for case weights. In addition, several variants of the original statistics are provided. The shape of the interactions can be explored through partial dependence plots or individual conditional expectation plots. 'DALEX' explainers, meta learners ('mlr3', 'tidymodels', 'caret') and most other models work out-of-the-box.

Install

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

install.packages("hstats", 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("ModelOriented/hstats")

Development version from ModelOriented/hstats. 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-hstats

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

# 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-hstats

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

Health

CRAN checks

13OK

Slowest check: 2.4 min · r-devel-linux-x86_64-fedora-clang

Code health

Yes

Tests · ratio 0.69

84.2%

Coverage · measured lines

100%

Documentation · exports

Dependencies · direct

Check history

OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 2,380 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 94%
Return-value docs: 100%
References docs: 35%

Downloads

4.9K

CRAN downloads in the past year

Rank #10,447 · ~13/day · ~406/mo

Releases R versions

Daily download trend is not available in this view yet.

31630 days

1K90 days

4.9K1 year

Compare downloads with other packages →

Also on115 r2u35 autocran

Repository

GitHub ↗ modeloriented/hstats

34Stars

1Forks

0Open issues

0Open PRs

10Releases

458Commits

1Contributors

interpretabilitymachine-learningrstatsstatisticsxaiinteractionrstat

License GPL-2.0 · 458 commits · Last activity 2026-01-01

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/modeloriented/hstats on 2026-07-19.

Continuous integration (1)

GitHub Actions

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

2 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.2.0

Imports (3)

ggplot2statsutils

LinkingTo (0)

none

Suggests (1)

testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

mrIML

Code & Tests

People & History

People (2)

Maintainer (1)

Michael Mayer

Author, Maintainer

Authors (1)

Michael Mayer

Author, Maintainer

Contributors (1)

Przemyslaw Biecek

Contributor · added in 1.2.0

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
1.2.2Latest
2025-10-13 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
1.2.1
2024-08-17 · diff ↗
1.2.0
2024-07-12 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.1.2
2024-02-03 · diff ↗
1.1.1
2023-12-06 · diff ↗
1.1.0
2023-11-13 · diff ↗
1.0.0
2023-10-21 · diff ↗
0.3.0
2023-09-29 · diff ↗
0.2.0
2023-09-03 · diff ↗
0.1.0
2023-07-18
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-07-18
Total releases: 10 / 3 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.2.0
Download size: 251 KB
Installed size: not tracked yet
With dependencies: not tracked yet

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