Information-Theoretic Measures for Revealing Variable Interactions
Overview
Implements information-theoretic measures to explore variable interactions, including KSG mutual information estimation for continuous variables from Kraskov et al. (2004) doi:10.1103/PhysRevE.69.066138, knockoff conditional mutual information described in Zhang & Chen (2025) doi:10.1126/sciadv.adu6464, synergistic-unique-redundant decomposition introduced by Martinez-Sanchez et al. (2024) doi:10.1038/s41467-024-53373-4, and information imbalance gain following Del Tatto et al. (2024) doi:10.1073/pnas.2317256121, allowing detection of complex and diverse relationships among variables.
new
- Provide R-level API and vignette for infomation imbalance and imbalance gain (#91).
enhancements
discretize()now safely falls back to factor encoding (NAas0) for edge cases (#98).
breaking changes
- Euclidean/Manhattan distances now automatically compensate for dimensions skipped due to
NA/NaN, aligned with base Rdist()(#96). - Remove leading lag-induced NA values in
surdtime-series implementation (#83).
From NEWS.md in the release
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK12 OK2026-04-25
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
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- NOTE3 OK, 2 NOTE2026-03-20
Documentation
- Help pages
- 11
- Examples that run
- 100%11 run in a plain check
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 45%
Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- not measured
- Median days to close, 50 most recently updated closed PRs
- 0
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7 development-tooling and community-health practices detected across 4 families in the upstream repository
Checks run against github.com/stscl/infoxtr on 2026-10-21.
The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel
GitHub Pages site last deployed 2026-10-03 · The repository has a site deploy workflow
pkgdown site last built 2026-10-03
Dependencies
Installing infoxtr adds 36 packages (28 with compiled code, 39 MB of source tarballs). Heaviest: sf 9.3 MB, spdep 4.5 MB, sp 4.3 MB.
Code & Tests
People & History
Package metadata
- First published
- 2026-03-19
- Total releases
- 3 / 1 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 4.1.0
- Download size
- 296 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("infoxtr")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.32614/cran.package.infoxtr.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.